[
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    "predicted_text": "An employee, #########, contacted the IT helpdesk (CIO) due to audio issues on their computer. Specifically, the sound recorder application and Teams were not working, preventing voice recording and audio during Teams calls. The IT support agent, #######, collected the employee's personnel number and ID, and established a remote session using 123rescue.com to troubleshoot the problem. After connecting to the remote session, the agent requested a brief hold to consult with resources. Upon returning, the agent informed the employee that they would continue troubleshooting via the remote session and ended the phone call.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Videoconference, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile Communication Support, please enter your 8-digit personnel number so we can locate you.\nSpeaker 3: When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: Hi.  Thank you for calling CIO.  This is ######.  Can I have your personal number, please?\nSpeaker 5: Hi.  ###############.\nSpeaker 4: All right.  Thank you.  So let me go ahead and pull up her account here in my end.  And can I also have your ########## ID?\nSpeaker 5: Yeah.  ###################.\nSpeaker 4: All right.  Thank you, #########.  And in case we get disconnected, can I also have your callback number?  ############.  All right.  Thank you for the adjustment.  So how can I help you today?\nSpeaker 5: I have an issue this morning with my sound.  Like when I go on Teams, they can't hear me.  And then, also, when I try and do my voice recording, it doesn't work.  So, seems to be something going on with my sound in my computer.\nSpeaker 4: All right.  So, just wanted to confirm, your Teams is having an issue?\nSpeaker 5: Teams, well, the issue is with my audio on my computer because there's multiple apps that are not working, not just the teams, but also the sound recorder.\nSpeaker 4: All right.  So I completely understand that, but in other words, I'll be more than happy to assist you.  So for this one, #########, can you please go to your browser and then type 123rescue.com.  We will do a remote session so that I can see what's on your screen.\nSpeaker 5: Okay.  And I just rebooted too.  One, two, three.  Okay.\nSpeaker 4: Thank you.\nSpeaker 5: Okay, one second, 123rescue, R-E-S-C-U-E?\nSpeaker 4: Right, yeah, I like the rescue word.\nSpeaker 5: Let me try again.  W-W-W?\nSpeaker 4: Yeah, it's only 123rescue.com.  Okay.  Okay.  Yeah, there we go.  All right.\nSpeaker 5: Okay.  Uh-huh.\nSpeaker 4: Pin number?  So it's already at the number pin?  Yeah.  So it's going to be 639658.  Uh-huh.  639658.\nSpeaker 5: Okay.\nSpeaker 4: All right.  And please download that file after downloading.  Go to your download history and then run that file as administrator.\nSpeaker 5: Okay, open the file.  Oh, it doesn't.  Okay, so that's connected.  A support representative will be with you.\nSpeaker 4: All right, so let me go ahead and connect that here one moment.\nSpeaker 5: Okay.\nSpeaker 4: All right.  And can you please tell me the error message or the one that you're having an issue?\nSpeaker 5: Well, okay, so it's not like here, for example, I don't know if you can see my other screen.  Let me try and bring this up.  So here's the sound recorder, and it's not starting.  I think there's no audio.  Oh, one second.  We're having problems playing this file.  So, I just tried to make a recording and it's not able to do that.  See how it's not timing?  So, and then also when I go on Teams and I'm on a call, it doesn't.  So, that's the error.  We were having problems with the plan.  The error is it just won't record.  It's my audio.  Audio is not working on my computer.\nSpeaker 4: All right.  So for this one, #########, I'm sorry for that.  So for this one, #########, will that be fine?  if I put the phone on hold for about one to two minutes?  I'll get my resources here in my, and then I'll get back to you.  Okay?  Sure.\nSpeaker 5: Perfect.  Sure.  All right.\nSpeaker 4: Thank you.  All right.  Hi, #########.  Thank you for patiently waiting on the line.  So for this one, #########, I will be doing basic troubleshooting on your machine.  And we will just communicate over to the remote session.  And I will be ending the call now.\nSpeaker 5: OK.\nSpeaker 4: All right.  So, for this one, #########, I will be ending the call now, and we will just continue our conversation through a remote session.\nSpeaker 5: Okay.\nSpeaker 4: All right.  So, thank you for calling CIO, #########.  Have a good day.  Bye-bye.  Okay.\nSpeaker 5: Thanks.  Bye.\n</call_transcript>\n<summary>\nAn employee, #########, contacted the IT helpdesk (CIO) due to audio issues on their computer. Specifically, the sound recorder application and Teams were not working, preventing voice recording and audio during Teams calls. The IT support agent, #######, collected the employee's personnel number and ID, and established a remote session using 123rescue.com to troubleshoot the problem. After connecting to the remote session, the agent requested a brief hold to consult with resources. Upon returning, the agent informed the employee that they would continue troubleshooting via the remote session and ended the phone call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the audio issues with the sound recorder and Teams, the collection of the employee's details, and the establishment of a remote session for troubleshooting. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas. It accurately reflects the content of the call transcript without any false or misleading information. However, it misses some minor details, such as the specific error messages mentioned by the employee and the exact steps taken during the remote session. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and steps taken during the call. It is relevant to the topic, focusing on the employee's audio issues and the IT support agent's actions. The summary has a clear structure, starting with the problem and then describing the agent's steps to troubleshoot, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not provide a resolution to the employee's issue, only stating that the agent would continue troubleshooting via the remote session. Despite this, the summary covers the main points and concerns discussed during the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly identifies the main issue (audio problems affecting Teams and sound recorder)\n2. Accurately describes the process (collection of personnel info, remote session setup)\n3. Includes the resolution path (agent deciding to continue troubleshooting via remote session)\n4. Maintains good coherence with a logical flow from problem to process to next steps\n5. Stays concise while including all relevant details\n\nThe summary avoids unnecessary details like specific PIN numbers while maintaining the essential narrative. It accurately represents the conversation without any factual errors. The only minor limitation is that it doesn't specify whether the issue was ultimately resolved, but this is faithful to the transcript which ends before resolution. The summary successfully balances brevity with informativeness, making it highly effective for documentation purposes.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "5a1c2730-1fde-4eb2-9121-5c0d0b923b95",
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    "predicted_text": "An employee, ####, contacted the IT helpdesk because their authenticator app wasn't working after getting a new phone with the same number. They were unable to receive or enter the authentication code when logging into Accenture systems.\n\nThe IT support agent, after verifying ####'s identity, determined the issue was due to the new device not being registered. The agent initially attempted to guide #### through manual registration via MyID.accenture.com and a remote session, but encountered difficulties due to #### using a Mac.\n\nThe agent then pivoted to using a temporary access pass (TAP) to register the new device. After some delays in obtaining the TAP, the agent guided #### through the process of deleting the old device from the authenticator and adding the new one, including enabling phone sign-in. Finally, #### successfully logged into an Accenture site using the newly registered authenticator. The agent closed the call, mentioning a survey and thanking ####.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Videoconference for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to.\nSpeaker 3: Hi, this is ####  from CIO.  Can I have your personal number or employee number?\nSpeaker 4: Hi, yes, it's ########.\nSpeaker 3: Sorry, ########.  Thank you so much.  Let me pull that.  And can you please provide me your enterprise ID?\nSpeaker 4: Yep, #############.\nSpeaker 3: Thank you and how about your callback number?  ############.\nSpeaker 4: But I'm having some signal issues right now.  So, if you could just call me back on Teams, that would be great.\nSpeaker 3: Oh, I see.  I'm sorry, we're unable to call back on Teams.  So, you only do call back through a phone number.\nSpeaker 4: Okay.  I just have a, there's a National Verizon outage, so I might not be able to answer the phone, but that's okay.\nSpeaker 3: Okay.  Thank you.  Okay.  Is it your first name ####?  Or ####?\nSpeaker 4: ####.  Yep.\nSpeaker 3: Okay, thank you so much.  ####, how can I help you today?\nSpeaker 4: Yeah, I'm calling because my authenticator is not working.  So anytime I log into SharePoint or Portal or anything, it prompts me to put my email address and then my password and then it gives me a number on the website.  But then when I go into my authenticator app on my phone, the number doesn't pop up or there's no place to enter the number.\nSpeaker 3: Oh, okay.  I see.  I do understand.  Sorry for the inconvenience that you experienced, but don't worry.  I'll do my best to assist you here.  Are you using the same phone number, same device for your MFA?\nSpeaker 4: I just got a new phone, but it is the same phone number.\nSpeaker 3: Oh, okay.  So yeah, that's the reason why you're unable to enter the code into your new device.  because that is not yet registered.  So have you already registered that or not yet?\nSpeaker 4: Like where do I register it?\nSpeaker 3: For your new device, you need to register it through myid.accenture.com.  Sorry, say that one more time.\nSpeaker 4: Can you type it in the chat?\nSpeaker 3: through MyID.accenture.com.  Yeah, I'll go ahead and send you the link.  Okay, so let me ping you on Teams right now.\nSpeaker 4: Okay, MyID.accenture.com.  Okay.  Yeah.\nSpeaker 3: Are you in front of your device right now?\nSpeaker 4: Yes.\nSpeaker 3: Okay, so I'm gonna connect you through remote session.  So could you please open your browser and type in 123rescue.com?  123rescue.com.  Okay.  Because it will ask you to enter the six-digit code.  Hold on.  I'm still doing it here.  Okay, hold on.  So I can provide the six digit code.  Okay, the six digit code.  Code I have ######.\nSpeaker 4: ###. okay and start download.\nSpeaker 3: Yes please.\nSpeaker 4: Applet should download automatically.  There we go.\nSpeaker 3: Okay please download and once it's downloaded please make sure to go to your download folder and do right click on the applet.  You just download it.  Okay.\nSpeaker 4: Right click and then?\nSpeaker 3: Show more options.  Click show more options.  Then run the app as administrator.  Then click Accenture Business.  for reason.\nSpeaker 4: It's not showing.\nSpeaker 3: Show More Options.  Give me one second.  Are you able to see Run the App as Administrator?  No.  So, after you do what I need.  Oh, sorry.  Go ahead.\nSpeaker 4: Sorry.  My computer is just like.\nSpeaker 3: Okay, so what happened now?\nSpeaker 4: I'm opening the app because right-click, I don't see anything.  It just says open, show package contents, move to trash, get info.\nSpeaker 3: Oh, on what device are you using?  Oh, I'm sorry.  I have a Mac.  Oh, okay, I see.  So you can just go ahead and open since you are using ###.  I thought you were using Windows.  I'm sorry.  Okay, so let me go ahead and click that one.  And please click OK for me to be able to see your screen.  I'm going to send you the link through Teams chat.  Okay, I have already sent that and let me check.  Okay, so and what browser are you using?\nSpeaker 4: Chrome.\nSpeaker 3: Okay.  Let me go ahead and open.  And let me check.  It didn't show up.  Hold on.  You're going to open and register your device here.  We need to.  So, you don't have the old device.\nSpeaker 4: Yeah, I, I do, but it's hold on.  Give me one second.\nSpeaker 3: Okay.\nSpeaker 4: charge right now, so it might take a minute.\nSpeaker 3: Okay.  Because if you're unable to access that to approve this one, I will go ahead and proceed to request a temporary access pass.\nSpeaker 4: Oh, okay.  I don't know how long it's going to take to turn on.  So, we just did a temporary 1.\nSpeaker 3: Yeah, we'll go ahead and do that.  I'm going to send you the link as well, through Teams, for you to be able to request a temporary out of this bus.  So hold on one moment.  Okay, all done.  Okay, there we go.  So we'll go ahead and request the demo.  We have to start here.  I have also sent you the link through Teams chat.  So let's go ahead and open.  still the same, so it will not allow you to access this site.  So what we are going to do, since it's not allowing you to access this, since you have a new device, we will go ahead and do verification process.  So we can proceed.  Do you already, do you still have an access on Teams chat?  Yes.\nSpeaker 4: Do I have access to Teams chat?\nSpeaker 3: Yes.\nSpeaker 4: Yes, I can see your.  please click the link to request tab.\nSpeaker 3: Okay, so we'll go ahead and proceed to Teams verification.  Okay, hold on.  Just reply, I'll get a message to you for verification.  Okay, please respond to my message.  Okay, so that is for the indication.  Okay.  Okay.  So, yeah, I'll go ahead and proceed with the process of verification.  Could you please provide me as well your and sorry, your yet sorry, your personal number first.  Yeah, I know through the phone.\nSpeaker 4: Oh, ######################.\nSpeaker 3: Okay.  Thank you.  And may I also have your center of this location?\nSpeaker 4: Yep, #########, ########.\nSpeaker 3: Okay, thank you so much.  And... Okay, hold on.  How about your official start date?\nSpeaker 4: ### ####.\nSpeaker 3: So let me go ahead and get that.  Okay, so we'll go ahead and proceed with the process.  I'll get a request for the temporary access file so we can proceed with the process.  Okay, one moment here.  I'm requesting right now the temporary access pass.  Once I already have it, I'll go ahead and provide it to you.  #####, we're going to proceed with the registration.  Okay.  Hold on for a second.  Let me request it here.  Okay.  Can I put this call on hold, ####, for at least two minutes while I'm waiting for the temporary access pass?  Thank you.  Please kindly stay connected.  I'll get back to you.  Thank you so much for patiently holding, ####.\nSpeaker 4: Bye.  Thank you.\nSpeaker 3: Okay.  Yeah, I'm just waiting for the, um, Authentic Priority Access Pass.  Okay.  One moment here.  So, waiting for a second.  Okay.  Hold on.  I'm still waiting for a second.  Okay, so let me go ahead and double check if I already have it.  Okay.\nSpeaker 4: Okay.\nSpeaker 3: One second.  Okay, yeah, I already have it here.  So, yeah, I'll go ahead and help you to register your device.  Okay, let's go ahead and go to this site.  Let's close this and open again by accessing this site.  Hold on, so let's close this one.  Okay, access.  So, here is the temporary access.  Okay.  And that would be a also message you here for you to be able to see that.\nSpeaker 4: Okay.\nSpeaker 3: Thank you.\nSpeaker 4: Sorry.  Thank you.  #############, okay?\nSpeaker 3: Yep.  Okay, thank you.  Yes.  Okay, so yeah, it allows you to log in now.  So we'll go ahead and delete the old one.  So which one here?\nSpeaker 4: This one.  Yeah, data.\nSpeaker 3: So we'll go ahead and delete the old phone.  Since you no longer use that for your MFA, then we'll go ahead and register the new one.  Okay, let's click add.  So do you already have the Authenticator app downloaded to your new phone?\nSpeaker 4: Yes.\nSpeaker 3: Okay, do you already have the Accenture account added?  Yes.  for school, so please click your Accenture email.\nSpeaker 4: Okay.\nSpeaker 3: Okay, so yeah, you need to scan the QR code first.  Does it have options?\nSpeaker 4: Is it the set up two-step verification?\nSpeaker 3: No, scan the QR code.  Yeah.\nSpeaker 4: Okay, one second.\nSpeaker 3: Okay.\nSpeaker 4: Access on camera.\nSpeaker 3: So make sure you are using Authenticator app to scan the QR code.  Yes.  Okay.  So let me know once it's done so I can click next.\nSpeaker 4: Activation failed.  Hold on.  We've already used this QR account.  Okay.  I think it worked.\nSpeaker 3: Okay.  It's done.  Okay.  Let's go ahead and proceed and try it out.  Okay, let's try it out.\nSpeaker 4: Okay, it worked.\nSpeaker 3: Okay, then click next.  Then you also need to enable your phone sign-in to make sure that your device is fully set up.  So go ahead and request for a new temporary access pass.  Okay, so let me go ahead and request it again.  Here.  So, I'm requesting again for the temporary access pass.  Okay.  So, you can enable the phone sign-in.  So, I'm going to make sure that your MSA is fully set up, okay?  Before we end this.  Make sure that you can log in and all that.\nSpeaker 4: Sorry, what do I have to do?\nSpeaker 3: Don't click anything yet.  You need to enable your phone sign in.  Okay, already have it here.  And yeah, here's the new temporary access pass.  Okay, let me go ahead and send it here too.  So that would be V3 and dash 5XSQ.  All right.  Go to your authenticator up right now.  Click your Accenture email.  It will ask you to set a phone sign-in or enable your phone sign-in.\nSpeaker 4: Oh, enable phone sign-in.  Okay.\nSpeaker 3: Yeah, click that one.\nSpeaker 4: Oops.  I said I can't.  Use temporary access pass.  Okay, so B3 and dash 5, access key.\nSpeaker 3: Yeah.  It will ask you to enable or sorry, register your device as well.\nSpeaker 4: Okay.  I think that worked.\nSpeaker 3: OK, is it successfully enabled?  Yep.  OK, great.  So you can go ahead and try to access some sites here in Accenture, like for an exam.  Or let's try all that Accenture.  Let's see if it will allow you to.  Log in.  Approve your authenticator app.  Okay.\nSpeaker 4: Awesome.  Thank you so much.\nSpeaker 3: You're very much welcome, ####.  So for now, I will be tagging you to get this resolved.  You may receive a survey via email.  If there's any feedback you wish to provide, please feel free to fill that in.  It would be highly appreciated.  You have a good day.  Bye-bye for now.\nSpeaker 4: You too.  Thank you so much.  Bye.\nSpeaker 3: You're welcome.  Bye.  Bye.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because their authenticator app wasn't working after getting a new phone with the same number. They were unable to receive or enter the authentication code when logging into Accenture systems.\n\nThe IT support agent, after verifying ####'s identity, determined the issue was due to the new device not being registered. The agent initially attempted to guide #### through manual registration via MyID.accenture.com and a remote session, but encountered difficulties due to #### using a Mac.\n\nThe agent then pivoted to using a temporary access pass (TAP) to register the new device. After some delays in obtaining the TAP, the agent guided #### through the process of deleting the old device from the authenticator and adding the new one, including enabling phone sign-in. Finally, #### successfully logged into an Accenture site using the newly registered authenticator. The agent closed the call, mentioning a survey and thanking ####.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with the authenticator app and the steps taken to resolve it. It maintains relevance by sticking to the main topic of the call. The structure and flow are clear, making it easy to follow. The information is accurate, reflecting the key details of the conversation without any misleading content. However, the summary could be slightly more complete by mentioning the specific difficulties encountered during the remote session and the exact steps taken to resolve them, such as the use of a temporary access pass and the final successful login. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's authenticator app issue and the IT support agent's resolution. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary appears to be factually correct, matching the information presented in the call transcript. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, there are some minor details missing, such as the initial automated messages and the employee's signal issues. Additionally, some of the language used in the summary could be more precise, such as specifying the exact steps taken by the IT support agent.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk interaction:\n1. Clearly identifies the core issue (authenticator not working on new phone)\n2. Accurately describes the attempted solutions (MyID registration, remote session)\n3. Notes the complications (Mac vs Windows assumption)\n4. Details the successful resolution using TAP\n5. Maintains chronological flow while being concise\n\nThe summary demonstrates strong coherence by presenting the problem, attempted solutions, and final resolution in a logical sequence. It's accurate in its representation of events and includes relevant technical details without being overly technical. The length is appropriate - comprehensive enough to cover key points while remaining concise.\n\nThe only minor improvement could be mentioning the Verizon outage context that affected the callback options, though this wasn't central to the main issue's resolution.\n\nOverall, the summary effectively balances detail and brevity while maintaining accuracy and relevance.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ######, calls the IT helpdesk because a newly onboarded contractor, ####, is unable to log in with the provided password. The contractor's password reset requests are incorrectly being routed to a manager for approval, which isn't the correct procedure. The helpdesk agent, after verifying ######'s identity and the contractor's EID, confirms that the contractor's MFA isn't set up. The agent explains that instead of a manager, local tech support will contact #### directly within 24 hours to assist with setting up MFA and resetting the password. ###### expresses concern about the delay and is assured the issue will be addressed that day.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, to check if your account is passwordless, please visit go.accenture.com.  slash go passwordless.  If you are passwordless, Press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to.\nSpeaker 3: Hi, this is ###### from CEO.  Can I please have my employee number?\nSpeaker 4: Hi, my employee number is ########.\nSpeaker 3: Thank you very much.  And can I also have your Accenture email as well?\nSpeaker 4: My Accenture email is #####################.\nSpeaker 3: Thank you very much.  And lastly, could I also have your cell phone number as well?\nSpeaker 4: Sorry, my phone number is ############.\nSpeaker 3: Thank you for calling, ######.  How can I help you today?\nSpeaker 4: So, we recently onboarded a contractor, ###################.  But the password that was given to me in the mail is not working for him, so he called the helpdesk.  So usually when the contractor called helpdesk, their password usage inquiry come to me.  But for some reason, this contractor's password inquiry is not coming to me, and when he's trying to contact, they are only telling him that it's going to his manager.  So he's not able to log in.  So is there any reason, like any day you can send it to MFA to me to approve or you can send him, reset his password and send that password?\nSpeaker 3: All right, one moment.  I can be able to help you with that.  But first, what is the contractor's name?\nSpeaker 4: His, sorry?\nSpeaker 3: What is the contractor's EID?\nSpeaker 4: Yeah, his EID is #########.  Okay, one moment please.\nSpeaker 3: Again, I'm sorry, can you please repeat it again?  #, and then?\nSpeaker 4: ########\nSpeaker 3: Thank you very much.  It's been a pleasure.  I have found the account of ####, is that correct?  So as you can see here on their multi-factor authentication on their end, there's nothing set up on their account for their multi-factor authentication methods.  So what they should do for them to be able to log in on their own and set up their account is to have them call us And then we can be able to assist them.  But just in case, for the...\nSpeaker 4: He's calling you, but he said he supports the queue.  They are saying that his password approval request is going to his manager.\nSpeaker 3: All right.  One moment.  Aside from this, let me just pull up their name again of one of my ticketing system.  Stay on the line, please.  I'm still looking on it.  Thank you very much.  One moment, please.  Mm-hmm.  I have checked their account on my end, so there's no need to worry.  Since, again, she's asking about a manager to approve their request on their account.  And as you can see here on their account on my end, there seems to be no manager that approves.  So the next step that the CIO takes is to have the local tech support to call ##### instead of a manager.  So instead of a manager to approve the request in setting up their account, this time the local tech support will be the ones to call ##### and help the user set up their account.  And this will be a much easier process than having a manager to approve their request and give the ticket number.  So instead of a manager...\nSpeaker 4: Should I ask him to call #####?\nSpeaker 3: No, in this case, since there's no manager to approve this request, so local tech support will be the ones to call ####.  So the advice I could give you is to tell #### to keep their lines open and the local tech support nearest to them will be the ones to reach out to #### and verify his account and they will be the ones also to set up their multi-factor authentication and to help them reset his or her password.  So again, just advise ##### to keep their lines open and wait for local tech support to reach out to them.\nSpeaker 4: It should happen today only, right?  Because it's already Friday.\nSpeaker 3: I don't want to wait till Monday.  Yes, they will reach out.  Don't worry, they will reach out within 24 hours.  Within this day, yes.\nSpeaker 4: Okay, all right.  Thanks.\nSpeaker 3: Thanks for being so understanding, #####.\n</call_transcript>\n<summary>\nAn employee, ######, calls the IT helpdesk because a newly onboarded contractor, ####, is unable to log in with the provided password. The contractor's password reset requests are incorrectly being routed to a manager for approval, which isn't the correct procedure. The helpdesk agent, after verifying ######'s identity and the contractor's EID, confirms that the contractor's MFA isn't set up. The agent explains that instead of a manager, local tech support will contact #### directly within 24 hours to assist with setting up MFA and resetting the password. ###### expresses concern about the delay and is assured the issue will be addressed that day.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, which is a positive aspect. It captures the key issue of the contractor being unable to log in due to password reset requests being misrouted and the resolution involving local tech support contacting the contractor within 24 hours. \n\nHowever, there are some areas for improvement:\n- The summary omits the initial part of the call where the employee's identity and contact details are verified, which is relevant to the process.\n- The summary does not mention the high call volume and performance issues with \"my key\" mentioned by Speaker 2, which provides context for the delay.\n- The summary could be more coherent by explicitly stating that the helpdesk agent will ensure the local tech support contacts the contractor directly.\n\nOverall, the summary is mostly accurate but lacks some completeness and minor details that would provide a fuller picture of the call.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's concern about the contractor's login issue. The structure is coherent, making it easy to follow and understand. The information presented is accurate, reflecting the details from the call transcript without any false or misleading information. The summary also provides a fair description of the main problem and resolution, covering the key points discussed during the call. However, some minor details, such as the initial automated messages and the mention of performance issues with \"my key,\" are omitted, but these do not impact the overall understanding of the main issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the main issue (contractor's login problems)\n2. Explains the incorrect routing of password reset requests\n3. Notes the MFA setup requirement\n4. Describes the resolution (local tech support will contact)\n5. Includes the timeline concern and response\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem identification to resolution. It accurately represents the conversation without including unnecessary details like specific ID numbers or repetitive dialogue. The language is clear and professional.\n\nMinor improvements could include mentioning the initial automated message about system issues with \"my key\" and \"gone phishing page,\" as this contextual information might be relevant to the overall situation. However, this omission doesn't significantly impact the summary's quality since it wasn't directly related to the specific case being discussed.\n\nThe summary successfully balances brevity with informativeness while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
    }
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    "train_trial_index": 0,
    "predicted_text": "An employee, #######, contacted the IT helpdesk because their Accenture laptop screen went black after uninstalling PDF Suite and attempting to install VS Code. The helpdesk agent collected the employee's information and initiated troubleshooting. After restarting the laptop, the screen was visible again, but VS Code was not installing correctly. The agent then initiated a Teams remote session to assist with the VS Code installation. The agent took control of the laptop and attempted to reinstall VS Code, encountering errors. The agent then uninstalled VS Code and reinstalled it. The agent stated that they would continue to communicate remotely and ended the call.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning Support, press 3.  For AEH applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.\nSpeaker 2: For mobile communication support, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  All agents are currently assisting other callers.  Please continue to hold if you would.\nSpeaker 3: Thank you for calling Service Desk.  May I ask for your employee number, please?\nSpeaker 4: My employee number is ##########.\nSpeaker 3: All right, thank you so much.  And may I ask for your center email?\nSpeaker 4: ##################.  at ####################.  ############# dot ###################################.\nSpeaker 3: Thanks so much.  And may I ask for your callback number?  ############.\nSpeaker 4: ####.\nSpeaker 3: Okay, done.  One moment, please.  So, #######, how can I help you today?\nSpeaker 4: Actually, my laptop went to black screen.  I don't know why.  Can you please check?\nSpeaker 3: I see it's an Accenture laptop.\nSpeaker 4: Yes, it's an Accenture laptop.\nSpeaker 3: I just see a black screen.\nSpeaker 4: I was trying to install VS Code and I uninstalled PDF Suite and after that I see this issue.\nSpeaker 3: So there's nothing showing on your screen right now?\nSpeaker 4: No.\nSpeaker 3: Got it.  And then how long it's been when you got that block screen?\nSpeaker 4: Like, it's like one hour.  I just saw this now.  Like I was trying to resolve it since restarting my laptop.\nSpeaker 3: Got it.  So for now, #######, since it's been one hour since you got that block screen, and then the issue still persists, Please try to unplug everything on your computer.  And then...\nSpeaker 4: Uninstalling PDF suite shouldn't show this, right?  I just uninstalled the PDF suite because it was giving an error message all the time.\nSpeaker 3: Got it.  Sorry, since it's a functionality on your Windows laptop.  Okay, so please do unplug everything first on your laptop, and then we will do the hard reboot.  Or are you able to get plugged in?\nSpeaker 4: So when, like, I am able to restart it, whenever I enter the pin, I see that black screen.\nSpeaker 3: Do you have Teams on your phone?\nSpeaker 4: Yes, I do.\nSpeaker 3: And then may I ask if I can take a picture of it and then send it to the teams?\nSpeaker 4: Yes.  Can you send me \u2013 can you ping me on Teams?  Then I'll take a picture of it and send it to you.\nSpeaker 3: Sure, sure.  I'll message you now.  All right.\nSpeaker 4: This time, I am able to see the screen after restarting it.  I don't know what happened for this log.  I can ping you from Teams.  I need help in installing VS Code properly.\nSpeaker 3: Oh, sure.  All right, then.  So you're able to restart that and log back in.  All right.  It's taking too long.\nSpeaker 4: Yeah, it's taking time to launch.\nSpeaker 3: No worries, it's okay because it's always taking time when we restart our computer.\nSpeaker 4: I can see your ping.  Hi, ###.\nSpeaker 3: Can we do a remote session then?  Sure.  Let me generate a link for remote session.\nSpeaker 4: Sorry, what I need to do to connect to the remote session?\nSpeaker 3: I just sent you the link for the remote session.  Please follow this.\nSpeaker 4: I need to open that support file, right?  It is saying connecting.\nSpeaker 3: Check that here.  Okay, please click.  OK.  Stop.  Please click OK on the pop-up on your screen.  I did not see any pop-up.  Okay, I got now able to see your screen.  May I ask for the installer then?  May I ask if I can go to the installer of your VS Code?\nSpeaker 4: The file that has been downloaded?  Yes, please.  I'm doing few more options.  Run as administrator.  It will show it is installed and all.  What is this error message that I'm getting?  The installer is not meant to be run as administrator.  If you would like to install VS Code for all the users in the system, download the system installer instead.\nSpeaker 3: What is this?  Checking.\nSpeaker 4: I accept the terms and conditions of the agreement and then next.\nSpeaker 3: Next.\nSpeaker 4: Already.\nSpeaker 3: Yes.\nSpeaker 4: Yes.  Next.  I create a desktop shortcut.  Next.  Install.\nSpeaker 3: Let's check on it.  Okay, so we have the same installer here.\nSpeaker 4: If I do finish, you see it will never come up.  It should be like in the pop-up.  it was like it will open, but it is not opening the application.  Do you want me to open it from here?\nSpeaker 3: No, let's wait for a minute.  May I take over the control on your laptop?\nSpeaker 4: Sure.\nSpeaker 3: Thank you.  Let's minimize this for now.  Opposites already here.  Click on that.  All right, it's taking time.  Not responding.  Let's try to go to control panel, then reinstall that again.\nSpeaker 4: Yes, we use Microsoft.  We record on Microsoft.\nSpeaker 3: Let's click OK for now.  Yes, please continue.  Yeah, you can take over.  Pardon?\nSpeaker 4: Yeah, yeah.\nSpeaker 3: Oh, I can take over?  Yes.  Okay.  Thank you so much.  Let me try to send it to you.  Okay.  Okay.  Download.  This may take some time.  It is okay if we can continue to communicate remotely using this one?  Yeah.  All right.  Thank you so much.  I'll be ending this call for now.\nSpeaker 4: Okay.\nSpeaker 3: Thank you so much.  You're welcome, #######.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk because their Accenture laptop screen went black after uninstalling PDF Suite and attempting to install VS Code. The helpdesk agent collected the employee's information and initiated troubleshooting. After restarting the laptop, the screen was visible again, but VS Code was not installing correctly. The agent then initiated a Teams remote session to assist with the VS Code installation. The agent took control of the laptop and attempted to reinstall VS Code, encountering errors. The agent then uninstalled VS Code and reinstalled it. The agent stated that they would continue to communicate remotely and ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the black screen issue, the attempt to install VS Code, and the troubleshooting steps taken by the helpdesk agent. It is relevant and focuses on the main topic of the call. The structure and flow are coherent, making it easy to follow. However, there are minor inaccuracies and omissions. For example, the summary does not mention the initial troubleshooting steps like unplugging and hard rebooting, and it incorrectly states that the agent uninstalled and reinstalled VS Code, which was not explicitly mentioned in the transcript. The summary also omits the fact that the employee was able to see the screen after restarting before the remote session was initiated. Overall, the summary is fairly complete but could be more precise.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their laptop screen and the subsequent troubleshooting and resolution attempts. The summary has a clear structure, starting with the employee's initial issue, then describing the troubleshooting steps, and finally, the resolution attempts, making it coherent and easy to follow.\n\nThe summary is accurate, correctly describing the events and issues discussed in the call transcript. However, it could be improved in terms of completeness. The summary does not mention the employee's initial attempt to resolve the issue by restarting their laptop or the helpdesk agent's request to unplug everything from the laptop. Despite this, the summary still provides a fair description of the main problems and resolutions.\n\nOverall, the summary is well-written, and its strengths outweigh its weaknesses.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the main points of the interaction:\n1. Accurately identifies the initial problem (black screen after uninstalling PDF Suite)\n2. Mentions the sequence of events (screen recovery after restart)\n3. Describes the transition to VS Code installation issues\n4. Notes the remote assistance via Teams\n\nThe summary is concise while maintaining essential details and follows a logical flow. However, there are a few minor areas for improvement:\n- Could have mentioned the initial troubleshooting steps suggested (unplugging everything, hard reboot)\n- Doesn't specify the exact nature of the VS Code installation errors\n- The resolution is somewhat unclear as the transcript ends without confirming if VS Code was successfully installed\n\nDespite these minor omissions, the summary provides a good balance of brevity and information, accurately representing the key points of the interaction while maintaining coherence and relevance throughout.",
        "claude_score": 8.0
      }
    }
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    "train_trial_index": 0,
    "predicted_text": "An Accenture employee, ###########, contacted the CIO Service Desk because they were locked out of their computer and needed a BitLocker recovery key. The employee was prompted for their personal number and callback number for verification. The helpdesk agent, ######, explained that due to a new security protocol, they couldn't provide the key directly. Instead, they needed to send an approval request via an adaptive card on Teams to the employee's manager. The employee expressed concern about the delay and mentioned a previous verification method involving a text message. The agent confirmed the new process and advised the employee to have their manager approve the request and then call back within 48 hours. The employee requested the manager's name for follow-up, but the agent couldn't disclose it for security reasons. The employee said they would contact their manager to expedite the process.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For technology and business application support...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com/gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 1.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen and your account has been disabled, press 9.  If you have forgotten your password...\nSpeaker 4: Hi, this is ###### from CIO Service Desk.  May I have your personal number, please?  ########.  All right, so just to make sure if I got it correctly, it's ###############?\nSpeaker 5: Yes, you got it.\nSpeaker 4: All right, awesome.  Thank you for this information.  And also, can I ask your best callback number?  I mean, sorry, your ID?\nSpeaker 5: My ID is ########### at Accenture.\nSpeaker 4: Okay, awesome.  Thank you for this information.\nSpeaker 6: And also, can I ask for your West Callback number?\nSpeaker 4: ############.\nSpeaker 5: ############.  All right.\nSpeaker 6: Thank you for this information.  So, how I can help you today?\nSpeaker 5: So, I'm trying to get into the computer, but it didn't accept my PIN.  So, now I'm trying to look for a BitLocker recovery key.  Can you please set it up for me?\nSpeaker 6: Okay, I see.  Well, I don't really understand your situation here, but don't worry, I will do my best to help you with this one.  So, you cannot sign into your laptop because of the BitLocker recovery key?\nSpeaker 5: Yes, that's what I'm looking for.\nSpeaker 6: Okay.  So, when you're trying to open your laptop, it's asking for your BitLocker recovery key.\nSpeaker 5: Yes, it says enter the PIN to unlock.\nSpeaker 6: Okay, I see.  Well, I really understand that one.  So, one second here.  Let me go ahead and check for this one.  Also, for this one, in order we provide your BitLocker recovery key, may I ask if you have an access?  I mean, we do need to do a verification process first.  All right?\nSpeaker 5: Are you asking me if I have the locker key number?\nSpeaker 6: I mean, before we provide or give you the BitLocker recovery key, we need to do a verification process first.  So, may I ask, do you have an access to your Accenture Teams on your mobile device?\nSpeaker 5: On my mobile device, no.\nSpeaker 6: Okay, I see.  Well, for this one, can I ask, since you don't have any access on that one, One moment here, okay?  Sure.  As for this one, is it okay if I can place the call on hold for one to two minutes?\nSpeaker 5: Okay, sure.  All right, one moment please.  I'm not going to call this job.\nSpeaker 6: Thank you so much for patiently waiting.  So for this one, since you don't have any access on Teams, we will be proceeding with the next verification process wherein we need your manager's approval on this verification process.  For this one, we will be sending an adaptive card to your manager, and adaptive card has been sent to your manager.  And just to set your expectation, once your manager approved the request, ensure to call us back within 48 hours to avoid the ticket closure.  But no worries, we can reopen the ticket within 72 hours.  And if your manager did not approve it within 48 hours, we will forward your ticket on your local tech support office, and they will contact you for further assistance.  All right?\nSpeaker 5: Oh, hang on a second.  This is going to take like a day or so?\nSpeaker 6: Sorry.\nSpeaker 5: Usually, you know, you guys would send me a text on my phone and I would kind of give a code and that's how it would work.\nSpeaker 6: For this one, I do apologize, but it doesn't work that way now.  Because you are clearing the password list, but the verification doesn't allow us to proceed with the verification process.\nSpeaker 5: So this would go to my manager and then he would approve?\nSpeaker 6: Yep.  Once your manager approves it, you should call us back again so that we can proceed with the verification process.\nSpeaker 5: And my manager should get an email?\nSpeaker 6: he will be or they will be receiving this on their Teams workflow.\nSpeaker 5: On the Teams?\nSpeaker 6: Yep, absolutely.\nSpeaker 5: Can I have the name who would be reached out to?  because I just, you know, I can call him too, so he kind of keeps an eye.\nSpeaker 6: I do apologize, #####, but we are not able to provide that one due to security purposes.  But we are looking on your team's organization so that we are able to send this adaptive card to your manager.\nSpeaker 5: Okay.  Could you please make sure to prioritize it?  It is good for him.\nSpeaker 6: Yep.  No worries on that one.  And once your manager approves it, they will be reaching you as soon as possible as well once they approve it.\nSpeaker 5: Okay.  And you cannot disclose me who you would send it to because Okay, that's fine.  All right, I'll call my immediate manager and let him know, and then if it's not him, then he can reach out to the one level up.  Does it usually go to the director level or to the team manager?\nSpeaker 6: I'm checking here on our end.  We're just looking on your organization.  Okay.  All right.\nSpeaker 5: On the Accenture site, right?  Yeah.\nSpeaker 6: Okay.  All right.\nSpeaker 5: Thank you.  All right.\nSpeaker 6: Thank you, and have a wonderful day.\n</call_transcript>\n<summary>\nAn Accenture employee, ###########, contacted the CIO Service Desk because they were locked out of their computer and needed a BitLocker recovery key. The employee was prompted for their personal number and callback number for verification. The helpdesk agent, ######, explained that due to a new security protocol, they couldn't provide the key directly. Instead, they needed to send an approval request via an adaptive card on Teams to the employee's manager. The employee expressed concern about the delay and mentioned a previous verification method involving a text message. The agent confirmed the new process and advised the employee to have their manager approve the request and then call back within 48 hours. The employee requested the manager's name for follow-up, but the agent couldn't disclose it for security reasons. The employee said they would contact their manager to expedite the process.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the employee's issue with the BitLocker recovery key, the verification process, and the need for manager approval. It is relevant and focuses on the main topic of the call. The structure and flow are coherent, making it easy to follow. The information is accurate and aligns with the call transcript. However, the summary omits some details, such as the employee's lack of access to Teams on their mobile device and the agent's inability to disclose the manager's name due to security reasons. These details are important for a complete understanding of the situation.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with the BitLocker recovery key and the helpdesk agent's explanation of the new security protocol. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nThe summary is accurate, correctly conveying the information from the call transcript. However, it does not mention the employee's initial confusion about the verification process and the agent's clarification. Despite this, the summary provides a fair description of the main problems and resolutions.\n\nThe only area for improvement is completeness, as some minor details from the call transcript are not included. However, the summary still effectively conveys the main points and resolution of the issue.\n\nOverall, the summary is well-written and effectively conveys the main information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately identifies the core issue (BitLocker recovery key needed)\n2. Includes relevant details about the verification process and new security protocol\n3. Captures the employee's concerns about timing and previous verification method\n4. Clearly explains the manager approval requirement and 48-hour window\n5. Maintains coherent flow from problem identification to resolution steps\n\nThe summary is concise while including all crucial information. It's well-structured, moving logically from the initial problem to the solution process. The information is accurate, with no misrepresentations of the conversation. It effectively captures both the technical issue and the procedural requirements.\n\nMinor improvement could be made by mentioning that the employee was specifically unable to access Teams on their mobile device, which was a key factor in requiring the alternative verification process.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "27e31961-e4fa-451b-acc5-89e8f10e2077",
    "train_trial_index": 0,
    "predicted_text": "An employee called the company's IT helpdesk. The automated system first provided options for different support areas, including password assistance, applications, videoconferencing, and MyLearning. It also directed users to a self-service portal. The caller was then prompted to determine if their account had been migrated to passwordless authentication and directed to press 1 for agent assistance if passwordless or 2 for password reset/unlock options if not. After a hold message, a helpdesk agent finally answered the call and requested the employee's email address or employee ID.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For access and password support, press 0.  For applications, technology, telecom, and mobile devices, press 1.  For videoconferencing services, including TelePresence, Surface Hub, and Accenture Connected Learning, press 2.  For MyLearning Support, press 3.  You can also self-manage and resolve incidents through techsupport.access.\nSpeaker 2: HTTPS://go.passwordless.com/.gopasswordless.  Para verificar si tu cuenta fue migrada a Passwordless, por favor indeza a https://go.passwordless.com/.gopasswordless.  Si eres passwordless, presiona 1 para hablar con un agente o utiliza las opciones de autoyuda del sitio.  Si no eres passwordless a\u00fan, presiona 2 para continuar con opciones de reseteo de contrase\u00f1a y desbloqueo.  Para verificar si tu cuenta fue migrada a passwordless, por favor ingresa a https://go.passwordless.com/.go-passwordless.  Si eres passwordless, presiona 1 para hablar con un agente o utiliza las opciones de autoayuda del sitio.  Si no eres passwordless a\u00fan, presiona 2 para continuar con opciones de reseteo de contrase\u00f1a y desbloqueo.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on tech support.\nSpeaker 1: Thank you for calling CBO.  You are speaking with #######.  Could you please help me with your essential email address or identity employee number?\n</call_transcript>\n<summary>\nAn employee called the company's IT helpdesk. The automated system first provided options for different support areas, including password assistance, applications, videoconferencing, and MyLearning. It also directed users to a self-service portal. The caller was then prompted to determine if their account had been migrated to passwordless authentication and directed to press 1 for agent assistance if passwordless or 2 for password reset/unlock options if not. After a hold message, a helpdesk agent finally answered the call and requested the employee's email address or employee ID.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call transcript. It captures the different support areas provided by the automated system, the instructions for passwordless authentication, and the final interaction with the helpdesk agent. The relevance is high as it focuses on the key elements of the call. The coherence is good, with a clear structure and logical flow of ideas. The accuracy is mostly correct, but there is a minor error: the summary mentions \"techsupport.access\" instead of the correct URL \"https://go.passwordless.com/.gopasswordless.\" The completeness is adequate, covering the main concerns and resolutions discussed in the call. Overall, the summary is well-done but could be slightly improved for accuracy.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the key aspects of the call, including the automated system's options and the agent's request for the employee's email address or ID. The summary has a clear structure and flow of ideas, making it coherent and easy to follow. The information presented is factually correct, with no false or misleading information, making it accurate. However, the summary could be improved in terms of completeness, as it does not explicitly state the employee's concern or issue that prompted the call. Nevertheless, the summary provides a fair description of the call's progression.\n\nGiven these strengths and weaknesses, I would rate the summary as follows:",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call transcript:\n1. Conciseness: It efficiently condenses the multi-option menu system into clear, organized points without unnecessary detail.\n2. Relevance: All information included relates directly to the call flow and service options.\n3. Coherence: The summary follows a logical progression from initial menu options to passwordless authentication choices to the final agent interaction.\n4. Accuracy: The details match the transcript precisely, including the specific service options and the passwordless authentication process.\n5. Completeness: The summary covers all major elements from the transcript, including the initial menu options, the passwordless authentication information, the hold message, and the agent's request for identification.\n\nThe only minor limitation is that it doesn't mention that the passwordless instructions were provided in multiple languages (Spanish), but this detail isn't crucial to understanding the call flow. Overall, the summary provides an excellent, well-structured overview of the interaction.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "479a3bbc-5f7b-4172-a324-fee9bc18226d",
    "train_trial_index": 0,
    "predicted_text": "An employee called the IT helpdesk for technology and business application support. However, an automated message informed callers of widespread login issues due to a \"gone phishing\" page error. The message stated that the IT team is actively working on the problem and advised against creating additional tickets or contacting the service desk. Callers were also informed of high call volumes and given the option to hold or visit the company's tech support website for solutions and alternative contact methods.\n",
    "base64_images": [],
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    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.\nSpeaker 2: For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\n</call_transcript>\n<summary>\nAn employee called the IT helpdesk for technology and business application support. However, an automated message informed callers of widespread login issues due to a \"gone phishing\" page error. The message stated that the IT team is actively working on the problem and advised against creating additional tickets or contacting the service desk. Callers were also informed of high call volumes and given the option to hold or visit the company's tech support website for solutions and alternative contact methods.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call transcript. It mentions the widespread login issues due to a \"gone phishing\" page error and the IT team's active efforts to resolve the problem. It also advises against creating additional tickets or contacting the service desk, which is relevant to the main topic. The summary is coherent, with a clear structure and flow of ideas, making it easy to understand. \n\nHowever, there are a few inaccuracies. The summary states that an employee called the IT helpdesk, but the transcript does not indicate that an actual call was made by an employee; it only contains automated messages. Additionally, the summary does not mention the specific instructions given for entering a personnel number or the option for contractors, which could be considered relevant details.\n\nOverall, the summary is mostly accurate and complete but could be improved by addressing these minor inaccuracies and including all relevant details.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the key issue of the login problem and the IT team's response. The summary has a clear structure, starting with the caller's intention and then describing the automated message and the options provided. The information presented is accurate, matching the details in the call transcript. However, the summary could be considered incomplete as it does not explicitly state that the caller did not interact with a live agent, instead being directed to hold or visit the tech support website. Despite this, the summary still provides a fair description of the main problem and the IT team's response.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call transcript:\n1. Conciseness: It efficiently condenses the automated phone system interaction and system issue notification into a clear, brief narrative.\n2. Relevance: All information included directly relates to the call's purpose and outcome.\n3. Coherence: The summary flows logically from the initial contact purpose to the system issue announcement and alternative solutions.\n4. Accuracy: The summary correctly represents the facts from the transcript, including the \"gone phishing\" issue, the team's active response, and the high call volume situation.\n5. Completeness: It covers all major points - the reason for calling, the system issue, the IT team's response, the request not to create additional tickets, and alternative support options.\n\nThe only minor improvement could be mentioning that this was an automated system interaction rather than a direct conversation with a support agent, but this doesn't significantly impact the summary's effectiveness.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "6c54f64b-74c6-4d86-af6d-927a4f685fc9",
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    "predicted_text": "An employee, ######, called the IT helpdesk because they were unable to log in to Microsoft Teams due to an issue with the Authenticator app. The employee was prompted to set up phone sign-in to recover their account. The IT support agent, ###, guided the employee through generating a temporary access pass (TAP) on their Accenture laptop to enable phone sign-in within the Authenticator app. The agent sent a Teams message with a link to the TAP generation site. After some initial errors, the employee successfully generated a TAP and used it to set up phone sign-in. The employee was then able to log in to Teams on their phone. The agent confirmed the issue was resolved and informed the employee about a feedback survey.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1334.0,
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      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conferencing services such as... For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact.\nSpeaker 4: Hi, this is ###.  Thank you for calling the AOL Service Desk.  Can I have your employee number?  Yeah, it is ########.  Thank you.  And can I confirm your enterprise ID?  Yeah, ##############.  Thank you, ######.  And in case this call got disconnected, can you provide me your callback number?\nSpeaker 5: Yeah, ############.\nSpeaker 4: Thank you so much, ######.  And how can I help you today?\nSpeaker 5: Yeah, so I'm not able to log in my Teams.  You know, there is some issue with the Authenticator app.  Yeah, so will you be able to explain that?  confirm phone, you know?  set up or something.  Earlier it was working today.  I don't know what happened later on in the day.\nSpeaker 4: I see.  So basically you're going to log into your phone on your account due to authentication issue.\nSpeaker 5: Yeah, I can set up phone sign-in to finish recovering this account.\nSpeaker 4: I see.  So researchers, I'll be assisting you with this ###### for this issue and I'm sorry for the inconvenience.  So regarding for the error that you have or It's asking you to set up phone sign-in.  So we can generate a temporary access pass that would be used for setting up your phone sign-in.  So we will be needing your Accenture machine for this.  Do you have access to it right now?\nSpeaker 5: To my laptop?\nSpeaker 4: Yes.\nSpeaker 5: Okay, give me a minute.\nSpeaker 4: Yes.  And I'll be pinging you on Teams of the site where we can create a temporary access pass.  for setting up your phone sign in.  Thank you.  So just tell me once you're on your machine.\nSpeaker 5: I'm just like switching it on.  Give me a minute.\nSpeaker 4: Yes.  Is your machine started up?\nSpeaker 5: Yeah, I'm just starting it.\nSpeaker 4: Yeah, thank you.  Just confirm if you received my ping on Teams.\nSpeaker 5: Yeah, give me a minute.  It's not, I'm just starting it.\nSpeaker 4: Yes.  So what we're seeing right now?\nSpeaker 5: Yeah, it's just starting.\nSpeaker 4: Great.  So once you open the site, please log in to it.  Then select your Accenture email.  Then hit create tab.\nSpeaker 5: I don't know why it's taking time, but yeah, just give me a minute.  Yeah, okay.  So, okay, let me select create tab, okay.\nSpeaker 4: So, once you created the tab, please take a screenshot of it because the window would close after 30 seconds.\nSpeaker 5: Okay.  I clicked on Create Tab, but it's just going around.\nSpeaker 4: Yes, it may take a while, so don't worry.\nSpeaker 5: An error occurred.  Your tab has not been produced.\nSpeaker 4: It's okay.  Just refresh the page and try again.\nSpeaker 5: Oh, is it?  Okay.\nSpeaker 4: So what are you seeing right now?\nSpeaker 5: Yeah.  Okay, so I got the tab.  What do I need to do then next?\nSpeaker 4: Next is once you save the tab or take a screenshot of it, can you open your Authenticator app?  And proceed to set up phone sign-in.\nSpeaker 5: Okay.\nSpeaker 4: Okay.  Temporary access code, okay?  Correct.  Let me enter.  To enter the tab, please proceed.  creating a temporary access pass.  It should work after setting it up.\nSpeaker 5: Okay.\nSpeaker 4: So please check.\nSpeaker 5: Yeah, let me log in to the Teams now from my phone.\nSpeaker 4: Yes, please try it now.  So what are you seeing right now?\nSpeaker 5: Yeah, I'm just trying because it seems... Yeah, I think it's okay now.\nSpeaker 4: Great.  So is there anything else I can do to help you with?\nSpeaker 5: No, that's pretty much it.  Thanks for this.\nSpeaker 4: You're welcome.  So as a resolution, you'll be receiving a survey via email.  If you do have some feedback, please provide one.  Thank you for calling today and have a great day ahead.\nSpeaker 5: You too.  Bye.  Mm-hmm.\n</call_transcript>\n<summary>\nAn employee, ######, called the IT helpdesk because they were unable to log in to Microsoft Teams due to an issue with the Authenticator app. The employee was prompted to set up phone sign-in to recover their account. The IT support agent, ###, guided the employee through generating a temporary access pass (TAP) on their Accenture laptop to enable phone sign-in within the Authenticator app. The agent sent a Teams message with a link to the TAP generation site. After some initial errors, the employee successfully generated a TAP and used it to set up phone sign-in. The employee was then able to log in to Teams on their phone. The agent confirmed the issue was resolved and informed the employee about a feedback survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with the Authenticator app and the steps taken to resolve it. It is relevant, sticking closely to the main topic of the call. The structure and flow are clear, making it easy to follow the sequence of events. The information is accurate, reflecting the key actions and outcomes from the transcript. However, it misses some minor details, such as the initial high call volume message and the specific steps taken during the troubleshooting process. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's login issue with Microsoft Teams and the IT support agent's assistance. The summary has a clear structure, making it easy to understand and follow, thus demonstrating coherence. The information presented is factually correct, matching the details provided in the call transcript, ensuring accuracy. The summary also provides a fair description of the main problem and resolution, covering the key points discussed during the call, thus demonstrating completeness. However, some minor details, such as the initial automated messages and the mention of high call volume due to performance issues with MyT, are omitted, but these do not detract from the main issue and resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly identifies the main issue (Teams login problem with Authenticator app)\n2. Accurately describes the solution process (generating TAP for phone sign-in)\n3. Includes relevant details about using the Accenture laptop and Teams messaging\n4. Maintains proper sequence of events, including initial errors and final resolution\n5. Mentions the follow-up (feedback survey)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while maintaining all crucial information. It's coherent, following a logical flow from problem identification to resolution. The information is accurate, matching the transcript without any misrepresentations. The language is clear and professional.\n\nMinor improvement could be mentioning the initial system message about MyT issues, though it wasn't directly relevant to this specific case.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, #####, contacted the CIO Service Desk after being unable to access Microsoft Teams and SharePoint on their Windows laptop. After verifying the employee's ID and email address, the helpdesk agent, ###, determined that the issue stemmed from a \"soft conditional access\" restriction on the employee's account. The employee was directed to check the support site for device compliance, which showed a compliant device with no red icons. The agent then placed the employee on hold twice to consult with remote technicians. Ultimately, the agent informed the employee that the remote technicians would remove the account from conditional access within 1-2 hours, restoring access to Teams and SharePoint. The agent assured the employee that they would follow up, eliminating the need for a callback.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor, or do not know your personnel number.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Hi, this is ### from CIO Service Desk.  May I have your personnel number, please?\nSpeaker 5: It's #########.\nSpeaker 4: Your personnel number or employee number?  Hello?  Hello?\nSpeaker 5: Yes.  It's ########.  Is this not the number?\nSpeaker 4: Your personnel number or employee ID number, please.\nSpeaker 5: That's what I'm saying.\nSpeaker 4: Okay.  And how about your enterprise ID or Accenture email?\nSpeaker 5: Accenture email is ##########.  ##########.\nSpeaker 4: Could you please spell that out for me?  Thank you so much.\nSpeaker 5: Okay.  # as in ###, # as in ### #####, # as in #####, # as in ######, # as in #####, ###, # as in #####, # as in #####, # as in #####, # as in ### at Accenture.com.\nSpeaker 4: Okay, thank you so much for that #itra and your callback number as well please.\nSpeaker 5: My callback number is ############.\nSpeaker 4: Okay, let me just go ahead and try to pull up your card here.\nSpeaker 5: Sure.\nSpeaker 4: And by the way, while I'm pulling up your account here, how can I help you today?\nSpeaker 5: So my team is not working on my laptop.  It's asking me to sign in, but when I'm trying to sign in, it's giving me an option.  I'm saying it's giving me that you cannot access this right now.  And I'm unable to log in any Microsoft accounts or any SharePoint links.\nSpeaker 4: May I ask, #####, what machine you're using?  Is it a Mac or a Windows laptop?\nSpeaker 5: It's a Windows laptop.\nSpeaker 4: Okay.  So, by the way, I'm very sorry to hear, #####, that you're not able to get back to your Teams.  you're not able to access it, and it is not letting you in.  But don't worry, since you got in here on the line, I am more than happy to check this one here that we're at, okay?  So, by the way, may I ask, aside from Microsoft Teams and the links that you're trying to access, are you not able to access other applications as well?\nSpeaker 5: Okay, I'm not able to access other applications as well.\nSpeaker 4: I may ask if you can access Outlook or not.  Hello?\nSpeaker 5: So I'm able to work on Outlook, but not on SharePoint and Teams.\nSpeaker 4: Okay.  So I'll be checking that one now.  So is it okay if I put this call on hold first for about 10 minutes, #######, and then I'll get back to you?  Sure.  Okay, one moment please.  Hi, thank you so much for patiently waiting, #####.  So could you please open a browser and let's check on the support site what parameters needed to be remediated because as per checking here, you are currently listed on soft conditional access, which is why you're not able to access Microsoft Teams and SharePoint site.  So please go to support.accenture.com.  You can use Edge or I mean, you can use Edge browser to access that one.\nSpeaker 5: Okay, give me one second.\nSpeaker 4: Okay, please click the tabs devices.\nSpeaker 5: Okay.\nSpeaker 4: And then once you click that devices, do you see one compliant device or one non-compliant device?\nSpeaker 5: I see compliant device.\nSpeaker 4: And do you see any red icons besides of your, besides of the laptop icon?\nSpeaker 5: No, I don't.  I see only few blue and mostly green items.\nSpeaker 4: Okay, so is it okay if I put this phone on hold again for about two minutes, #####, and then I'll reach out to our remote technicians now, and I'll get back to you within two minutes.  Okay, perfect.  One moment, please.  Hi, thank you so much for patiently waiting, #####.  By the way, I already forwarded your information to our remote technicians, and then they will be removing your account under CA so that you can access Microsoft Teams and SharePoint sites again, okay?  So you'll just need to wait for your account to be removed within one to two hours, okay?\nSpeaker 5: Okay, okay.  And if it doesn't, then I'll call you back again?\nSpeaker 4: No, I am the one who will be following you up, so you don't need to call us back.\nSpeaker 5: Sure.\nSpeaker 4: Thank you so much.  You're very much welcome.  Have a great day.\nSpeaker 5: You too.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the CIO Service Desk after being unable to access Microsoft Teams and SharePoint on their Windows laptop. After verifying the employee's ID and email address, the helpdesk agent, ###, determined that the issue stemmed from a \"soft conditional access\" restriction on the employee's account. The employee was directed to check the support site for device compliance, which showed a compliant device with no red icons. The agent then placed the employee on hold twice to consult with remote technicians. Ultimately, the agent informed the employee that the remote technicians would remove the account from conditional access within 1-2 hours, restoring access to Teams and SharePoint. The agent assured the employee that they would follow up, eliminating the need for a callback.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing Microsoft Teams and SharePoint, the verification process, and the resolution steps. It maintains relevance by focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript correctly. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific steps the employee was asked to follow on the support site. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing Microsoft Teams and SharePoint, and the resolution provided by the helpdesk agent. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly identifies the issue as a \"soft conditional access\" restriction and the steps taken by the agent to resolve it. The summary also accurately states the expected resolution time and the agent's assurance to follow up.\n\nThe summary is complete, covering the main problems and resolutions discussed in the call transcript. However, it does not mention the initial automated messages and the agent's initial attempts to verify the employee's ID, which are minor details that do not affect the overall understanding of the issue and its resolution.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly identifies the main issue (Teams/SharePoint access problems)\n2. Includes relevant details about identity verification\n3. Accurately describes the diagnostic process (checking device compliance)\n4. Correctly states the root cause (soft conditional access restriction)\n5. Accurately presents the resolution (removal from conditional access within 1-2 hours)\n6. Maintains proper chronological flow\n7. Includes the important follow-up detail (agent will contact user)\n\nThe summary is concise yet comprehensive, avoiding unnecessary technical jargon while maintaining accuracy. It successfully captures all crucial information from the interaction without including superfluous details. The narrative is coherent and well-structured, making it easy to understand the problem and its resolution. The only minor omission is that Outlook was still accessible, which could have been mentioned to provide complete context about the scope of the issue.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "bd1034a5-aa68-44c6-bab7-7b3243bc2dbe",
    "train_trial_index": 0,
    "predicted_text": "An employee, Speaker 3, contacted the IT helpdesk because their enterprise ID was deactivated, likely due to an expired contract end date. The employee states that the contract has been extended. The IT helpdesk agent, Speaker 4, initially had trouble locating the employee's details using the provided enterprise ID. After confirming the employee's first name, the agent found the account listed as a \"former contractor.\" Despite the employee stating the contract was extended, the agent was unable to reactivate the account and instructed the employee to contact the ######################## team, as they are responsible for handling such issues. The employee expressed prior contact with that team and disappointment that the helpdesk couldn't resolve the issue directly. The call concluded with the employee agreeing to contact the specified team.\n",
    "base64_images": [],
    "stats": {
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, telecom and...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, Press 3.  To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.\nSpeaker 1: If you are not passwordless yet, press 2 to continue with further options for If you are unable to login to your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  If you are unable to login to your PC due to an error at the login screen and your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  If you are unable to log into your PC, due to an error, the login screen in your account has been disabled.  Press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit my...\nSpeaker 3: I can give you my email address.  It's ######, ###########.  Yeah.  And last name is #-#, # as in ####, # as in ######, # as in #####, # as in #####, # as in #####, # as in #####, # as in ###, and # as in #####.\nSpeaker 4: Okay.  So here I'm just fetching out your details.  So in the meanwhile, I'm fetching your details.  So can you please tell me how may I assist you today?\nSpeaker 3: Sure.  I think my ID, enterprise ID was deactivated, I think, because I think there was an end date on my account.  But now it's been extended for a couple of days.  So I just want to see how we can react with this.\nSpeaker 4: OK.  I'll surely help you out in this case.  We're really sorry for the inconvenience caused to you.  So before that, could you please confirm me your first name, not last name, because the number, like the enterprise ID that you just provided to me is not valid.  So I'm repeating it for you.  Can you please, like, inform it to me, is that correct or not?  So it's ###########.  This is your first name, dot.  Then after that, it's ###############.\nSpeaker 3: Is that correct?  ##\nSpeaker 4: Okay, yeah, I got your details.  Okay, so the you can do one thing.  as per our cause it's showing former contractor.  so Like you are showing its former employee, okay.\nSpeaker 3: So now if you look at my work or anything, it's been extended.  So it's already in place now.  Sorry But the contract date has been extended now.  So now it's been extended.  So I think it's, initially it was September 30th, and I think due to which it got deactivated, but now it has been extended to October 14th.\nSpeaker 4: Yeah, so do you have your, like, can you please provide me your SAP ID?\nSpeaker 3: SAP ID?\nSpeaker 4: Yeah, your employee code.\nSpeaker 3: You mean to say like employee ID or?\nSpeaker 4: Yeah, employee ID.  No worries ######, if you don't have those details, you can provide me your enterprise ID, like your Accenture email address.\nSpeaker 3: Right, ##############################.  Okay.\nSpeaker 4: Okay, ######, I request you to please write your concern to the respective team, that is ########################.  You can write your concern to them, okay, and they'll be assisting you further.\nSpeaker 3: So only they can do it because I know I already had interacted with them.  So they were the ones who was able to extend it in the IQM.\nSpeaker 4: Yeah.\nSpeaker 3: So I thought maybe you could, okay.  So I still have to reach out to them or?\nSpeaker 4: Yeah, like you have to reach out to them and they'll provide you the update, the best update, the recent update they can give you.  Okay.\nSpeaker 3: All right.\nSpeaker 4: Yeah.  Yeah.  Is there anything that I can assist you with?\nSpeaker 3: That's all I guess.  Yeah.  Thank you.\nSpeaker 4: Yeah.  Thank you for contacting CIO.  Have a good day.  Bye-bye.  Bye.  Bye.\nSpeaker 3: Bye.\nSpeaker 4: Hello, are you able to hear me?\nSpeaker 3: Yeah, yeah.  I think I'm good now.  Yeah.  Good, yeah.\nSpeaker 4: Thank you.  Yeah, so you need to disconnect this call, yeah?  Thank you for contacting CIO.  Have a good day.  Bye-bye.\nSpeaker 3: Bye.\n</call_transcript>\n<summary>\nAn employee, Speaker 3, contacted the IT helpdesk because their enterprise ID was deactivated, likely due to an expired contract end date. The employee states that the contract has been extended. The IT helpdesk agent, Speaker 4, initially had trouble locating the employee's details using the provided enterprise ID. After confirming the employee's first name, the agent found the account listed as a \"former contractor.\" Despite the employee stating the contract was extended, the agent was unable to reactivate the account and instructed the employee to contact the ######################## team, as they are responsible for handling such issues. The employee expressed prior contact with that team and disappointment that the helpdesk couldn't resolve the issue directly. The call concluded with the employee agreeing to contact the specified team.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the deactivation of the enterprise ID, the extension of the contract, and the instruction to contact another team. It is relevant to the main topic and maintains a clear structure and flow, making it easy to understand. The information is accurate and factually correct, reflecting the details of the call transcript. However, the summary could be slightly more complete by mentioning the specific dates discussed (September 30th and October 14th) and the repeated attempts to confirm the employee's details. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their deactivated enterprise ID and the helpdesk agent's response. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. \n\nIn terms of accuracy, the summary correctly represents the information from the call transcript, including the employee's contract extension and the agent's inability to reactivate the account. The summary also captures the main problem (the deactivated ID) and the proposed resolution (contacting the specified team), showing completeness.\n\nHowever, the summary could be improved slightly by including more specific details about the employee's initial attempts to resolve the issue and the exact nature of the helpdesk agent's limitations in addressing the problem.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner, with only minor room for improvement in terms of detail.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (deactivated enterprise ID due to contract end date)\n2. Includes relevant context about contract extension\n3. Correctly describes the agent's initial difficulty finding details\n4. Accurately represents the resolution (referral to another team)\n5. Maintains good flow and logical structure\n\nThe summary is concise while including all essential information. It's coherent and easy to follow. The information presented is accurate and matches the transcript. It effectively captures both the problem and attempted resolution.\n\nMinor improvements could include:\n- Mentioning the specific contract extension dates (Sept 30 to Oct 14)\n- Including that the employee confirmed prior successful interaction with the referred team\n\nOverall, the summary meets most quality criteria exceptionally well, with only minor details omitted for the sake of brevity.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "7c39a707-74f8-4a52-b68c-497627e0b751",
    "train_trial_index": 0,
    "predicted_text": "An ex-Accenture employee, #####, called the IT helpdesk because they couldn't access the former employee portal with their personal email to retrieve their 2023 W2. The helpdesk agent, after confirming #####'s identity and callback number, explained that a ticket needed to be created and forwarded to the former employee support team to update the email address in the system. The agent collected information including #####'s end date, former supervisor's name, updated personal email address, last office location, and position level (CL7 Manager). The agent promised to email the ticket number to the provided email address and instructed ##### to wait for instructions from the support team on how to log in with the updated email.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For enterprise password reset and account unlock, press 0.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 4: Thank you.  Let me repeat.  It's ##########.  Is that correct?  Yes.  Yes.  Thank you.  How about your enterprise ID?\nSpeaker 5: Huh?  Oh.  ##############.\nSpeaker 4: Thank you for that information.  Yeah.  Hi, #####.  Will you provide your best callback number?  #######.  Let me repeat.  It's ############.  Is that correct, #####?  Yes.\nSpeaker 5: Yes.\nSpeaker 4: Thank you.  And how can I help you today?\nSpeaker 5: I was trying to log on to the former Accenture employee portal, and it does not recognize my personal email address.\nSpeaker 4: Oh, I'm so sorry, #####.  Let me help you.  What we need to do here is we need to create a ticket that will be forwarded to the former employee support team so that they will be the one to update your personal, what I mean is your personal email address here in our system.  I'll be getting all the information needed here in our system.  One moment please.  Okay, Ford, one moment.\nSpeaker 5: I mean, ultimately, I just need my 2023 W2 and I need it hopefully as fast as possible.\nSpeaker 4: Yes, you're going to access that one through that site, right?\nSpeaker 5: Yeah, I mean, and you guys, like, I've updated this a number of times.  It should, all the information should be there.  I receive email, I have received emails for you, from you guys at my personal email address, so I don't know what the issue is.\nSpeaker 4: Yeah, but when you log into the former employee portal, your email does not recognize.  That is why we need to create a ticket for this one that will be provided to the assigned team.  So, will you please provide me?  your official end date, your essential official end date?\nSpeaker 5: ######## ###, ####.\nSpeaker 4: ######## #, ####?\nSpeaker 5: Yeah.  Yeah, I'm pretty sure that's correct.\nSpeaker 4: Okay.  And do you remember your most recent career, counselor or supervisor?\nSpeaker 5: ###############.\nSpeaker 4: ######, can you spell out the first and last name, please?  Just want to make sure that I have the right information.\nSpeaker 5: Yeah.  ######, ###########, ########, ###############.\nSpeaker 4: #######.  ###############.  #########.  Okay, thank you for that information.  May I know the updated personal email address to be used as updated log-in name?\nSpeaker 5: Sorry, did you ask for my personal email address?  Yes.  ########, ###############, at #########.\nSpeaker 4: Thank you for that information.  One moment.  Okay, that's # for #############, your first name, dot your last name, ########, at #########.\nSpeaker 5: Correct.\nSpeaker 4: Thank you.  And may I know your last office?\nSpeaker 5: Sorry, can you repeat that please?\nSpeaker 4: Your last office.\nSpeaker 5: #########, ##############.\nSpeaker 4: Okay, #########.  Thank you.  And how about your last position level?\nSpeaker 5: Sorry, one second.  What was the question?\nSpeaker 4: Your last.  Position level.\nSpeaker 5: My last official.  what?\nSpeaker 4: Position level, your position.\nSpeaker 5: Manager.\nSpeaker 4: Manager, thank you.  What CL, or what level?  Are you CL 7, 6, or?  7.  Okay, CL 7.  Okay, so One moment.  Let me forward this information first.  I'll be providing your ticket number, and then the support team will be the one to contact you for the instruction for you to log into the former employee portal with your updated email address.  This is your ticket number.  Do you have pen and paper there?\nSpeaker 5: No.  Can you email it to me?\nSpeaker 4: to your email address that the one you provided to me?\nSpeaker 5: Yes, that's the one that I have.  So, yeah.\nSpeaker 4: Okay.  Yeah, sure.  Thank you.  So, we're going to email your ticket number, and then I will be providing this ticket to the support team.  So, since I already have all the information needed here, I'm going to put your email address phone number, which is the number that you provided to me, the ############.  Okay.  Okay, so they will be providing you the instruction.  Just wait for their update.  Just check your email from time to time, okay, for you to be able to log in to the Accenture former employee site.  Have a great day, and thank you for calling CIO.  Bye now.  I'm going to email your incident details.  You're welcome.  Bye-bye.  Bye.  Hi, #####.  You can disconnect the call now.  We're not allowed to end the call.  Thank you.  Bye-bye.  Okay.\nSpeaker 5: Thank you.\n</call_transcript>\n<summary>\nAn ex-Accenture employee, #####, called the IT helpdesk because they couldn't access the former employee portal with their personal email to retrieve their 2023 W2. The helpdesk agent, after confirming #####'s identity and callback number, explained that a ticket needed to be created and forwarded to the former employee support team to update the email address in the system. The agent collected information including #####'s end date, former supervisor's name, updated personal email address, last office location, and position level (CL7 Manager). The agent promised to email the ticket number to the provided email address and instructed ##### to wait for instructions from the support team on how to log in with the updated email.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with accessing the former employee portal and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the details from the transcript without any false or misleading information. However, it misses some minor details such as the agent's repeated confirmation of information and the final instructions to check the email for updates. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the caller's problem with accessing the former employee portal and the helpdesk agent's solution. The summary has a clear structure, starting with the problem and then describing the steps taken by the agent to resolve it, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, covering the key points discussed during the call. However, some minor details, such as the initial automated messages and the mention of performance issues with \"my key,\" are omitted, but these are not crucial to understanding the main issue and resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the caller's problem (accessing former employee portal for W2)\n2. Accurately describes the agent's solution (creating ticket for email update)\n3. Lists all relevant information collected (end date, supervisor, email, office, position)\n4. Maintains logical flow from problem to resolution\n5. Includes follow-up instructions (waiting for email with ticket number)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details like IVR prompts while including all pertinent information. It's coherent and well-structured, moving naturally from the initial problem to the resolution steps. All information is accurate to the transcript, and it captures both the main concern and the proposed solution. The only minor improvement could be mentioning the caller's frustration about having updated their email multiple times before, but this isn't crucial to understanding the interaction.",
        "claude_score": 9.0
      }
    }
  },
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    "train_trial_index": 0,
    "predicted_text": "A new Accenture employee, Mr. #######, called the IT helpdesk because he's stuck on the \"account setup\" screen while setting up his company laptop. He's only completed the first 10 steps of the setup process, and the account setup has been stuck on \"working on it\" for over an hour. The helpdesk agent, after confirming his email and callback number, determined that the issue requires local tech support. The agent will forward the ticket to the local team, who will then call Mr. ####### back to troubleshoot the machine setup. Mr. ####### was advised to keep his line open for the callback.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.\nSpeaker 2: For Technology and Business Application Support, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting.\nSpeaker 4: All right.\nSpeaker 5: May I have your personal number, please?\nSpeaker 4: Did you say my mobile number?\nSpeaker 5: Your employee ID number, please.\nSpeaker 4: Well, I actually don't have the employer ID number.  I have my email.  I'm a new employee.  I start on the 14th.\nSpeaker 5: Oh, okay, sure.  Could you please provide your Accenture email and please spell that out for me?  Thank you so much.\nSpeaker 4: Yes, Mr.  #######, that's ##### as in ###, ####### dot #####, ##### as in #####, # as in #####, #, # as in #####, at Accenture.\nSpeaker 5: Okay, thank you so much for that, #######, and your callback numbers, please.\nSpeaker 4: It's ############.  Okay, perfect.\nSpeaker 5: So, uh, yep.  Let me just go ahead and try to pull up your account here.  One moment, please.\nSpeaker 4: Okay.\nSpeaker 5: Okay, still pulling up here.  And, uh, by the way, #####, how, um, yep.  How can I help you today?\nSpeaker 4: Yeah, so, um.  While I was setting up my computer, I got a little packet, you know, to set up the computer or whatever, and I only made it to, like, step number 10.  And right now it's just showing me the account setup screen.  Like, it's.  It's the setting up for work or school screen, and it has the device preparation, device setup, and the account setup.  I show that the device preparation and the device setup is complete, but the account setup, it's still saying working on it, and it's been like that for like over an hour.  So I think I'm stuck at the account setup screen.  It's not going any further than that.\nSpeaker 5: Okay, I see.  So yeah, by the way, #######, I'm very sorry to hear that you are having an issue setting up your machine.  But don't worry, since you got me here on the line, I am more than happy to check this one here.  number, okay?  May I ask, #######, if the machine that you're setting up is an Accenture-managed machine or an Antwerp machine?  of an Embraer machine?\nSpeaker 4: Well, it's a laptop.\nSpeaker 5: Okay, I see.  Okay.  By the way, is it okay if I put this phone on hold for about two minutes and I'll get back to you?  I'll just check this one with our support team.\nSpeaker 4: Sure.\nSpeaker 5: Okay, one moment, please.  Hi, thank you so much for patiently waiting.  So by the way, ######, as per checking with our support team here, we need to forward your ticket to your local tech support team so that they can check the issue with setting up your machine, okay?  Because you will not be able to conduct a remote session with you if you will not be able to access your machine.  So by forwarding this ticket to your local tech support team, they are the one who will be performing troubleshooting with your machine.  And then you'll just need to wait for them to reach you out.\nSpeaker 4: Okay.  Will they give me a call back?\nSpeaker 5: Actually, yes.  I'll document here that you don't have access to anything of your account.  And the only thing that you have is your call back number here.\nSpeaker 4: Okay.\nSpeaker 5: Okay.  So, yeah.  Thank you so much for your kind understanding, Mr.  ######.  Please keep your lines open.  and then they will be reaching out via callback number that you provided.\nSpeaker 4: All right.  Will do.  Thank you so much.\nSpeaker 5: You're very much welcome.  Have a great day.\nSpeaker 4: All right.  You as well.\n</call_transcript>\n<summary>\nA new Accenture employee, Mr. #######, called the IT helpdesk because he's stuck on the \"account setup\" screen while setting up his company laptop. He's only completed the first 10 steps of the setup process, and the account setup has been stuck on \"working on it\" for over an hour. The helpdesk agent, after confirming his email and callback number, determined that the issue requires local tech support. The agent will forward the ticket to the local team, who will then call Mr. ####### back to troubleshoot the machine setup. Mr. ####### was advised to keep his line open for the callback.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the account setup screen, the steps taken by the helpdesk agent, and the resolution plan. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key details from the transcript without any false or misleading information. However, it misses some minor details, such as the initial confusion about the employee ID and the fact that the employee is new and starting on the 14th. These details could provide additional context but are not critical to the main issue and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's issue with the account setup screen and the helpdesk agent's solution. The structure is coherent, making it easy to follow and understand. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, covering the key points discussed during the call. However, some minor details, such as the initial automated messages and the mention of performance issues with \"my key,\" are omitted, but these do not impact the overall understanding of the issue and resolution.\n\nGiven these strengths, the summary scores high in all evaluation criteria. The only potential improvement could be the inclusion of additional context, but given the concise nature of a summary, the current level of detail is appropriate.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller as a new Accenture employee\n2. Clearly states the main issue (stuck on account setup screen)\n3. Provides context (completed 10 steps, screen stuck for an hour)\n4. Accurately describes the resolution (ticket forwarded to local tech support)\n5. Includes the follow-up action (waiting for callback)\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details. It follows a logical structure: problem \u2192 context \u2192 resolution \u2192 next steps. All information is accurate to the transcript, and no critical details are omitted. The only minor improvement could be mentioning that the caller has no access to any account features, which impacts remote troubleshooting capability, but this doesn't significantly affect the summary's overall quality.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, ####, contacted the IT helpdesk because they were unable to log into their Accenture Teams and Outlook accounts on their mobile phone after logging out of a client's account. The error message indicated that the organization data needed to be managed by Accenture Teams. The IT support agent, after confirming the employee's details, advised the employee to uninstall Outlook, Teams, and the Company Portal app, then reboot their phone. After rebooting, the employee should reinstall the apps from the app store, logging into the Company Portal first using the Authenticator app, then logging into Outlook and Teams. The employee agreed to try this and call back if the issue persisted.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlocks, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 4: Calling services.  This is ########.  May I have your personnel number, please?  It's ###########.  Pardon, please.  It's ########.\nSpeaker 5: ########?  No, no, #######.  I can repeat #################.\nSpeaker 4: Just one moment please.\nSpeaker 5: Sure.\nSpeaker 4: ####, can you confirm your email address?\nSpeaker 5: It's ##########################.\nSpeaker 4: I think I got the wrong one here.  #########.\nSpeaker 5: No.  ##########.\nSpeaker 4: Nine numbers?\nSpeaker 5: Yes.\nSpeaker 4: All right.  It's only eight numbers for personnel number.\nSpeaker 5: Okay, then remove the last one.\nSpeaker 4: All right, ####, thank you so much.  Can you give me also your call back number?\nSpeaker 5: Call back number ############.\nSpeaker 4: Thank you so much and sorry about this issue encountering right now.  Rest assured, I'll try my best to assist you today.  How can I help you today, by the way?\nSpeaker 5: Okay, so I have my client.  I had my client login information on Teams and Microsoft Outlook.  And so I had to log out because the assignment is over.  Now I'm trying to log into my Accenture Teams and Outlook, but it's saying the organization data needs to be managed by the Accenture Teams.  That's why I called in.\nSpeaker 4: Is this on your mobile phone?\nSpeaker 5: Yes.  I'm already logged in my laptop.  That's fine.  It's just the phone that's giving me issues at this point.\nSpeaker 4: Yes.  They're asking you because you had a client account before.  Correct.  And the client account needs to manage also same application.  No.\nSpeaker 5: Yes, but I don't need the client's information anymore.\nSpeaker 4: Yes.  To do that, just pre-install applications so that they can remove the cache.  Which one?\nSpeaker 5: I did already the Outlook.  Which one do you want me to reinstall?  The company portal?\nSpeaker 4: Yes, you need to reinstall everything.  You have Teams, and now send it to your laptop, right?  Send you the complete step-by-step as well, if in case the issue still persists.\nSpeaker 5: Now, I would like to do it right now, so I don't have to call in again.  If you can help me to find where I need to go to install it again.  I'm going to sign in.  Open Identicator.  Uninstall this one as well.  Do you want me to uninstall the authenticator as well?\nSpeaker 4: Please don't.\nSpeaker 5: OK.\nSpeaker 4: On your authenticator, do you have your Accenture account there?  Can you check?\nSpeaker 5: Yes.  Yes.  That's the only account I have there right now.\nSpeaker 4: All right.  You have uninstalled everything?  Outlook, Teams, and the portal?\nSpeaker 5: Yes.\nSpeaker 4: Okay.  Reboot your device or mobile phone and then re-login.\nSpeaker 5: If I reboot, I'll be disconnected with you because I'm calling from the same number.\nSpeaker 4: Yes, but the issue is still persisting.  Reboot makes everything get refreshed and flushed out and to make also the changes to take effect.  It's a basic.  Okay.  It's a very basic one.\nSpeaker 5: I can just go to App Store and download the Outlook again, or do I have to go to Accenture's website to get that to download?\nSpeaker 4: You can just go to the App Store, Outlook and Teams, and the company portal, OK?  First, you need to log in to the company portal using Authenticator, and then log in next to the Outlook and Teams.\nSpeaker 5: OK.  Let me restart my phone, and if things don't work out, I'll reach out again.  Thank you.  Sure.\nSpeaker 4: You have a great day, ####.\nSpeaker 5: Have a good one.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they were unable to log into their Accenture Teams and Outlook accounts on their mobile phone after logging out of a client's account. The error message indicated that the organization data needed to be managed by Accenture Teams. The IT support agent, after confirming the employee's details, advised the employee to uninstall Outlook, Teams, and the Company Portal app, then reboot their phone. After rebooting, the employee should reinstall the apps from the app store, logging into the Company Portal first using the Authenticator app, then logging into Outlook and Teams. The employee agreed to try this and call back if the issue persisted.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with logging into Accenture Teams and Outlook on a mobile phone. It is relevant, sticking to the main topic without extraneous details. The structure is clear and easy to follow, making it coherent. The information is accurate, reflecting the steps advised by the IT support agent correctly. However, the summary misses some minor details, such as the initial confusion over the personnel number and the fact that the employee was calling from the same phone they needed to reboot. These details, while not critical, add to the completeness of the summary. Overall, the summary provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's problem with logging into Accenture Teams and Outlook on their mobile phone. The summary has a clear structure, starting with the problem and then describing the IT support agent's advice, making it coherent and easy to follow. The information in the summary is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, making it complete. However, some minor details, such as the initial automated messages and the employee's personnel number issues, are omitted, but these do not affect the overall understanding of the issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly identifies the main issue (login problems after client account logout)\n2. Accurately describes the error message\n3. Correctly outlines the solution steps provided by the agent\n4. Maintains proper chronological flow\n5. Includes relevant details while excluding unnecessary information\n\nThe summary is concise yet comprehensive, avoiding redundant information while maintaining all crucial details. It's coherent and well-structured, presenting the problem, context, and solution logically. The information is accurate, matching the transcript without any misrepresentations. In terms of completeness, it covers all essential aspects including the initial problem, troubleshooting steps, and resolution plan.\n\nThe only minor detail that could have been included was the mention that the employee was already successfully logged in on their laptop, which provides helpful context about the scope of the issue. However, this omission is not significant enough to substantially impact the summary's quality.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "2338611c-264c-4a55-9246-7412a2d1710b",
    "train_trial_index": 0,
    "predicted_text": "An employee, #######, called the CIO helpdesk to get assistance setting up a new laptop. The employee's old laptop had a broken keyboard, necessitating the replacement. The employee is stuck at the provisioning package installation step, unable to locate the \"OEM PAC folder\" on the C drive as instructed. The helpdesk agent, #####, took the call, collected the employee's personnel number, enterprise ID, and callback number. After a brief hold, the agent initiated a remote session using 123rescue.com to view the employee's screen. The agent then asked the employee to log into their email to verify their identity. Finally, the agent decided to end the phone call and invite a technician to the remote session to resolve the issue.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, MyConcerto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details if you are a contractor or do not know your personnel.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a VON phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please...\nSpeaker 4: Thank you for calling CIO.  This is #####.  Can I have your personnel number, please?\nSpeaker 5: Sure.  It's #########.\nSpeaker 4: Thank you.  And can I have your enterprise ID, please?\nSpeaker 5: Sure.  It's ##############.\nSpeaker 4: Thank you.  And can I also have your callback number, please?\nSpeaker 5: Sure.  It's... Let me give you my mobile number.\nSpeaker 4: It's ############.  All right, got it.  Thank you so much.  All right, #######, how can I help you today?\nSpeaker 5: Hi.  I'm getting or have gotten a new laptop to swap out for my old one because the keyboard is shot on my old laptop.  And I'm trying to set up my new laptop, and I've... I've gotten to the point of the instructions where I need to run the Accenture provisioning package, but it-the instructions I have tell me to open the OEM PAC folder located on the C disk on the new laptop, and I do not see that file anywhere, and I've run multiple searches for it, and I cannot find it.\nSpeaker 4: Sorry to hear that, #######, but since you have me on the line, I'll do my best to assist you with your concerns.  So for this one, #######, is it okay if I'll be putting the call on hold first for one to two minutes?  I'll just be checking also in my resources?\nSpeaker 5: Sure.\nSpeaker 4: All right.  Thank you so much.  Hello, #######.  Thank you so much for patiently waiting on the line.  So, #######, you forwarded already to my support concern.  So, right now, let's do a remote session so I can also see your screen.  So, please open a browser on your machine.  A browser will do.  And kindly type 123rescue.com.  Okay, give me one second.  Just let me know, #######, if you're ready for me to provide you the PIN code.\nSpeaker 5: Yeah, hold on.  Since I've never opened the browser on this laptop, it's giving me a bunch of screens I've got to click through.\nSpeaker 4: Okay, just let me know.  Thank you so much.\nSpeaker 5: So, what is it?  It's 123rescue.com?\nSpeaker 4: Mm-hmm.  That is correct.\nSpeaker 5: Okay, what's the PIN?\nSpeaker 4: It's 529-332.  529-332?  529.  Mm-hmm, that is correct.  So start downloading the applet.  Once done, go to your download folder, right-click the file, show more option, and make sure to run it as administrator.\nSpeaker 5: So hit run app, okay.  Is it working?  It seems like it's trying to connect.\nSpeaker 4: Okay.  I'm already launching.  Please accept.  Okay.  Okay.  I'm seeing your screen right now, #######.  And #######, when I say okay, I'll be asking again another one to two minutes while I'm still confirming this with our technician.\nSpeaker 5: Okay.\nSpeaker 4: Okay.  Thank you so much.  Thank you.  Hello, #######.  Thank you so much for patiently waiting in the line.  So, #######, I'm still waiting for the technician.  Can you try typing your accent your email, please?\nSpeaker 5: Sure.\nSpeaker 4: Thank you.\nSpeaker 5: I assume you want me to approve the sign-in on my authenticator?\nSpeaker 4: Mm-hmm.  Okay.  All right, ####, thank you so much.  So, #######, since we are already connected on the remote session, is it okay if we can just end the call, and I will be inviting a technician on the remote session?  Sure.  All right.  Thank you so much, #######, for understanding.  So you can just drop the call, but don't end the remote session.  Thank you so much.  Bye-bye for now.\nSpeaker 5: Thanks.  Bye.\nSpeaker 4: Bye-bye.\n</call_transcript>\n<summary>\nAn employee, #######, called the CIO helpdesk to get assistance setting up a new laptop. The employee's old laptop had a broken keyboard, necessitating the replacement. The employee is stuck at the provisioning package installation step, unable to locate the \"OEM PAC folder\" on the C drive as instructed. The helpdesk agent, #####, took the call, collected the employee's personnel number, enterprise ID, and callback number. After a brief hold, the agent initiated a remote session using 123rescue.com to view the employee's screen. The agent then asked the employee to log into their email to verify their identity. Finally, the agent decided to end the phone call and invite a technician to the remote session to resolve the issue.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the new laptop and the steps taken by the helpdesk agent. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, correctly reflecting the details from the transcript. However, the summary could be slightly more complete by mentioning the high call volume and the phishing issue with myT, which were part of the initial context provided in the call. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with setting up their new laptop and the helpdesk agent's attempts to resolve the problem. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. The information presented is factually correct, with no false or misleading information, indicating accuracy. However, the summary could be considered slightly incomplete as it does not mention the initial automated messages and the high call volume due to performance issues with myT, but these are not crucial to the main problem and resolution. Overall, the summary effectively captures the essence of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clear identification of the problem (new laptop setup, missing OEM PAC folder)\n2. Context of the situation (replacing old laptop with broken keyboard)\n3. Accurate sequence of events (ID verification, remote session setup)\n4. Resolution steps taken by the agent\n\nThe summary is concise while maintaining all essential information. It's well-structured, flowing logically from problem identification to attempted resolution. The information is accurate, with no misrepresentations of the transcript content.\n\nMinor improvements could include:\n- Mentioning the specific PIN provided (529-332)\n- Including that the employee had to go through initial browser setup screens\n- Noting that the agent consulted with technical resources during the hold\n\nHowever, these are minor details that don't significantly impact the summary's effectiveness. The summary successfully captures the main narrative and outcome of the call while remaining focused and coherent.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "A former Accenture employee, #####, called the IT helpdesk because they were unable to log into their former employee account to access My Holdings and Digital Online accounts. The helpdesk agent, #####, explained that the Accenture email is no longer valid and a personal email needs to be updated as the username. ##### gathered necessary information including the caller's personnel number, enterprise ID, callback number, last supervisor's EID, personal email address, last office location, last position level, and middle name. ##### created a ticket to forward to the support team to update the email address and promised to contact ##### via phone or email once the update is complete.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Service, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue.\nSpeaker 4: Thank you for calling CIO.  This is #####.  Can I have your personal number, please?\nSpeaker 5: Yes.  My personal number is ########.\nSpeaker 4: All right.  Let me repeat.  It's ########.  Is that correct?\nSpeaker 5: Correct.\nSpeaker 4: Thank you.  Can I have your enterprise ID, please?\nSpeaker 5: ######### dot ########.\nSpeaker 4: All right, thank you.  And can I also have your callback number, please?\nSpeaker 5: My callback number?  Mm-hmm.  ############.\nSpeaker 4: All right, get it.  Thank you so much.  All right, #####, how can I help you today?\nSpeaker 5: So I'm a former employee of Accenture, I've been going through the process of trying to set up my former employee account, and I'm not able to log in.\nSpeaker 4: Sorry to hear that, #####, but no worries, since you have me on the line, I'll do my best to assist you with your concerns.  And just to make sure that I get your concern correctly, so you're a former employee, and what specifically that you need to access on the former employee site?\nSpeaker 5: I need to access my My Holdings account and then access my Digital Online account.\nSpeaker 4: Alright, got it #####.  So right now, since you mentioned that you are not able to access the My Holdings, I mean the former employee site, what we need to do now is we need first to update your personal email because it will be used as your username because the the Accenture email will not be used to access that site.  So I'll be asking for details for me to forward the ticket to our support team.  So I would like to ask for your career counselor or supervisor.\nSpeaker 5: I don't have one since I'm no longer at Accenture.\nSpeaker 4: Your most recent career counselor or supervisor?\nSpeaker 5: ###########.\nSpeaker 4: Can you spell it out, the EID, please?\nSpeaker 5: ####### was his first name.  Last name ######, ###########.\nSpeaker 4: All right, so I have here #######.  ###########, is that correct?\nSpeaker 5: ###########.\nSpeaker 4: So it's # as in #####, right?\nSpeaker 1: Correct.\nSpeaker 4: All right, thank you.  And I would like to ask your personal email address to be used as the updated login name.\nSpeaker 5: Okay, so like a personal email address that I can access?\nSpeaker 4: Mm-hmm.\nSpeaker 5: Okay.  ##############.  #### at #########.  All right.\nSpeaker 4: So it's your first name, last name, #### at #########, right?\nSpeaker 5: Yes, ma'am.\nSpeaker 4: All right.  Give me a second.  And how about for your last office, last office location?\nSpeaker 5: Last office location was  #######.\nSpeaker 4: #######.  All right.  Got it.  And how about for your last position level?\nSpeaker 5: Last position level?  I was a software developer, senior analyst level.\nSpeaker 4: Senior analyst?\nSpeaker 5: Yes.\nSpeaker 4: All right, got it.  Thank you.  So I already have here the callback number, which is ############.  And last details that I'll be needing is the middle name, please.\nSpeaker 5: My middle name is ####, #######.\nSpeaker 4: #######?\nSpeaker 5: #######.\nSpeaker 4: I-N.  Okay, so # as in ###, A as in #####, # as in #####, and # as in #####, is that correct?\nSpeaker 5: Oh, yeah.\nSpeaker 4: All right, got it.  Thank you so much, #####.  So right now, since I already have here the details, I'll be forwarding this ticket to a support team.  And once they forwarded me or provided me the details that your email is already updated, I'll be calling you back on your mobile number or I will ping you on your personal email address, #####.  Okay.\nSpeaker 5: Sounds great.  Thank you so much.\nSpeaker 4: All right.  So thank you so much as well, #####.  Bye-bye for now.  Just keep your line open, #####, so I can call you in case I already have here the details, okay?  Okay.\nSpeaker 5: Thank you.\nSpeaker 4: All right.  Thank you.  Bye-bye for now.\n</call_transcript>\n<summary>\nA former Accenture employee, #####, called the IT helpdesk because they were unable to log into their former employee account to access My Holdings and Digital Online accounts. The helpdesk agent, #####, explained that the Accenture email is no longer valid and a personal email needs to be updated as the username. ##### gathered necessary information including the caller's personnel number, enterprise ID, callback number, last supervisor's EID, personal email address, last office location, last position level, and middle name. ##### created a ticket to forward to the support team to update the email address and promised to contact ##### via phone or email once the update is complete.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the caller's issue and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call, which is the caller's inability to log into their former employee account. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. It is also accurate, as it correctly reflects the information provided in the call transcript. However, it could be slightly more complete by mentioning the high call volume and the phishing issue mentioned at the beginning of the call, which provides context for the delay in assistance. Overall, the summary is well-done but could include a bit more context for completeness.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the caller's problem and the helpdesk agent's solution. The structure is coherent, making it easy to follow and understand. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not mention the initial automated messages about performance issues with myT and the gone phishing page, which could be relevant context for the call. Despite this, the summary covers the main problem and resolution well.\n\nGiven these points, the summary scores well on conciseness, relevance, coherence, and accuracy but slightly lower on completeness. Overall, it provides a clear and accurate summary of the main issue and resolution discussed in the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the caller as a former employee and their specific access needs\n2. Accurately explains the core issue (need to update to personal email)\n3. Lists all relevant information collected by the agent\n4. Includes the resolution (ticket creation and follow-up plan)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while maintaining all crucial information. It's structured logically, starting with the problem, moving to the solution process, and ending with next steps. The information is accurate and matches the transcript exactly.\n\nMinor improvement could be mentioning that the caller was specifically a senior analyst software developer, as this level of detail might be relevant for account access, but this is a minor point.\n\nThe summary demonstrates strong coherence, flowing naturally from problem identification to resolution steps, making it easy to understand the interaction's purpose and outcome.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "e51b7fa3-2e8c-47bf-a78d-270702839293",
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    "predicted_text": "An employee, ######, contacted the CIO Service Desk because their device was flagged as non-compliant due to an issue with Adobe Lightroom, which they had already uninstalled. The IT agent, after placing the caller on hold, confirmed the non-compliance and initiated a remote session to remediate the issue. The agent guided the employee to download a file from 123rescue.com using a six-digit code (266576). After some initial difficulties with the download, the employee successfully downloaded and opened the file. The agent then transferred the remote session to a remote tech team who would handle the remediation process, instructing the employee to communicate with them via the chat box.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage, and other video conferencing services, press 0.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, please enter your 8-digit personnel number so we can locate your details.\nSpeaker 2: We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other.\nSpeaker 3: Hi, this is #### from CIO Service Desk.  May I have your personal number, please?\nSpeaker 4: Sure, it's ########.\nSpeaker 3: All right, thank you for this information.  I'm also going to ask for your enterprise ID.\nSpeaker 4: ############# at Accenture.\nSpeaker 3: All right, thank you for this information, ######.  I'm also going to ask for your bus callback number.\nSpeaker 4: Yes, it's ############.\nSpeaker 3: All right, awesome.  Thank you for this information, ######.  So, how may I help you today?  All right, how may I help you today?\nSpeaker 4: I'm having an issue saying that my device is non-compliant, and it has to do with Adobe Creative Cloud Suite installation.  So I don't know how to fix this.  And it says, the reason for noncompliance is the machine required to have latest version of Adobe Lightroom.  I don't even use Lightroom.  So I just uninstalled it.  And I wasn't sure what else I needed to do.\nSpeaker 3: Alright, so for this one, I do really understand your situation here.  But don't worry, I will do my best to help you with this one.  So one second here, let me go ahead and check for this one on my end.  So one second here.  Alright.  So for this one, is it okay if I can place the call and hold for one to two minutes?  Sure.  Alright, one second here.  All right, thank you so much for patiently waiting, ######.  So for this one, upon checking here on my end, it seems that, yep, your machine is not compliant and needs to be remediated.  So what I'm going to do here is I will be seeking help with our remote tech team to do the remediation of your machine.  So what we're going to do here is we will be initiating a remote session so that once I do have my remote tech team I'll be transferring the session to them as soon as possible as well.  So for this one, please open the browser for me, ######, and type on the browser 123rescue.com.\nSpeaker 4: Okay.  123rescue.com.  Okay.\nSpeaker 3: And it will be asking for the six-digit code, right?  All right, are you on the site already, ######?\nSpeaker 4: It's taking a minute.\nSpeaker 3: So it will be asking for the six-digit code, right?  Yeah.  All right, so one moment here.  Let me just generate that one here on my end, okay?  Right here.  So for this one, ######, is it okay if I can please get the colon from one to two minutes?\nSpeaker 4: Sure.  You didn't give me a code, right?\nSpeaker 3: Yep.  I will be giving you a code.\nSpeaker 4: Okay.  Thank you.  Sure.\nSpeaker 3: All right.  Oh, sorry.  So for this one, I do have your six-digit code.  It's 266.  Okay.  Sorry.  Just a second.\nSpeaker 4: Moving so slow.\nSpeaker 3: 266.  576.  And then click for the start download.  266, 576.  Start download.\nSpeaker 4: Okay.\nSpeaker 3: And then after downloading it, go to your download folder.  And then you will see the file that we've downloaded.\nSpeaker 4: I don't know if it actually did it.\nSpeaker 3: Uh-huh.  Well, you can go to your download folder if you are able to click the start download.\nSpeaker 4: I did, but it said it didn't start the download.  I'll try it again.  Can I get another code?  For whatever reason, it didn't start the download.  And then when I went to put it in again, it says the code doesn't exist.  Sorry.  266576?  Hold on, let me just give you another look.  Okay, hang on.  I have, it went again.  It said it should download automatically.\nSpeaker 3: Okay.  Now it is.  Okay.  Let's download it now.  Download folder.  Yep.\nSpeaker 4: I'm opening it.\nSpeaker 3: And you will see the file that we've downloaded.  Can you right-click the file for me?  Click for the show more options.  Let me just connect this one.  All right.  Thank you for this one.\nSpeaker 4: Okay.\nSpeaker 3: So, for this one, let me just go ahead and check for the available technicians for this one.  Oh, I do have already my available techs, so I'll be transferring this session to them.  So, one second here.  The tech will come on the remote session shortly, okay?  And then you can communicate to them through chat box that you can see on the end.  So once the remote tech on the other line, on the remote session, they will be the one to remediate your machine.  All right, so for this one, thank you for calling CIO, and have a wonderful day.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the CIO Service Desk because their device was flagged as non-compliant due to an issue with Adobe Lightroom, which they had already uninstalled. The IT agent, after placing the caller on hold, confirmed the non-compliance and initiated a remote session to remediate the issue. The agent guided the employee to download a file from 123rescue.com using a six-digit code (266576). After some initial difficulties with the download, the employee successfully downloaded and opened the file. The agent then transferred the remote session to a remote tech team who would handle the remediation process, instructing the employee to communicate with them via the chat box.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with Adobe Lightroom, the steps taken by the IT agent, and the resolution process. It maintains relevance by focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the transcript correctly, including the six-digit code and the steps for the remote session. However, it misses some minor details, such as the initial high call volume message and the specific instructions given by the agent during the download process. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their device being flagged as non-compliant and the steps taken to resolve it. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the employee's issue, the actions taken by the IT agent, and the resolution process. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, the summary could be improved slightly by including more specific details about the initial difficulties with the download and how they were overcome, but overall, it effectively captures the essence of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (device non-compliance due to Adobe Lightroom)\n2. Accurately describes the solution process (remote session initiation)\n3. Includes specific details like the website (123rescue.com) and code (266576)\n4. Mentions the resolution (transfer to remote tech team)\n\nThe summary is concise while maintaining essential information, has good flow, and is factually accurate. However, there are minor areas for improvement:\n- Could have mentioned the initial automated message about system issues\n- Could have included the verification process (personal number, enterprise ID, callback number)\n- Could have noted the agent had to place the caller on hold twice\n\nDespite these minor omissions, the summary effectively communicates the core interaction and resolution path, maintaining coherence and relevance throughout.",
        "claude_score": 8.0
      }
    }
  },
  {
    "instance_id": "bc384ce8-0af1-4dbf-b1ec-04b26ceae101",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, called the IT helpdesk to follow up on a previously submitted ticket regarding their computer not turning on. After providing their employee number, enterprise ID, and callback number, the helpdesk agent, ######, confirmed the ticket was assigned to the employee's local office. The agent advised the employee to wait for the local office to contact them directly for assistance with the malfunctioning computer. The call concluded with the agent thanking the employee and ending the call.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to.\nSpeaker 4: Hi, thank you for calling Service Desk.  This is ######.  Can I have your employee number, please?  Sure, it's #########.  All right.  Thank you.  Just give me a moment.  Let me just pull up your account.  Can I also have your enterprise ID?\nSpeaker 5: It's ###########.  Okay.\nSpeaker 4: Then what about your best callback number just in case we get disconnected?\nSpeaker 5: It's ############.  All right.\nSpeaker 4: Thank you so much for that, #####.  So what can I do to help you today?\nSpeaker 5: Yes.  I was just following up to get an update on the ticket I submitted.  I don't have access to my computer at all, so if there's any updates, I cannot see it in the portal.\nSpeaker 4: I see.  So let me just confirm it first, #####, you called in to follow up about your ticket for your machine that is not turning on.  Is that correct?\nSpeaker 5: That's correct.\nSpeaker 4: I see.  I totally understand your situation right now.  But since you have me on the line, I'll do my best to help you with this one.  So let me check here.  So as per checking here, #####, your ticket is already assigned to your local office.  So for this one, We advise you to wait for the local office to reach you out because there will be the one who will reach out to you and will assist you regarding about your machine that is not turning on.  Okay?\nSpeaker 5: Okay.\nSpeaker 4: All right.  Thank you so much and have a great day, #####.  Bye for now.\nSpeaker 5: Thank you.  Bye.\nSpeaker 4: Bye.\n</call_transcript>\n<summary>\nAn employee, #####, called the IT helpdesk to follow up on a previously submitted ticket regarding their computer not turning on. After providing their employee number, enterprise ID, and callback number, the helpdesk agent, ######, confirmed the ticket was assigned to the employee's local office. The agent advised the employee to wait for the local office to contact them directly for assistance with the malfunctioning computer. The call concluded with the agent thanking the employee and ending the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise, effectively conveying the main points of the call without unnecessary details. It captures the key elements: the employee's issue with their computer not turning on, the provision of identification details, and the helpdesk agent's advice to wait for the local office to contact them. The summary is relevant, focusing on the main topic of the call. It is coherent, with a clear structure and logical flow of ideas. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the initial high call volume announcement and the agent's assurance to help despite the situation. Overall, the summary provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their computer not turning on and the helpdesk agent's response. The summary has a clear structure, making it easy to understand and follow, thus demonstrating coherence. The information presented is factually correct, matching the details provided in the call transcript, which ensures accuracy. However, the summary could be considered slightly incomplete as it does not mention the initial automated messages and the general announcement about performance issues with myT, but these are not directly related to the main problem addressed in the call. Overall, the summary does a good job of capturing the essence of the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Conciseness: The summary is brief yet includes all essential information without unnecessary details from the automated system messages.\n2. Relevance: It focuses on the main purpose of the call (following up on a ticket about a non-functioning computer) and the resolution provided.\n3. Coherence: The summary follows a logical flow from call initiation to conclusion, making it easy to understand the interaction.\n4. Accuracy: All stated facts match the transcript exactly, including the nature of the problem and the resolution provided.\n5. Completeness: The summary includes the key components - identification verification process, reason for call, current status of the ticket, and the resolution (waiting for local office contact).\n\nThe only minor improvement could be mentioning that the employee specifically stated they couldn't check the portal due to lack of computer access, which explains why they needed to call for an update. However, this is a minor detail that doesn't significantly impact the summary's overall quality.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "f95bf815-1290-4ccf-ad03-ac3103a96ffd",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, calls the IT helpdesk because they are unable to log into their laptop, being prompted for a face ID or PIN that they haven't successfully set up. The IT agent, ######, first verifies the caller's identity and confirms they can receive Teams messages. The agent then guides the employee through a password reset process, utilizing two websites and two-factor authentication via text message and the Authenticator app. The employee resets their password and is then instructed to log into their computer with the new password. The agent also provides instructions via Teams on setting up a PIN and offers further assistance via Teams if needed. The agent marks the ticket as resolved and thanks the employee for their time.\n",
    "base64_images": [],
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      "call_summarization_score": 0.8888888888888888
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  if you are a con...\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.\nSpeaker 5: Hi, this is ###### from CIO.  Can I please have my employee number?\nSpeaker 6: Yes, ############.\nSpeaker 5: Thank you very much.  And could I also have your e-mail as well?\nSpeaker 6: ###############################.\nSpeaker 5: Thank you very much.  And could I also have your cell phone number as well?  ############.  All right, thanks for calling, #####.  How can I help you today?\nSpeaker 6: I can't log into my laptop.  It's saying that I don't have or I need to use, what is it, the face ID or a PIN.  And I haven't been successful with setting up either of those.\nSpeaker 5: I will assist you on this issue.  But first, before we proceed, can I ask if I'm able to access Microsoft Teams on your phone?  Can I send you a message there?\nSpeaker 6: Yeah, let me make sure I'm signed in.\nSpeaker 5: Are you both already seeing my message?\nSpeaker 6: Well, I haven't accessed it in a while, so it just says the app is restarting for some reason, but I think so.  Let me see if I can open it.\nSpeaker 5: All right, if I able to receive a message?\nSpeaker 6: I'm trying to sign in.  It says I'm already signed in.  I don't know what's going on.  Let me try that.  Okay, yes, I can receive a message.\nSpeaker 5: It seems that I have sent you a message there previously.  So can you please scroll up if you are able to see the history of our message?  Again, please go to the first website that I sent to you.  On mypasswordless.accenture.com.  Yes, thank you very much.\nSpeaker 6: Okay.  I'm on the site.\nSpeaker 5: Can you please go to Go Passwordless Request?  Click on Get Started, please.\nSpeaker 6: It says I'm currently passwordless.\nSpeaker 5: In selecting a reason, click on the drop-down menu and search for Hello4Business PIN slash biometrics issue.\nSpeaker 6: Okay.  And then types of use.  Should I select pin or biometric?\nSpeaker 5: Just select issue with pin, please.  And for in describing the issue, just select others.  And for the additional information, just write your pin is not working.  And then proceed to click that enable password button down below.  Okay.  And wait for it to load.  And after that, don't click anything else.  Just tell me when it is done.  It says my account is now enabled for password.  All right.  Please check your teams again and click on the second site that they gave you, myid.accenture.com\nSpeaker 6: All right, I'm here.\nSpeaker 5: All right, kindly click on self-service password reset slash unlock.  Okay.  And then enter your email there as well as fill up the captcha.  Thank you very much.  Tell me once you are done or is able to proceed to the next page.  Okay, on the next page.  Are you able to go through the next page?  Yeah, I'm on the page to select.\nSpeaker 6: either I forgot my password or I know my password but still can't find it.\nSpeaker 5: Please select the first option, I forgot my password.\nSpeaker 6: Okay.\nSpeaker 5: And after that, for the two-step verification, on the first step, select Text My Mobile Phone, and then enter the verification code sent to you.  For the second verification step, just select Approve a Request on My Authenticator App.  Tell me once you're done.  Thank you very much.\nSpeaker 6: Okay, I'm done with that.\nSpeaker 5: Are you on the page where you're able to change your password?  If so, your password should be 8 to 15 characters with one special character and one uppercase letter.  Please tell me once you're done so I can get you into logging into your computer.\nSpeaker 6: Okay.\nSpeaker 5: Are you able to create your password?\nSpeaker 6: Yeah, so I've reset it.\nSpeaker 5: All right.  So right now, please go to your computer and proceed to log in to other users by using the password that you have just created right now.\nSpeaker 6: Got it.\nSpeaker 5: All right.  Again, on the Teams message that I sent to you previously, just kindly follow the instructions on how to set up your PIN.  If ever you have a problem in setting up a PIN later on, you can just message me on Teams.  But as of right now, since you're able to log in, I will now tag your ticket here as a result.  And you may receive a survey by email, and your feedback is highly appreciated.  Again, thank you for your time, #####, and have a wonderful day today.\nSpeaker 6: Okay.  Thank you.\nSpeaker 5: Thank you very much and have a good day.\n</call_transcript>\n<summary>\nAn employee, #####, calls the IT helpdesk because they are unable to log into their laptop, being prompted for a face ID or PIN that they haven't successfully set up. The IT agent, ######, first verifies the caller's identity and confirms they can receive Teams messages. The agent then guides the employee through a password reset process, utilizing two websites and two-factor authentication via text message and the Authenticator app. The employee resets their password and is then instructed to log into their computer with the new password. The agent also provides instructions via Teams on setting up a PIN and offers further assistance via Teams if needed. The agent marks the ticket as resolved and thanks the employee for their time.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with logging in, the verification process, and the steps taken to reset the password and set up a PIN. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to follow. The information is accurate, reflecting the key actions and resolutions discussed in the transcript. However, it misses some minor details, such as the initial high call volume message and the specific URLs used, which could be relevant for completeness. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with logging into their laptop and the IT agent's resolution. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. The information presented is factually correct, with no false or misleading information, ensuring accuracy. The summary provides a fair description of the main problem and resolution, covering the key points of the call transcript, which indicates completeness. However, some minor details, such as the initial automated messages and the mention of performance issues with \"my key,\" are omitted, but these do not significantly impact the overall understanding of the call's main issue and resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly states the initial problem (login issues with face ID/PIN)\n2. Accurately describes the verification process\n3. Details the step-by-step resolution process through password reset\n4. Mentions the two-factor authentication methods used\n5. Includes the follow-up instructions for PIN setup\n\nThe summary is concise while maintaining all crucial information, has a logical flow from problem identification to resolution, and accurately reflects the conversation without any factual errors. It's coherent and well-structured, moving smoothly from one point to the next.\n\nThe only minor improvement could be mentioning the specific websites used (mypasswordless.accenture.com and myid.accenture.com), as these might be relevant for future reference. However, this is a minor omission that doesn't significantly impact the summary's quality.\n\nThe summary successfully balances brevity with completeness, making it an excellent representation of the call transcript.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "17e82aa0-d516-4f6f-8b08-c3a7f249ed6f",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, called the IT helpdesk because they were unable to access My Time and Expenses (MyTE) for the past three pay periods. Upon attempting to log in, they encountered a blank page. The IT agent, ##########, connected to the employee's computer via 123rescue.com to troubleshoot. The agent cleared the browsing history in Microsoft Edge, despite the employee having already tried this. The agent then provided instructions on how to clear the browsing history and suggested restarting the browser. They also recommended trying Google Chrome if the issue persisted. The agent marked the ticket as resolved and informed the employee about a potential survey.\n",
    "base64_images": [],
    "stats": {
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      "num_output_tokens": 0.0,
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      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer...\nSpeaker 4: Hello, thanks for calling Service Desk.  My name is ###########.  Your personnel number, please.\nSpeaker 5: I'm sorry, what do you need?\nSpeaker 4: You may have your personnel number.\nSpeaker 5: Oh, yeah, it's ##########.\nSpeaker 4: Thank you.  And may I have your callback number?  ############.  Thank you.  May I know your Accenture email?\nSpeaker 5: ##############################.\nSpeaker 4: Thank you so much, #####.  And may I know how can I help you?\nSpeaker 5: Yeah, I cannot.  This is the last three pay periods.  or so, I've not been able to log into my time and expenses.\nSpeaker 4: Okay.  Yep.  Sorry for the inconvenience.  I'm just logging into my TE, and I am ready and happy to help you with that.  Yep.  May I know there are messages that you are receiving when you are trying to log in?\nSpeaker 5: It says, well, hold on just a second.  I have it up.  Okay.  It just says, give me nothing.  It says my time and expenses on a tab at the top and it says myte.accenture.com in a blank page, completely blank page.  That's it.\nSpeaker 4: Okay.  Yep.  Sorry for that.  And yeah, let's go ahead and check.  Okay.  Can you please go to 123rescue.com?\nSpeaker 5: Go where?\nSpeaker 4: Yep.  Open your browser and then go to one, two.  Okay, hold on.  Okay, thank you.\nSpeaker 5: 23rescue.com.  Okay, it says support connection.\nSpeaker 4: Okay, yep.  For your six-digit code, it is 652318.\nSpeaker 5: downloading the rescue applet?\nSpeaker 4: Yes, please download the file and then once you download the file, please open it.  Okay.  Thank you.  Okay, thank you.  Thank you.  I'll take the control of your laptop.\nSpeaker 5: That's fine.\nSpeaker 4: Thank you.  OK.  #####, I will clear the browsing history of your browser, OK?\nSpeaker 5: I did that, and it didn't work.  But go ahead.\nSpeaker 4: Let's do it anyway.  Let's do it.  OK.\nSpeaker 1: Thank you.\nSpeaker 5: Okay, if it comes up, this did not work this morning.  I can't believe it.  I can't believe it.  Okay, I did that this morning and it did not work.  But then I keep having intermittent problems getting this up and going, and so do a lot of other people on my team.  First we said run in privacy or in private browser.  And somebody said, no, you shouldn't have to do that.  And then we're getting conflicting, you know, we're getting conflicting.  Share me how to clear the history.  I did it this morning, but I always have to look up the instructions.  Where did you go?\nSpeaker 4: Okay.  Yep.  Thank you for that information, #####.  And yeah, for you to clear the browsing history, just click these three dots.  Yep.  And then click the history.  and then click this Trash button, and then always set this at all time, and then click Clear Now.  And then for you to restart the application or reset the application correctly, just close the application, close the Microsoft Edge, and then try to reopen it, and then try to reaccess the site.\nSpeaker 5: Oh, okay.  All right.  I'll tell everybody to do that.\nSpeaker 4: Okay.\nSpeaker 5: And hopefully that will fix it, but this happens all the time, just FYI.\nSpeaker 4: Okay, just in case it will happen again, just try to do that basic troubleshooting, and if it's not working in Microsoft Edge, try to use the other browser, which is the Google Chrome, if it's working.  Okay.  Okay.  Thank you so much.  All right.\nSpeaker 5: Yeah, thank you.  I appreciate this.\nSpeaker 4: Okay, thank you so much, #####.  And yep, I will go ahead and tag the ticket as resolved, #####.  And upon tagging the ticket as resolved, you may receive a survey via email.  Feedbacks and comments are humbly appreciated, and have a great day.  Bye for now.\nSpeaker 5: Sure, you too.  Thank you.\nSpeaker 4: Thank you.\n</call_transcript>\n<summary>\nAn employee, #####, called the IT helpdesk because they were unable to access My Time and Expenses (MyTE) for the past three pay periods. Upon attempting to log in, they encountered a blank page. The IT agent, ##########, connected to the employee's computer via 123rescue.com to troubleshoot. The agent cleared the browsing history in Microsoft Edge, despite the employee having already tried this. The agent then provided instructions on how to clear the browsing history and suggested restarting the browser. They also recommended trying Google Chrome if the issue persisted. The agent marked the ticket as resolved and informed the employee about a potential survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing My Time and Expenses (MyTE), the troubleshooting steps taken by the IT agent, and the resolution. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas, making it easy to understand. The accuracy of the summary is high, as it correctly reflects the details of the call transcript without any false or misleading information. However, the summary could be slightly more complete by mentioning the intermittent nature of the problem and the fact that other team members were also experiencing similar issues. Overall, the summary provides a fair description of the main problems and resolutions based on the original call transcript.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's problem with accessing My Time and Expenses. The structure is coherent, making it easy to follow the sequence of events. The summary is accurate, matching the information provided in the call transcript. However, it could be considered incomplete as it does not mention the employee's previous attempts to troubleshoot or the fact that the issue is intermittent and has been experienced by others on their team. Despite this, the summary covers the main problem and resolution, making it a fair description of the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (MyTE access problem)\n2. Describes the symptom (blank page)\n3. Details the troubleshooting steps taken (123rescue.com connection, clearing browser history)\n4. Includes the resolution and recommendations (clearing history instructions, trying Chrome)\n5. Mentions the ticket closure and survey\n\nThe summary is concise yet comprehensive, maintaining good coherence and flow. It's factually accurate and doesn't include any misleading information. However, it could have mentioned that this was a recurring issue affecting multiple team members, which was an important context shared by the employee. It also didn't mention the employee's frustration with receiving conflicting solutions from different sources. These minor omissions slightly reduce the completeness score, but overall, the summary effectively captures the essential elements of the interaction.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "ac389f8c-ce96-4dcf-ac7e-4fd7fbacb132",
    "train_trial_index": 0,
    "predicted_text": "The call transcript appears to be an incomplete and possibly erroneous recording of an interaction with an automated IT helpdesk system. The system provides options for password reset, account unlock, and technology support. The automated system prompts the caller to select options based on their issue, including passwordless account support and account lockout problems. The transcript then abruptly shifts to an unrelated conversation about locating \"daddy,\" suggesting a possible recording error or bleed-over from another source.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 296.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.278238296508789,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.\nSpeaker 2: For Technology and Business Application Support, telecom To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, Press 3.\nSpeaker 3: If you are unable to log in to your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to log in to your PC is to press 9.\nSpeaker 4: If you have forgotten your password or it has expired, the fastest and easiest way to log in to your PC is to press 9.  Yes.  Where is daddy?\nSpeaker 3: Daddy, where are you?\nSpeaker 4: Where is daddy?  I'm not with you.\n</call_transcript>\n<summary>\nThe call transcript appears to be an incomplete and possibly erroneous recording of an interaction with an automated IT helpdesk system. The system provides options for password reset, account unlock, and technology support. The automated system prompts the caller to select options based on their issue, including passwordless account support and account lockout problems. The transcript then abruptly shifts to an unrelated conversation about locating \"daddy,\" suggesting a possible recording error or bleed-over from another source.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call transcript, including the options for password reset, account unlock, and technology support. It also correctly identifies the abrupt shift to an unrelated conversation about \"daddy,\" indicating a possible recording error. \n\nIn terms of relevance, the summary focuses on the key aspects of the automated IT helpdesk system and the unexpected conversation, which are the main elements of the transcript.\n\nThe coherence of the summary is good, with a clear structure and logical flow of ideas. It is easy to understand and follow.\n\nAccuracy is high, as the summary correctly reflects the content of the transcript without introducing any false or misleading information.\n\nHowever, the completeness could be improved. The summary does not mention specific details such as the exact options provided by the automated system (e.g., pressing 0 for password reset, pressing 9 for account lockout). Including these details would provide a more comprehensive description of the transcript.\n\nOverall, the summary is well-written but could benefit from slightly more detail to enhance completeness.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main information from the call transcript in a brief manner. It is also relevant, focusing on the main topic of the interaction with the automated IT helpdesk system. The summary has a clear structure and flow of ideas, making it coherent and easy to understand. The information presented is factually correct, accurately reflecting the content of the call transcript. However, the completeness of the summary is limited by the abrupt shift in the transcript to an unrelated conversation, which the summary notes but cannot fully explain due to the apparent recording error. Overall, the summary does a good job of capturing the main points from the available information.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the transcript:\n1. Accurately describes it as an automated IT helpdesk system\n2. Correctly identifies the main services offered (password reset, account unlock, technology support)\n3. Appropriately notes the passwordless account options\n4. Properly acknowledges the abrupt shift to unrelated dialogue\n5. Maintains good coherence by presenting information in a logical flow\n\nThe summary is concise while covering all major points and remains relevant throughout. It accurately represents the transcript's content, including both the professional IT support portion and the unexpected personal dialogue. The summary also appropriately frames the transcript as \"incomplete and possibly erroneous,\" which helps explain the unusual ending.\n\nHowever, it could have been more specific about the numeric options provided (like pressing 9 for login issues), which would have made it more complete. Despite this minor omission, the summary successfully balances detail with brevity while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "69bbbc89-6764-47c0-9982-a53199b904c7",
    "train_trial_index": 0,
    "predicted_text": "The caller reached the company's IT helpdesk. The automated system provided options for password reset and account unlock (option 0), checking passwordless status (go.accenture.com/gopasswordless), and speaking to a live agent (option 1 if passwordless). For those not yet passwordless, further options were available (option 2). The system also addressed login issues due to a disabled account (option 9) and forgotten passwords. The caller did not select any options or speak to a live agent during this portion of the call.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 193.0,
      "num_output_tokens": 0.0,
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      "call_summarization_score": 0.7777777777777778
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press zero.  For technology and business...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash go passwordless.  If you are passwordless... Press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise.\nSpeaker 3: If you are unable to log in to your PC due to an error, the login screen in your account has been disabled.  Press 9.  If you have forgotten your password, Yeah.\n</call_transcript>\n<summary>\nThe caller reached the company's IT helpdesk. The automated system provided options for password reset and account unlock (option 0), checking passwordless status (go.accenture.com/gopasswordless), and speaking to a live agent (option 1 if passwordless). For those not yet passwordless, further options were available (option 2). The system also addressed login issues due to a disabled account (option 9) and forgotten passwords. The caller did not select any options or speak to a live agent during this portion of the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main options provided by the automated system, which is a positive aspect. It is relevant to the main topic of the call, which is about password reset, account unlock, and other login issues. The structure and flow of the summary are coherent, making it easy to understand.\n\nHowever, there are some inaccuracies and omissions. The summary mentions that the caller did not select any options or speak to a live agent, but this information is not present in the transcript. Additionally, the summary does not clearly mention the specific options for technology and business, which were part of the transcript. The mention of \"Yeah\" at the end of the transcript is also not addressed in the summary, which could indicate a missing part of the conversation.\n\nOverall, while the summary is mostly accurate and relevant, it lacks completeness and includes some assumptions not supported by the transcript.",
        "gpt_score": 7.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main information from the call transcript in a brief manner. It is also relevant, focusing on the main topic of the IT helpdesk call. The structure and flow of ideas are clear, making it easy to understand and follow, thus achieving coherence. The summary is accurate, presenting factually correct information from the transcript without any false or misleading information. However, the completeness is slightly compromised as the summary does not explicitly state the caller's concern or issue, only mentioning that they did not select any options or speak to a live agent. Despite this, the summary provides a fair description of the main options and resolutions presented in the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the automated phone system's menu options:\n1. Conciseness: The summary efficiently presents the information without unnecessary details while maintaining clarity.\n2. Relevance: All information included directly relates to the account access and password management options presented in the transcript.\n3. Coherence: The summary follows a logical structure, presenting the options in a clear sequence that's easy to follow.\n4. Accuracy: The summary correctly represents all the menu options and their corresponding numbers from the transcript, including the passwordless status check URL and various options for account management.\n5. Completeness: The summary covers all major points from the transcript and appropriately notes that this appears to be just the automated menu portion of the call.\n\nMinor improvement could be made by being slightly more concise, but overall the summary effectively captures and presents the essential information from the transcript.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "e4e9812a-69d2-4fcc-ae4c-bf0f95b27839",
    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 5) called the IT helpdesk (Speaker 4) due to login issues. Upon calling, an automated message (Speaker 3) informed callers of widespread login problems redirecting users to a \"gone phishing\" page, stating the team is working on it and advising against opening new tickets. Despite this, the employee proceeded, providing their personnel number and enterprise ID to the helpdesk agent. The employee explained they encountered the error message when trying to sign in with their Accenture email, even when attempting to sign up directly through Box. The agent acknowledged the issue and offered assistance, but the call ended abruptly with the agent trying to confirm if the user was accessing the service through their manager.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 626.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.8667805194854736,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 0.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number...\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: Hi, thank you for calling CIO.  This is ######.  Can I have your personal number, please?\nSpeaker 5: Let me see if I can get it right.  I think I may have picked the wrong one in there.\nSpeaker 4: Sure.\nSpeaker 5: It's #########.  All right.\nSpeaker 4: So let me go ahead and pull your account here in my end just one moment.  And can I also have your enterprise ID?\nSpeaker 5: It's #################.\nSpeaker 4: All right, just a moment here.  Thank you for that, ######.  And can I also have your callback number in case the call gets disconnected?\nSpeaker 5: Hang on, please.  Don't go.\nSpeaker 4: Hello?\nSpeaker 5: Oh, ####, how are you?  I did, and when I tried to sign in using the Accenture email, it gave me the same error.  I also went straight to ####### to try to sign up, and it basically routed me differently, but to the same error message.\nSpeaker 4: So I completely understand that, ######, but no worries.  I'll be more than happy to help you.\nSpeaker 5: It didn't really give me an option.  I mean, it went straight to an error message.  When I signed in via Box directly, I could sign up as an individual away from the enterprise.  And with the Accenture email address, it sent me back to the same error message.\nSpeaker 4: I see it.  Am I asking if you are accessing that through your manager?  Hello.  Hello.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) called the IT helpdesk (Speaker 4) due to login issues. Upon calling, an automated message (Speaker 3) informed callers of widespread login problems redirecting users to a \"gone phishing\" page, stating the team is working on it and advising against opening new tickets. Despite this, the employee proceeded, providing their personnel number and enterprise ID to the helpdesk agent. The employee explained they encountered the error message when trying to sign in with their Accenture email, even when attempting to sign up directly through Box. The agent acknowledged the issue and offered assistance, but the call ended abruptly with the agent trying to confirm if the user was accessing the service through their manager.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the login issues and the automated message about the widespread problem. It is relevant, focusing on the key issue of login errors and the steps taken by the employee and the helpdesk agent. The summary is coherent, with a clear structure that follows the sequence of events in the call. However, there are minor inaccuracies: the automated message was from Speaker 3, not an automated system, and the summary does not mention the high call volume. The summary is mostly complete but misses some details, such as the employee's callback number request and the abrupt end of the call. Overall, it provides a fair description of the main issues and the attempted resolution.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's login issues and the helpdesk's response. The summary has a clear structure, starting with the employee's problem and then describing the helpdesk's actions, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not provide a resolution to the employee's issue, but this is due to the call ending abruptly rather than a fault of the summary. Overall, the summary effectively captures the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the context (IT helpdesk call about login issues)\n2. Notes the system-wide problem (phishing page redirect)\n3. Accurately describes the automated message warning\n4. Captures the interaction between caller and agent\n5. Details the specific issue with Box/Accenture email login\n\nThe summary is concise while maintaining essential details and follows a logical flow. It accurately represents the sequence of events and the nature of the problem. However, there are two minor issues:\n1. The summary doesn't mention the initial IVR menu navigation\n2. The call's abrupt ending could be more clearly explained\n\nThe summary excels in relevance, focusing on the core issue and important details. It maintains coherence with clear cause-and-effect relationships and chronological flow. The accuracy is high, with no misrepresented information. While not perfect, it captures the essential elements of the interaction effectively.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "c5480dd8-fbcf-4f1d-a0f4-497b275bf915",
    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 5) contacted the IT helpdesk (Speaker 4) after returning from vacation and finding that Microsoft OneDrive was not connecting. The employee received an error message stating \"OneDrive Accenture has been deleted\" and that syncing would stop. The employee had already attempted to reinstall OneDrive with admin rights and rebooted, but the issue persisted. The helpdesk agent requested the employee to send a screenshot of the error message via Teams and initiated a remote session to further investigate the problem on the employee's machine. The agent collected the employee's personnel number, email address, and phone number for identification.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 678.0,
      "num_output_tokens": 0.0,
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      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conference, for technology and business application support, press 1.\nSpeaker 2: For mobile communication support, please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 1: Please continue to hold if you would prefer.\nSpeaker 4: Hi, thank you for calling Service Desk.  My name is ###.  May  I have your personnel number, please?\nSpeaker 5: ########.\nSpeaker 4: Thank you.  And can you also provide me your Accenture email, please?\nSpeaker 5: ##############.\nSpeaker 4: Okay.  Thank you.  And can you also provide me your contact phone number, please?  ############.  Thank you.  And how can I help with your day, ######?\nSpeaker 5: Yeah, so I just got back from vacation and it looks like Microsoft OneDrive is not connecting.  And I keep getting a pop-up message that says, OneDrive Accenture has been deleted.  OneDrive Accenture will stop syncing.  A copy of these files will be left on this map on the bank account.  Are we no longer using OneDrive or what's going on here?\nSpeaker 4: Okay.  It's hard to hear that, ######, that you're having this issue with Microsoft OneDrive not connecting on your machine.\nSpeaker 5: Yeah, let me add a little bit more.  I also tried to reinstall through the admin rights.  function, so I reinstalled, reboot it, and it's still the same error.\nSpeaker 4: Same error.  Okay.  Thank you for that information, ######.  Can you send me the, I mean, can you take a screenshot of the whole error message, ######, and can you send it to me through Teams, if we can access right now?  Sure.  Yep.  Thank you.  Let me...Yeah.  Let me send you a message right now.  I just want you to message.  All right, thank you.  Let me check it right now.  OK, so I can see.  Provided to me.  Can we do a remote session on your machine so we can check your machine as well?  So let me let me send you the link right now.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) contacted the IT helpdesk (Speaker 4) after returning from vacation and finding that Microsoft OneDrive was not connecting. The employee received an error message stating \"OneDrive Accenture has been deleted\" and that syncing would stop. The employee had already attempted to reinstall OneDrive with admin rights and rebooted, but the issue persisted. The helpdesk agent requested the employee to send a screenshot of the error message via Teams and initiated a remote session to further investigate the problem on the employee's machine. The agent collected the employee's personnel number, email address, and phone number for identification.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with Microsoft OneDrive, the steps the employee had already taken, and the actions the helpdesk agent took. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. The accuracy of the summary is high, as it correctly reflects the details from the call transcript. However, it misses some minor details, such as the initial high call volume message and the fact that the agent asked for the personnel number, email, and phone number before addressing the issue. Overall, the summary provides a fair description of the main problems and resolutions discussed in the call.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and steps taken during the call while keeping the length brief. The information presented is relevant to the main topic, focusing on the employee's issue with Microsoft OneDrive and the helpdesk agent's actions to resolve it. The summary has a clear structure and flow of ideas, making it easy to understand and follow. The information is factually correct, with no false or misleading details. However, the summary could be considered incomplete as it does not mention the initial automated messages and the performance issues with \"my key\" mentioned at the beginning of the call transcript, but these are not directly related to the main problem being addressed. Overall, the summary provides a fair description of the main problem and the steps taken to resolve it.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Conciseness: Efficiently presents the main issue and actions taken in a clear, compact format\n2. Relevance: Focuses on the core problem (OneDrive connectivity) and related details\n3. Coherence: Well-structured flow from problem identification to troubleshooting steps\n4. Accuracy: Correctly represents the conversation details, including error message and attempted solutions\n5. Completeness: Includes important context (returning from vacation), the specific error, attempted fix (reinstallation), and help desk response (requesting screenshot and remote session)\n\nMinor contextual details from the transcript's beginning (system announcements about high call volume and phishing issues) were omitted, but these weren't directly relevant to the main interaction. The summary maintains professional tone and captures all essential elements of the support interaction.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "201093d5-51af-4dcc-a95d-821de533d255",
    "train_trial_index": 0,
    "predicted_text": "A contractor, ####, contacted the CIO helpdesk because their Accenture PC password expired and they couldn't log in. They were unable to reset it themselves via myid.accenture.com because they hadn't registered for password reset. The helpdesk agent, #####, explained that a verification process was needed to reset the password. Since #### didn't have their personnel number, the agent advised them to email a specific address to obtain it, along with their office location for verification purposes. The agent confirmed ####'s EID was correct. #### agreed to email the address and call back with the requested information. The agent marked the ticket as resolved, mentioning a follow-up survey and the option to reopen the ticket within 72 hours.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1534.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.7835159301757812,
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.\nSpeaker 2: For technology and business applications, to check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press.  You will need your employee ID number, Start date with Accenture and your registered mobile phone ready for the one-time authentication code.  Press 1 if you have the required details and your registered mobile phone.  Otherwise, press 2 to speak to a live agent.\nSpeaker 2: To repeat, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to.\nSpeaker 5: Thank you for calling CIO.  This is #####.  Can I have your personal number, please?\nSpeaker 6: I am a contractor, so I don't have one, but I have a login for the computers.\nSpeaker 5: Can I have the enterprise ID instead, please?\nSpeaker 6: The enterprise ID?  I don't think I have one, because I'm a vendor with Digital Guardian.  I have an Accenture account.  I just don't know what my EID is.\nSpeaker 5: Can I have that one, please?  Can you spell it out for me, please?\nSpeaker 6: My account is ####, ####### dot # dot ###### at Accenture dot com.\nSpeaker 5: All right, let me check this one first.  Just give me a second.  And can I also have your callback number, please?\nSpeaker 6: Yep.  It's ############.\nSpeaker 5: All right.  Got it.  Thank you so much, ####.  How can I help you today?\nSpeaker 6: I have been trying to get logged into the Accenture PC that was sent to me.  I just got my password like a week or so ago, but I think it's already expired.  So I need a new password to be able to log into the MyID for the first time.\nSpeaker 5: All right.  Don't worry, ####, for that answer.  I'm willing to help you with that.  So you mentioned that you wanted a new password.  So have you tried resetting your password in myid.accenture.com?\nSpeaker 6: I don't believe it will let me.  Let me grab another machine real quick because I'm talking to you on my phone.  One second, because I know I have to do it from a personal device.\nSpeaker 5: Just let me know if you can access the MyID.accenture.com and if you can reset your own password.  Because if you can't, we just have to do a verification process so we can reset your password.\nSpeaker 6: Gotcha, yeah.  Let me get one.  Logged into it from or let me try to into it from my personal machine here.  Okay.  Okay, it says we're sorry we can't reset your own password because you haven't registered for password reset.  Mm-hmm.\nSpeaker 5: All right.  Got it.  Sorry for that.  So, ####, we need to undergo a verification process so we can reset the password here in our end.  But since you mentioned that you don't have the personnel number with you, I would like to advise you first to contact ##########@accenture.com and kindly ask for your personnel number.\nSpeaker 6: Okay, let me grab one.  Is that a different number to call?\nSpeaker 5: You just have to email this email that I'm going to provide you.  Okay.  So, are you ready?  All right.  So, it's # as in ######, # as in #### #####, then #########################.\nSpeaker 6: Okay.  So, I'm just going to email that and ask for my EID number.\nSpeaker 5: Okay, so you have.  Sorry to interrupt.  Go ahead.  Go ahead.\nSpeaker 6: So, yeah, I was just saying that I'll email that and ask for my ID and then I'll just call you back.  Is that right?\nSpeaker 5: You have to ask for the personnel number or the employee number.\nSpeaker 6: Okay, personnel number.\nSpeaker 5: And with regards to the EID, you provided it correctly, which is your first name, that last name.  So that is correct.  That's the EID.  So the one that is missing is the personnel number.  So you have to ask for that, okay?\nSpeaker 6: Okay.\nSpeaker 5: Then I'll ask for that, and then I will call back.  That is correct.  And by the way, ####, aside from the personnel number, you can also ask them for your office location.  because it may be asked for the verification process, okay?\nSpeaker 3: Okay.\nSpeaker 5: All right.  So, I'll just be tagging this ticket here as resolved, and upon resolving the ticket, you'll be receiving a survey in your email, and your feedback is highly appreciated.  And, ####, don't worry, because you can still reopen that ticket within 72 hours.  So, for now, thank you so much, and bye-bye for now.  All right.\nSpeaker 6: Thank you.  Bye.\nSpeaker 5: You're welcome.  Bye-bye.\n</call_transcript>\n<summary>\nA contractor, ####, contacted the CIO helpdesk because their Accenture PC password expired and they couldn't log in. They were unable to reset it themselves via myid.accenture.com because they hadn't registered for password reset. The helpdesk agent, #####, explained that a verification process was needed to reset the password. Since #### didn't have their personnel number, the agent advised them to email a specific address to obtain it, along with their office location for verification purposes. The agent confirmed ####'s EID was correct. #### agreed to email the address and call back with the requested information. The agent marked the ticket as resolved, mentioning a follow-up survey and the option to reopen the ticket within 72 hours.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the contractor's issue with the expired password and the steps advised by the helpdesk agent. It maintains relevance by focusing on the key interactions and instructions given. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript without any misleading content. However, it misses some minor details, such as the initial troubleshooting steps and the specific email address provided for obtaining the personnel number. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the contractor's issue with their expired password and the helpdesk agent's resolution. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. The information presented is factually correct, matching the details provided in the call transcript, which ensures accuracy. Lastly, the summary provides a fair description of the main problem and resolution, covering the key points discussed during the call, which indicates completeness. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller as a contractor with password access issues\n2. Explains the failed self-reset attempt due to lack of registration\n3. Details the agent's solution (verification process needed)\n4. Accurately describes the next steps (emailing for personnel number and office location)\n5. Includes the follow-up information about survey and ticket reopening\n\nThe summary is concise yet comprehensive, maintaining a logical flow of events. It accurately represents the conversation without including unnecessary details like phone numbers or exact email addresses. The language is clear and professional.\n\nMinor improvement could be mentioning that the caller was using their phone for the call and needed to switch to a personal computer to attempt the password reset, as this was a relevant operational detail. However, this doesn't significantly impact the summary's overall quality.\n\nThe summary successfully balances brevity with informativeness while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "46e3febd-fe80-456e-aba8-3aa4a2ba1457",
    "train_trial_index": 0,
    "predicted_text": "The call transcript depicts a user attempting to reach IT support. The automated system guides the user through a menu of options, first in Spanish and then in English, prompting them to select the appropriate support area and enter their personnel number. After failing to enter their personnel number, the user is placed on hold. The user then states they do not speak English and requests to speak with the Argentina support team in Spanish.\n",
    "base64_images": [],
    "stats": {
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      "num_output_tokens": 0.0,
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      "call_summarization_score": 0.8148148148148149
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: Para soporte de acceso y contrase\u00f1a, presione 0.  Para soporte de aplicaciones technology, telecom y dispositivos m\u00f3viles, presione 1.  Para servicios de videoconferencia, incluidos telepresence.\nSpeaker 2: Para el soporte de aplicaciones tecnol\u00f3gicas y empresariales, incluidas las telecomunicaciones, pulse 1.  Y para ADT, PPM y otra herramienta de metodolog\u00eda de apoyo, pulse 2.  Para restablecer la contrase\u00f1a de Enterprise, presione 1.  Para telecomunicaciones y otras technology and business application support, presione 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number.  All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us.\nSpeaker 4: Hello, I don't speak English.  Sorry?  I want to speak with Soporte Argentina.\nSpeaker 5: Yes, in Spanish.\n</call_transcript>\n<summary>\nThe call transcript depicts a user attempting to reach IT support. The automated system guides the user through a menu of options, first in Spanish and then in English, prompting them to select the appropriate support area and enter their personnel number. After failing to enter their personnel number, the user is placed on hold. The user then states they do not speak English and requests to speak with the Argentina support team in Spanish.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call transcript. It captures the essence of the automated system guiding the user through menu options in both Spanish and English, the user's failure to enter their personnel number, and their request to speak with the Argentina support team in Spanish. \n\nIn terms of relevance, the summary includes all pertinent details related to the user's interaction with the automated system and their language preference, which are central to the call.\n\nThe coherence of the summary is strong, with a clear structure and logical flow of ideas that make it easy to follow.\n\nAccuracy is high, as the summary correctly reflects the events and interactions described in the call transcript without introducing any false or misleading information.\n\nHowever, the summary could be slightly more complete by mentioning the specific options provided by the automated system, such as the different support areas and the option to find solutions online. This would provide a fuller picture of the user's experience.\n\nOverall, the summary is well-done but could benefit from a bit more detail for completeness.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the user's attempt to reach IT support and the automated system's guidance. The summary has a clear structure and flow of ideas, making it coherent and easy to understand. The information presented is factually correct, with no false or misleading information, making it accurate. However, the summary could be considered incomplete as it does not provide a resolution to the user's issue, but this is likely due to the call transcript not providing a resolution either. Overall, the summary effectively captures the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call transcript:\n1. Accurately describes the language transition from Spanish to English\n2. Correctly outlines the automated menu system's prompts\n3. Captures the personnel number entry failure\n4. Notes the hold placement\n5. Accurately concludes with the user's language barrier and request for Spanish/Argentina support\n\nThe summary is concise while maintaining all crucial information. It follows a logical flow, starting with the system prompts and ending with the user's final request. The information is relevant and accurately represents the interaction without any factual errors.\n\nHowever, there could be minor improvements:\n- Could have mentioned specific support options (like password support, telecom, videoconferencing)\n- Could have noted that the initial menu was repeated with slightly different options\n\nOverall, the summary achieves its main goals of conveying the essential information clearly and accurately, with only minor omissions.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "767afe29-71f4-4617-bb05-7544b836d0b7",
    "train_trial_index": 0,
    "predicted_text": "Rutile calls the IT helpdesk to report an issue with their Teams camera. The camera is intermittently disabled, citing privacy settings, even though the settings are configured to allow camera access. The helpdesk agent, ###, takes Rutile's employee number and callback information.\n\n### initiates a remote session via 123rescue.com to troubleshoot the problem. They attempt to replicate the error in a Teams meeting and confirm the issue persists on the web version of Teams. Following advice from level 2 support, the agent instructs Rutile to uninstall and reinstall the camera driver. To continue troubleshooting efficiently, the agent suggests ending the phone call and communicating via the remote session's chat box. Rutile agrees, and the call concludes with instructions to keep the remote session active.\n",
    "base64_images": [],
    "stats": {
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams, press 2.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press one.  All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find...\nSpeaker 3: Hi, this is ###.  Thank you for calling sales service desk.  Can I have your employee number?\nSpeaker 4: It's #########.\nSpeaker 3: It's #########?\nSpeaker 4: Yes.\nSpeaker 3: Thank you.  And can I confirm your enterprise ID?  Thank you so much.  And in case this call got disconnected, can I have your callback number as well?  ############.  Thank you so much.  And how can I help you today, Rutile?\nSpeaker 4: So, every once in a while, my team It says that the privacy settings of this allow my camera use.  So it's getting to be quite awkward with my client because Teams will take away my ability to be on camera.  And I have checked all of the privacy settings and all of the drivers and everything on my own.\nSpeaker 3: I see.  So you're having an issue with your Teams that It disallows your camera due to its privacy settings?\nSpeaker 4: Well, it says to the privacy settings, but when I go to privacy settings, everything is set to allow it.\nSpeaker 3: I see.  So, #################, I'll be assisting you with this issue, and I'm sorry for the inconvenience.  To help troubleshoot, can we do a remote session so that I could connect to you?  Yes.  Uh-huh.  Great.  On your browser, can you type in 123rescue.com?\nSpeaker 4: Yep.  123rescue.com?\nSpeaker 3: Correct.\nSpeaker 4: Yes.  And you'll be giving me a pin code?\nSpeaker 3: Yes.  So the code is 529447.  Okay.\nSpeaker 4: And I'll download.\nSpeaker 3: Correct.  So once you are done downloading, you can check your download folder and I can connect to you afterwards.\nSpeaker 4: Okay.\nSpeaker 3: I'll be connecting now.\nSpeaker 4: Yeah.\nSpeaker 3: So when you press, okay.\nSpeaker 4: All right.\nSpeaker 3: So can you show me the error when you try to do a meeting?  Or did you capture the error message?\nSpeaker 4: Yeah.  So if I do a Teams meeting with you here, can you ping me via Teams, and then I'll respond with a Teams message?  with a video call and you'll see the message.\nSpeaker 3: Okay.\nSpeaker 4: And this is the message I get.  If I try to do the camera, it just doesn't turn on.\nSpeaker 3: I see.  And have you tried to uninstall the car?\nSpeaker 4: One second.  I'll turn the volume up.  Hold on a sec.\nSpeaker 3: Have you checked if it has error on the web also?\nSpeaker 4: Have I done what on the web?\nSpeaker 3: Have you checked on the web version of Teams?  if you have the same error?  Can you check it first?\nSpeaker 4: Sure.  I did not check on the web.  I just use the Teams app all the time.\nSpeaker 3: Yes.  As part of the troubleshooting, we'd need to check on the web to determine if it is an issue on the Teams itself or on the Teams app only.\nSpeaker 4: Okay.  So then if I go here.\nSpeaker 3: Can I take over for a moment?\nSpeaker 4: Yeah, sure.\nSpeaker 3: Thank you.  So we'll be going to Teams right now.  I see, are you using another monitor?\nSpeaker 4: I am.  Do I get rid of that?\nSpeaker 3: I know.  Just open a browser and drag it here.  I just got rid of the actor browser, so you can see it here.  Thank you.  So we'll be opening themes.  So just to confirm, did you uninstall the camera driver and the issue still persists?\nSpeaker 4: I did not uninstall the camera driver.\nSpeaker 3: uninstall them or need to reinstall it.\nSpeaker 4: It's not working on the web.  Right?\nSpeaker 3: Yes, correct.  So, I'll be checking further this with the level to support.  Can I put the phone home for about 2 or 3 minutes?  Yeah, thank you.  I'll be back.\nSpeaker 4: Okay.\nSpeaker 3: We're waiting and staying on the line.\nSpeaker 4: OK.\nSpeaker 3: So as advised with the level 2, we need to uninstall the camera driver and reinstall it again.\nSpeaker 4: OK.\nSpeaker 3: So since we're doing mostly the troubleshooting on the remote session app, can we continue our communication using the remote session chat box?  Disconnect the phone or disconnect the 123?  We can disconnect the phone call and continue our communication through this chat box right here.  Will that be okay?  Okay.\nSpeaker 4: Yeah, that's fine.  So I'll hang up on the phone.\nSpeaker 3: Yes.  Thank you for calling #### and don't close the email session app.\n</call_transcript>\n<summary>\nRutile calls the IT helpdesk to report an issue with their Teams camera. The camera is intermittently disabled, citing privacy settings, even though the settings are configured to allow camera access. The helpdesk agent, ###, takes Rutile's employee number and callback information.\n\n### initiates a remote session via 123rescue.com to troubleshoot the problem. They attempt to replicate the error in a Teams meeting and confirm the issue persists on the web version of Teams. Following advice from level 2 support, the agent instructs Rutile to uninstall and reinstall the camera driver. To continue troubleshooting efficiently, the agent suggests ending the phone call and communicating via the remote session's chat box. Rutile agrees, and the call concludes with instructions to keep the remote session active.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the Teams camera, the troubleshooting steps taken, and the resolution suggested. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the key actions and dialogue from the transcript. However, it misses some minor details, such as the initial steps taken by the helpdesk agent to confirm the employee's identity and the specific error message encountered. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the Teams camera issue and the troubleshooting steps taken. The summary has a clear structure and flow of ideas, making it coherent and easy to follow.\n\nIn terms of accuracy, the summary correctly reflects the information presented in the call transcript, including the troubleshooting steps and the decision to end the phone call and continue via the remote session's chat box.\n\nThe summary is also complete, providing a fair description of the main problem (the Teams camera issue) and the resolution (uninstalling and reinstalling the camera driver). However, some minor details, such as Rutile's initial attempts to troubleshoot the issue, are not included.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (Teams camera problems due to privacy settings)\n2. Includes important context (settings are properly configured but issue persists)\n3. Accurately describes the troubleshooting steps taken (remote session, testing web version)\n4. Captures the resolution path (level 2 support's recommendation to reinstall drivers)\n5. Notes the final outcome (switching to chat communication)\n\nThe summary is concise yet comprehensive, maintaining a logical flow of events. It focuses on relevant information while omitting unnecessary details like specific codes or repeated dialogue. It's factually accurate and doesn't misrepresent any information from the transcript.\n\nMinor improvement could be made by mentioning that the issue occurs \"with clients,\" as this adds important context to the urgency of the problem.\n\nOverall, the summary effectively balances detail and brevity while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
    }
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  {
    "instance_id": "015c4939-a357-412f-b924-9a1829c1eb1a",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, called the CIO Service Desk after attempting to upgrade their corporate phone through the Accenture Mobility site. The employee believed they were eligible for a free upgrade due to a Verizon promotion, but the website displayed unexpected charges of $750 plus a monthly fee. Confused and wanting to cancel the order, the employee contacted the helpdesk. The helpdesk agent, ####, confirmed the issue and stated they would need to transfer the case to the mobile support team for cancellation. The agent sent a Microsoft Teams message requesting order details and instructions for the employee to provide the necessary information for the transfer. The call ended with the employee expressing surprise that the issue wasn't immediately resolved.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services, press 2.\nSpeaker 2: For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone phishing, ####, the team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find...\nSpeaker 5: Hello, this is ##### from CIO Service Desk and I have your employee number.  ###############.  Could you please repeat that for me?  I missed the first number.\nSpeaker 6: No problem.  ###############.\nSpeaker 5: Okay.  ###############.\nSpeaker 6: Yep.\nSpeaker 5: And could you please confirm your Accenture email?\nSpeaker 6: #############################.\nSpeaker 5: All right.  Thank you so much for that, #####.  And can I have your callback number?  ############.  Okay.  Thank you.  Let me just pull up your account here, #####.  And how can I help you today?\nSpeaker 6: Well, I just went online and noticed that I was eligible for an upgrade, but I don't.  It wasn't clear of the charge, because something's changed in the way that we are doing it.  Verizon's offering a free upgrade, but that's not reflected on the website.  So I just ordered a phone thinking I was basically paying the discounted price, which I said, oh, $67?  Sure, no problem.  I'll buy a phone.  And then all of a sudden I got to the end and I went, wait, that's not what it's saying.  It's saying I owe $750.  And I'm like, nah, plus it's $67 a month.  No.  So I need to cancel the order.  You need the order number?\nSpeaker 5: I just want to confirm, #####, you're referring for the upgrade for the phone, right?\nSpeaker 6: Yeah.\nSpeaker 5: And you try to go to the website, it asks you for the specific amount.  Is that correct?\nSpeaker 6: No.  It had all kinds of numbers on the screen.  And then when I click and select the phone, it looks like all I needed to pay was $67.  So the site, our Accenture Mobility site, wasn't very clear to me.  I mean, maybe I just wasn't... The last time I did this, it cost me nothing to get a phone.  when I was eligible for an upgrade.  And currently Verizon is offering free phones.  So I thought, oh, well, clearly that'll extend to my corporate version, right?  And then, so that's why I thought I had it.  So I just want to make sure, I want to cancel this order and figure out why I can't get a free phone like everybody else's.\nSpeaker 5: So can we start by canceling my order?  Okay.  This is for the corporate phone, #####, right?  Correct.  Okay.  All right.  I really understand, #####.  No worries.  I can definitely help you with this.  So we're calling in, #####, because you just have to cancel it in your end.  May I know, #####, if you're not able to cancel it in your end?\nSpeaker 6: I don't know how to cancel it.\nSpeaker 5: Okay.  All right, so for this, #####, we need to assign this one to the mobile support team, okay?  And I'll be just asking, or you just have to provide some of the information before we can assign this to the mobile support team, okay?\nSpeaker 6: Yep.\nSpeaker 5: Okay, one moment.  I'll be sending you a message on Microsoft Teams right now.  Can you just provide me the information that we need to have in order to assign to the mobile support team?  Give me one second.  All right.  My name is ####, and I've sent a message in Teams right now, and you can provide me or fill out the follow-up information there, including the order ID or the order number.  And if it's not applicable in your end, you may just put an A, okay?  Thank you.  All right.  Thank you so much, ######, and we'll be waiting for your response so that we can assign this directly to the mobile support team.  Have a great day.  Bye for now.\nSpeaker 6: Wait.  That's it?  We just \u2013 okay.  Bye.\nSpeaker 5: Mm-hmm.  Thank you.\n</call_transcript>\n<summary>\nAn employee, #####, called the CIO Service Desk after attempting to upgrade their corporate phone through the Accenture Mobility site. The employee believed they were eligible for a free upgrade due to a Verizon promotion, but the website displayed unexpected charges of $750 plus a monthly fee. Confused and wanting to cancel the order, the employee contacted the helpdesk. The helpdesk agent, ####, confirmed the issue and stated they would need to transfer the case to the mobile support team for cancellation. The agent sent a Microsoft Teams message requesting order details and instructions for the employee to provide the necessary information for the transfer. The call ended with the employee expressing surprise that the issue wasn't immediately resolved.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the unexpected charges and the helpdesk's response. It is relevant, focusing on the main topic of the call, which is the problem with the phone upgrade and the subsequent steps taken by the helpdesk. The summary is coherent, with a clear structure and flow that makes it easy to understand. It is accurate, reflecting the details of the call without any false or misleading information. However, it misses some minor details, such as the initial automated messages and the high call volume mentioned at the beginning, which could provide additional context. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's concern with the corporate phone upgrade and the helpdesk's response. The summary has a clear structure, starting with the employee's issue, followed by the helpdesk's actions, and ending with the outcome, making it coherent and easy to follow. The information presented is accurate, matching the details in the call transcript. However, the summary could be considered incomplete as it does not mention the initial automated messages and the employee's initial confusion with the website, but these details are not crucial to understanding the main issue and resolution. Overall, the summary effectively captures the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately presents the main issue (phone upgrade confusion and unexpected charges)\n2. Includes relevant context about Verizon's promotion and the employee's expectations\n3. Correctly describes the resolution process (transfer to mobile support team)\n4. Maintains good coherence with a clear progression of events\n5. Captures the employee's final reaction\n\nHowever, there are minor areas for improvement:\n- Could have mentioned the specific $67 monthly charge that initially misled the employee\n- Could have been slightly more concise by removing some detail about the Verizon promotion\n- Could have mentioned that the employee didn't know how to cancel the order themselves, which was a key part of why they called\n\nOverall, the summary maintains a good balance between detail and brevity while staying accurate and relevant to the main issue.",
        "claude_score": 8.0
      }
    }
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    "instance_id": "bd950494-98e3-443b-be60-7683b5e4d649",
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    "predicted_text": "An employee (Speaker 5) called the IT helpdesk (Speaker 4) regarding an unresolved ticket (RITM23880454) from July concerning WBS authorization issues. Users are repeatedly losing access to WBSs, requiring monthly re-granting of permissions. The original ticket was never addressed. The helpdesk agent (Speaker 4) apologized for the inconvenience and promised to create a new incident ticket (INC) and assign it to the support team to address the RITM ticket. The agent will also contact the employee via Teams to gather more details about the issue to include in the new ticket. The employee expressed gratitude and the call ended.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: Thank you for calling CIO.  This is ####.  Please provide your employee number.\nSpeaker 5: Okay, it's ########.\nSpeaker 4: I have ########.  So, it's ###############.  What is your central email address?\nSpeaker 5: It's ###########.\nSpeaker 4: Thank you, ##.  What is your callback number?\nSpeaker 5: Hi.  ####, I raised this one ticket, but no one responded.  And then the issue is still ongoing.  So I was wondering if someone can actually look into this.\nSpeaker 4: What is your callback number first?\nSpeaker 5: Oh, it's ############.\nSpeaker 4: Your callback number is ############.  Mm-hmm.  All right.  OK.  I apologize first for inconvenience.  I will do my best to help you.  May I ask again what happened on your end?  Sorry.  Hello?  Can you hear me?  Your voice is not clear.  It feels like you're too far from the mic.\nSpeaker 5: Yeah, let me adjust it.  Can you hear me better now?\nSpeaker 4: Much better.  Oh, thank you.\nSpeaker 5: Okay, perfect.  Yeah, so I do have an open ticket that was never answered, and it's been almost like two months, more than two months.\nSpeaker 4: Do you have the ticket number?  Mm-hmm.\nSpeaker 5: It's RITM 23880454.\nSpeaker 4: What is this ticket all about?  Request machine?  Request software?  Can you give me a background?\nSpeaker 5: It's about the ### WBS authorization.  So it's not only one WBS, but we are adding people to grant access to WBSs, but then every month people are getting removed for no reason.  So the team has to re-grant them access every month, and this has been kind of painful.  So yeah, I just wanted to know what's going on.\nSpeaker 4: Okay, one moment.  Checking with the ticket number, hold on.  Still tag us open.  Right.  Let me open.  Yeah, from July.\nSpeaker 5: Yeah, nothing has been updated.  No one reached out to me, but the issue is still there.\nSpeaker 4: Ticket assigned to my TE.  What I'm going to do, ##, I will ping you on Teams, send all of your questions on Teams, and then I will create INC ticket for you.  I will assign it to support team of my time and expenses.  Yeah, that would be great.\nSpeaker 5: Yeah, no one was assigned to this, and then, yeah, we're having these issues for months now.  If this can be escalated, that would be great.\nSpeaker 4: Yeah, yeah.  That's why I'm going to create a ticket for you, then assign it to support team.  Okay?  For them to notice the RITM ticket.  I will ping you on Teams to elaborate the main concern or issue, ##, to me on Teams, like you can explain the concern, then I will copy and paste, assign it to support team.\nSpeaker 5: Okay?  Thank you so much.  Thank you.\nSpeaker 4: Appreciate that one, ##.  I will wait for your update.  Okay.  Thank you.  Yeah.  Thank you.\nSpeaker 5: Have a good day.  Thanks.  Thank you.  You too.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) called the IT helpdesk (Speaker 4) regarding an unresolved ticket (RITM23880454) from July concerning WBS authorization issues. Users are repeatedly losing access to WBSs, requiring monthly re-granting of permissions. The original ticket was never addressed. The helpdesk agent (Speaker 4) apologized for the inconvenience and promised to create a new incident ticket (INC) and assign it to the support team to address the RITM ticket. The agent will also contact the employee via Teams to gather more details about the issue to include in the new ticket. The employee expressed gratitude and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the unresolved ticket, the recurring WBS authorization issue, and the steps the helpdesk agent plans to take. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the key details from the transcript without any false or misleading information. However, it misses some minor details, such as the initial difficulty in communication and the agent's repeated requests for the callback number, which could provide additional context. Overall, the summary provides a fair description of the main problems and resolutions discussed in the call.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's unresolved ticket and the helpdesk agent's actions to address it. The structure is coherent, making it easy to follow and understand. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem (unresolved ticket and WBS authorization issues) and the resolution (creation of a new incident ticket and assignment to the support team). However, some minor details, such as the initial automated messages and the employee's callback number, are omitted, but these are not crucial to the main topic. Overall, the summary effectively captures the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the core issue (WBS authorization problems and monthly access removal)\n2. References the specific ticket number and timeframe\n3. Accurately describes the helpdesk agent's proposed solution (creating new INC ticket and Teams follow-up)\n4. Maintains logical flow and clear structure\n\nThe summary is concise yet comprehensive, avoiding unnecessary details like initial IVR prompts and identification verification steps while including all relevant information. It accurately represents both the problem and resolution steps. The language is clear and professional.\n\nMinor improvement could be made by mentioning that the issue affects multiple people/team members (as indicated in the transcript: \"we are adding people\"), but this doesn't significantly impact the summary's effectiveness.\n\nThe summary excels in all evaluation criteria, with strong accuracy, relevance, and coherence. It provides a complete picture of both the problem and proposed solution while maintaining brevity.",
        "claude_score": 9.0
      }
    }
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    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 5) contacted the IT helpdesk (Speaker 4) because they were unable to install a client's application due to a \"vulnerability application version detected\" error, preventing them from accessing client work via VPN. After verifying the employee's identity, the helpdesk agent initiated a remote session using 123rescue.com to troubleshoot. The agent guided the employee through running the installer, but the installation failed. The agent then determined that the application was not supported by the company's IT and advised the employee to contact the client's helpdesk for assistance with the correct application. The ticket was temporarily closed, and the employee was informed they could reopen it within two hours if the client directed them back to the company's IT.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, #### and Cherto, press 4.  You can also resolve many issues online via tech support.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Hi, this is ##########, service desk, and I have your employee number.  ##########.  Thank you.  And also, please confirm your phone number.  \nSpeaker 5: Phone number, I'm going to find it. It's ################.\nSpeaker 4: Thank you.  May I confirm your personnel number?  It's ###############, am I correct?\nSpeaker 5: No, #####.\nSpeaker 4: And also, please confirm your enterprise ID.\nSpeaker 5: I don't know what my enterprise ID.  I only have that ID number and the phone number.\nSpeaker 4: OK.  Can you provide me your Accenture email?\nSpeaker 5: ###########################.\nSpeaker 4: Thank you.  So for this one, sorry, how can I help you today?\nSpeaker 5: I'm trying to.  I'm doing client work, but I'm trying to install a file, and I'm getting an error message that tells me vulnerability application version detected.  And I need to add this.  application to access the work.  I'm trying to set up a VPN so that I can do the work for this client, and it's not allowing me to do so.\nSpeaker 4: Okay.  Regarding this one, ####, I do apologize for this inconvenience, but since you've been online, I have a video concern.  And just to make sure you read it correctly, you are not able to install a specific application because you'll receive an error.  and you're not able to do the client work, am I correct?\nSpeaker 5: Okay.  Correct.\nSpeaker 4: So, regarding this mentoring, we will initiate a remote testing so that I can check further, okay?  So, for the remote testing, please open a browser and search for 123rescue.com.  Okay, your code.  is 688381.  Okay.  Please click start download and then run the file as administrator.  And also, sorry, the installer is from client, right?\nSpeaker 5: Yes.\nSpeaker 4: Give me one moment.  Okay, please click.  okay.  Okay, can you show me the file?\nSpeaker 5: And it has to be run through Edge, through Microsoft Edge.\nSpeaker 4: please click Accenture Business and then click Yes.  OK, can you check if there is a file that is currently installing?\nSpeaker 5: It's showing no progress with anything running.  I don't see anything that's running in the background.\nSpeaker 4: OK, can you check if your client works right now, if you can go through?  or if you couldn't proceed.\nSpeaker 5: Yeah, that sounds about to try.  And that's what I... No, it's not.  It's not installing the program.\nSpeaker 4: Okay.  Okay, the program is not installed, right?\nSpeaker 5: Yeah.\nSpeaker 4: We'll try again.  Okay, regarding this one, sorry, since there is no installation in the background, please try to reach out first the client helpdesk.  regarding this one, okay?  Because we are not supporting this application.  You need to double-check first with the client for the correct application that you need to install, okay?  And if the client ask you to reach us back just give us a call back so that we can reopen your ticket within the submitted two hours, okay?\nSpeaker 5: All right, no problem.\nSpeaker 4: Okay, so regarding this one, ####, I will temporarily close your ticket and you will receive a survey by email and your feedback is highly appreciated.  And if ever that the client has advised you to reach us back, give us a call back so that we can reopen your ticket, okay?  Thank you and bye for now.  No problem.\nSpeaker 5: Thank you.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) contacted the IT helpdesk (Speaker 4) because they were unable to install a client's application due to a \"vulnerability application version detected\" error, preventing them from accessing client work via VPN. After verifying the employee's identity, the helpdesk agent initiated a remote session using 123rescue.com to troubleshoot. The agent guided the employee through running the installer, but the installation failed. The agent then determined that the application was not supported by the company's IT and advised the employee to contact the client's helpdesk for assistance with the correct application. The ticket was temporarily closed, and the employee was informed they could reopen it within two hours if the client directed them back to the company's IT.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the application installation, the steps taken by the helpdesk agent, and the final resolution. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key events and interactions from the transcript. However, it misses some minor details, such as the specific error message and the fact that the employee was asked to confirm their phone number and email. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with installing a client's application and the helpdesk agent's attempts to troubleshoot. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. The information presented is factually correct, matching the details provided in the call transcript, which indicates accuracy. Finally, the summary provides a fair description of the main problem and resolution, including the helpdesk agent's decision to temporarily close the ticket and advise the employee to contact the client's helpdesk, demonstrating completeness. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly states the initial problem (installation error and VPN access issues)\n2. Accurately describes the verification process\n3. Includes the troubleshooting steps taken (remote session)\n4. Correctly presents the resolution (referral to client helpdesk)\n5. Mentions the follow-up process (ticket closure and reopening option)\n\nThe summary is concise while maintaining all crucial information. It follows a logical structure, starting with the problem, moving through the attempted solution, and ending with the resolution. The information is accurate to the transcript and includes all relevant details without unnecessary information.\n\nMinor improvement could be made by mentioning that the application needed to be run through Microsoft Edge specifically, as this was a relevant technical detail mentioned in the transcript. However, this omission doesn't significantly impact the summary's overall quality.",
        "claude_score": 9.0
      }
    }
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  {
    "instance_id": "301d8eac-30d1-4ace-9fe8-8ed046cc4cf7",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee, #####, called the IT helpdesk because they changed their mobile phone and needed to re-authenticate their Accenture apps. The IT support agent, ######, guided ##### to the mypasswordless.accenture.com website to verify their identity. However, ##### was unable to use the Microsoft Authenticator app due to the phone change and couldn't find an alternative login method like PIN or biometrics on the website. Since a temporary access pass was needed and the Level 2 team was unavailable on the weekend, the agent advised ##### to call back on Monday. ##### requested a Spanish-speaking agent for their mother's assistance, which the agent confirmed should be available on Monday. The call ended with the agent thanking ##### for calling.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: Para soporte de acceso y contrase\u00f1a, presione cero.  Para soporte de aplicaciones, technology, telecom, y dispositivos m\u00f3viles, presione... Para el soporte de aplicaciones tecnol\u00f3gicas y empresariales, incluidas las telecomunicaciones, pulse uno.  Y para ADT, PPM, y... Para restablecer la contrase\u00f1a de Enterprise, presione uno.  Para telecomunicaciones y otras technology and business application support, presione dos.\nSpeaker 2: Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us.\nSpeaker 3: Thank you for calling CIO, this is ###### speaking.  May I have your Accenture Enterprise ID?\nSpeaker 4: Okay, one minute.\nSpeaker 3: Yes?\nSpeaker 4: One second.  Okay.  #############.\nSpeaker 3: I'm sorry, can you come again?\nSpeaker 4: ###############.\nSpeaker 3: All right, just a moment, let me quickly check with this.  Okay, may I confirm your first name and last name?\nSpeaker 4: #####.\nSpeaker 3: Hello, #####.  How may I assist you today?\nSpeaker 4: One second.  I changed my mobile phone and I need to...\nSpeaker 4: I need access at... by the app authentication again.\nSpeaker 3: Okay, I understand.  Let me assist you with this, #####.  So, are you able to access your Accenture laptop right now?\nSpeaker 4: Yes, but I have to, it's on.  Yes.\nSpeaker 3: Okay, open up a web browser.  I have access to my laptop.  Okay, open a web browser on your laptop.\nSpeaker 4: I don't understand what you are saying.  Sorry.\nSpeaker 3: Open Google Chrome or Edge on your laptop.\nSpeaker 4: Okay, Google Chrome.\nSpeaker 3: Okay.\nSpeaker 3: In Google Chrome, go to mypasswordless.accenture.com\nSpeaker 4: Password.accenture.com\nSpeaker 3: Passwordless.accenture.com\nSpeaker 4: One second, one moment.\nSpeaker 4: Okay, one question.\nSpeaker 3: Yes.\nSpeaker 4: The thing is that I changed my phone, okay?  for the authentication app in my phone.\nSpeaker 3: Yes, I understand.  And I am helping you with that itself.  Okay, okay.\nSpeaker 4: So my password, I think I read wrong, sorry.  My password.  I'm looking for that page.  One second.\nSpeaker 3: Okay.\nSpeaker 4: Mypassword.accenture.com.\nSpeaker 3: #####, listen carefully.  It is mypasswordless.accenture.com.  Okay, one second.  It's charging.\nSpeaker 4: Okay, so it put a number here.\nSpeaker 3: Underneath that number, do you see anything like I cannot use my Authenticate app or something like other ways to sign in?\nSpeaker 4: Click on that.  Okay, so it says verify your identity.  Use a verification code or the other one.\nSpeaker 3: What options do you have over here?\nSpeaker 4: I have one that puts, use a verification code or approve a solicitation in my app, Microsoft Authentication.  Is that one right?\nSpeaker 3: No, you do not have access to your old device, correct?  So you will not be able to approve the authentication request.  Okay, okay, that's true.\nSpeaker 4: So the other option.\nSpeaker 3: Yes, so you have this option to use pin biometrics like face fingerprint something like that.  Do you have that?\nSpeaker 4: Can you repeat please?\nSpeaker 3: #####, I believe you are on a Windows laptop, correct?  It's an Accenture Windows laptop.  What method do you use to sign in to your Accenture laptop itself?\nSpeaker 4: What method?\nSpeaker 3: Password, PIN, face, fingerprint.\nSpeaker 4: Okay, one second, I'm asking.  \u00bfQu\u00e9 utiliza para abrir este ordenador?  \u00bfUn c\u00f3digo, una contrase\u00f1a?\nSpeaker 5: \u00bfUn PIN?  \u00bfUn c\u00f3digo PIN?\nSpeaker 4: Un PIN, a PIN.\nSpeaker 3: Okay, so on your...\nSpeaker 4: To open that laptop, we use a PIN.\nSpeaker 3: Okay, so on this website, use the same to get it, to get and sign into your account.  You should have that option then.\nSpeaker 4: I'm right now, sorry for this mess, okay?  I'm right now in the page that you told me, okay?  So now it says, verify your identity.  Verify code or approve authorization in my app because of authentication.  Which one do I have to put to use?\nSpeaker 3: Yes.  So among them, is there anything that states pin, face, fingerprint, like that?  No.  Okay.  Then you cannot sign into your Accenture email.  So to assist you with this, we will need a temporary access pass.  Unfortunately, as this is a weekend, we do not have any member from our Level 2 team to help with the temporary access pass generation.  Okay.  I will request you to call us back at a later date.  If possible, we can also provide you a call back.  So kindly help me with your mobile phone number.\nSpeaker 4: Yes, but we would love to have a Spanish speaker because my mom doesn't speak English.  So your colleagues later tell us that she was going to put us with a Spanish speaker, but it doesn't happen.  It will come back to you.  So I give you my phone, my mom #####'s phone, We can call back in Monday, but we will need a Spanish speaker if that is possible, because it's easier.\nSpeaker 3: I understand.  It might be so that the language support team is not available right now.  Hence, you are not able to contact them, but they should be available.\nSpeaker 4: Maybe on Monday.  Okay, on Monday, a Spanish speaker will be available, right?\nSpeaker 3: Yes, they should be available.\nSpeaker 4: Okay, perfect.  Well, so thank you so much.\nSpeaker 3: No problem.  Thank you for calling CIO.  Have a wonderful day.  Thank you.\n</call_transcript>\n<summary>\nAn Accenture employee, #####, called the IT helpdesk because they changed their mobile phone and needed to re-authenticate their Accenture apps. The IT support agent, ######, guided ##### to the mypasswordless.accenture.com website to verify their identity. However, ##### was unable to use the Microsoft Authenticator app due to the phone change and couldn't find an alternative login method like PIN or biometrics on the website. Since a temporary access pass was needed and the Level 2 team was unavailable on the weekend, the agent advised ##### to call back on Monday. ##### requested a Spanish-speaking agent for their mother's assistance, which the agent confirmed should be available on Monday. The call ended with the agent thanking ##### for calling.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with re-authentication due to a phone change, the steps taken by the IT support agent, and the resolution to call back on Monday. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas, making it easy to understand. The accuracy is high, as the summary correctly reflects the details of the call without any misleading information. However, the summary could be slightly more complete by mentioning the specific difficulties the caller had with understanding instructions and the exact nature of the temporary access pass requirement. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with re-authenticating their Accenture apps after changing their mobile phone. The summary has a clear structure, making it coherent and easy to follow. The information presented is factually correct, ensuring accuracy. However, the summary could be considered slightly incomplete as it does not mention the initial automated messages and the employee's brief interaction with someone else to confirm their login method for the laptop. Despite this, the main problems and resolution are adequately described. Overall, the summary is of high quality, with only minor room for improvement in terms of completeness.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (phone change affecting authentication)\n2. Includes the attempted solution (visiting mypasswordless.accenture.com)\n3. Explains why the solution didn't work (no alternative login methods available)\n4. Describes the resolution (need to call back for temporary access pass)\n5. Mentions the language barrier issue and request for Spanish support\n\nThe summary is concise yet comprehensive, maintaining a logical flow of events. It's factually accurate and doesn't include any misleading information. The only minor improvement could be mentioning that the caller was translating for their mother throughout the call, which explains the communication challenges. However, this doesn't significantly impact the summary's overall quality as it focuses on the technical support aspects, which are the main concern.\n\nThe summary successfully balances brevity with informativeness, making it highly effective for understanding the call's key points and outcome.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, #######, contacted the IT helpdesk because a link on the My Holdings page to their ### broker's one-source landing page was broken. After confirming the employee's details, the helpdesk agent, ####, investigated the issue and requested a screenshot via Microsoft Teams. After receiving the screenshot, the agent determined the issue was related to the ### page itself. The agent provided the employee with the ### support team's phone number and advised them to contact ### directly. The agent then marked the ticket as solved, informing the employee they might receive a survey and that the ticket could be reopened if the issue persisted.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 1.  Please enter your 8-digit personnel number.\nSpeaker 2: They are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold if you would prefer.\nSpeaker 3: Hi, this is #### from CIO.  Can you please provide your personnel number?  ##########.  Okay, let me just check your account first here on my end.  Wait a sec.  Okay, how about your EID or Accenture email?\nSpeaker 4: ################################.\nSpeaker 3: And then your callback number?  ############.  Okay.  Thank you so much for those information.  So how can I help you today?\nSpeaker 4: This is not a big thing, but when I go on to the My Holdings, and it takes you to the landing page for, you know, employee stock purchase plan, There's a click button to the brokers.  For example, the one I have is ###, and usually I was able to click on that and it took me straight to the ### one-source landing page.  That thing seems to be broken.  That link is broken.\nSpeaker 3: Okay.  For this one, I'm very sorry for the inconvenience, but since you got me on the line, I'll try my best to help you with this one, okay?\nSpeaker 4: Okay.\nSpeaker 3: Okay, but for this one, #######, can I check this one first here on my end?  And while checking this one, can I put this call on hold for two minutes?  Let me just confirm the page as well, okay?  Yeah.  Okay.  Yeah, okay.  Thank you.  Hi, #######.  Thank you for patiently waiting.\nSpeaker 4: Yep.\nSpeaker 3: Yep.  #######, for this one, can you send a screenshot as well to me, the error message?  I'll be pinging you on Microsoft Teams.\nSpeaker 4: Okay.  Can you just reach out to me?  I'm trying to type with somebody else right now.  Can I do that?  Yeah, I mean ...Ping me on Teams, and I'll come back to you with a screenshot in a little bit, okay?\nSpeaker 3: Okay.  Okay, I already pinged you as well.  So for this one, to further access this site as well, can you clear the cache and browser of the browser as well, and then can you try to access it?\nSpeaker 4: Okay.\nSpeaker 3: But once it will not work, I'll be needing to assign this to the MyHolding support team so that they can further check.\nSpeaker 4: Okay.\nSpeaker 3: Okay, okay, so what is that now?  I think I'll be waiting for your ping as well.  All right, hold on for me.  Just do this.\nSpeaker 4: I will do this.  Hold on, hold on.\nSpeaker 3: Okay, sorry for that.\nSpeaker 4: All right, and I go in here.  Yes.\nSpeaker 3: Okay.\nSpeaker 4: Hold on.  Okay, hold on how do you ## ###?\nSpeaker 3: Yeah, that's me.\nSpeaker 4: Okay, I'm sending it now.  You get it?\nSpeaker 3: Yeah, I get it, but can you resend it?  I cannot see the file.\nSpeaker 4: Well, there's no file.  It's a screen.  I'm showing you...\nSpeaker 3: All right, hold on.  All right, hold on.\nSpeaker 4: All right, so let's go here.  So I'm going to show you the screen.  Well, I'm not going to show you the whole screen, so... All right, so when you go to My Holdings... Oops.\nSpeaker 3: I mean the picture that you sent me.  I can check.  Okay, I get it.  I can see it now.\nSpeaker 4: Okay, so what I'm going to send you now is on the My Holdings, there's this link that says to ###.  So I'm going to share.  This is before you get to that.  And before I used to be able to click on that.  And it would then take me.  it would then take me to the one which no longer, the link is broken.\nSpeaker 3: Okay.\nSpeaker 4: Go ahead.\nSpeaker 3: For this one, #######, since the page that you are talking about is the ### as well, so we have a support team of the ### as well with me.  I can provide you the phone number as well so that you can check this one with them, okay?  Can I provide the phone number?  Okay, it's ###.\nSpeaker 4: So I have to call ###.  is what you're saying?\nSpeaker 3: Yeah, you need to reach out to them first, okay?  Okay, I'll be repeating it.  It's ###.  Yep.  ###.  Mm-hmm.  ####.\nSpeaker 4: Okay, great.  I'll do that.  Okay?\nSpeaker 3: Okay.  All right, thanks.  Thank you so much again, #######.  And for this one, since no further actions are on my end as well, I'll be now just tagging your ticket here to solve, and upon the resolution of the ticket, you may receive a survey via email, and your feedback is highly appreciated.  No worries on this one.  We can reopen the ticket once.  you cannot help me with this one, okay?\nSpeaker 4: Okay.  Very good.  Thank you.\nSpeaker 3: Okay.  Thank you so much as well, and have a wonderful day.  Bye.  Bye.\nSpeaker 4: You too.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk because a link on the My Holdings page to their ### broker's one-source landing page was broken. After confirming the employee's details, the helpdesk agent, ####, investigated the issue and requested a screenshot via Microsoft Teams. After receiving the screenshot, the agent determined the issue was related to the ### page itself. The agent provided the employee with the ### support team's phone number and advised them to contact ### directly. The agent then marked the ticket as solved, informing the employee they might receive a survey and that the ticket could be reopened if the issue persisted.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the broken link, the steps taken by the helpdesk agent, and the final resolution. It is relevant, focusing on the main topic of the broken link and the steps taken to address it. The summary is coherent, with a clear structure and flow that makes it easy to understand. It is accurate, correctly reflecting the details of the call without any false or misleading information. However, it misses some minor details, such as the agent's suggestion to clear the browser cache and the employee's initial difficulty in sending the screenshot. These details could provide a more complete picture of the interaction. Overall, the summary is well-done but could be slightly more comprehensive.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. The information presented is relevant to the main topic, focusing on the employee's issue with the broken link on the My Holdings page. The summary has a clear structure and flow of ideas, making it easy to understand and follow.\n\nThe summary is also accurate, with the information matching the details provided in the call transcript. The main problem and resolution are fairly described, including the helpdesk agent's investigation, request for a screenshot, and provision of the ### support team's phone number.\n\nHowever, some minor details are omitted, such as the initial automated messages and the employee's initial description of the issue. Nevertheless, these omissions do not significantly impact the overall understanding of the main problem and resolution.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly identifies the main issue (broken ### broker link on My Holdings page)\n2. Accurately describes the troubleshooting steps (verification, screenshot request via Teams)\n3. Correctly states the resolution (referral to ### support team with phone number)\n4. Includes the closing details about ticket status and survey\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details. It follows a logical sequence of events, making it easy to understand the progression of the call. The information presented is accurate and matches the transcript exactly. In terms of completeness, it covers both the problem and resolution adequately.\n\nMinor improvement could be made by mentioning the initial suggestion to clear browser cache, but this doesn't significantly impact the summary's effectiveness since it wasn't the final resolution.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ####, contacted the IT helpdesk because they were locked out of their computer. Their PIN wasn't working, and neither was the FACE ID login. They also didn't remember their password. The helpdesk agent, after verifying ####'s information, guided them to the password reset portal. Miraculously, #### was suddenly able to log in. The agent then offered to help set up a working PIN. After some initial troubleshooting, the agent initiated a remote session via Microsoft Teams to further assist with the PIN setup, and ended the phone call.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage, and other video conferencing technologies, press 0.  For Technology and Business Application Support, press 1.  For Mobile Communication, please enter your 8-digit personnel number so we can locate your details.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a Gone Phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.  All agents are currently assisting other calls.\nSpeaker 2: Hi, this is #### from CIO.  Can you provide your personnel number?  It's ###############.  It's ###############?  Yes.  Okay.  Let me just check your account first here on my end with a sec.  And then how about your EID or access to your email?\nSpeaker 3: ################.\nSpeaker 2: And then your callback number?  ############.  Okay, wait a second.  Let me just check your account first, okay?\nSpeaker 3: Okay.\nSpeaker 2: Okay.  Thank you so much for those informations.  ####, how can I help you today?\nSpeaker 3: I'm locked out of my account.  The PIN has never worked.  I can never get it to work.  And the FACE ID isn't working, and now I can't log into my computer.\nSpeaker 2: Okay.  And then, but before, you're using a PIN or a password?\nSpeaker 3: A password, which I don't remember it either, which doesn't help, but I was using the FACE login and that, but now that's not working.\nSpeaker 2: Okay, so for this one, ####, I am very sorry for the inconvenience, but since you've got me on the line, I'll try my best to help you with this one, okay?\nSpeaker 3: Okay.\nSpeaker 2: And then, upon logging in using your facial recognition, what is the error message?\nSpeaker 3: Well, the error message is your PIN is required to sign in, but I don't have a PIN that works.  And that's something, so I have, I can't log in.  There's no PIN, there's no password, I'm just locked out.\nSpeaker 2: Okay, yeah.  For this one, I'm just checking here on my end.  Your account is password-enabled.  So for this ####, we can reset your password now on this help service password.  So can you go to the site?  It's myid.accenture.com.  Okay.  And then can you select the second option, this help service password request slash unlock?  Yeah.  Okay.  Okay, and then enter your Accenture email.\nSpeaker 3: Do I do I forgot my password?  Oh, yeah, I forgot my password.\nSpeaker 2: Yeah, I forgot my password.  Select that option.\nSpeaker 3: Check my mobile phone.  Okay.  Okay.  Now I just got in, so now I don't know how that happened.\nSpeaker 2: What is that again?\nSpeaker 3: Now I logged into my computer somehow.  I don't know how all of a sudden it logged me in.\nSpeaker 2: Maybe your facial recognition?  But since you are now logged into your laptop as well, we can just set up the PIN.  I'll be helping you to set up the PIN as well.\nSpeaker 3: Where do I go to do that?\nSpeaker 2: Okay, just press the Windows button and search for PIN.\nSpeaker 3: Okay.\nSpeaker 2: Oh, sorry.  It's trying to connect to the Internet.  It's going to be in a minute.  Yeah.  Maybe the issue here as well is you are not connected to the Internet.\nSpeaker 3: No, I'm connected now, so I'm looking at the PIN, setup PIN.\nSpeaker 2: Yes, setup PIN, sign in.  And then can you select the Windows Hello?  It's still loading.\nSpeaker 3: Okay.\nSpeaker 2: Pin Windows Hello.\nSpeaker 3: Okay.  It says change your pin.\nSpeaker 2: Can you select the I forgot my pin option at the bottom part?  Yes.  Yeah.  Just click that one.\nSpeaker 3: This is an approved request on my Microsoft Authenticator app.\nSpeaker 2: Yeah, it will just notify your Microsoft Authenticator app.  Just enter the code that is displayed on the screen, okay?  Okay.\nSpeaker 3: Okay, it said, let's try something else.  It wouldn't work.\nSpeaker 2: Okay, for this one, ####, can we do a remote session as well so that I can help you setting up your pin?\nSpeaker 3: Yes.\nSpeaker 2: Okay, I'll be pinging you on Microsoft Teams.  Just click the link that I'll be sending to you, okay?\nSpeaker 3: Okay.\nSpeaker 2: Okay, just wait a sec.  Okay, we are unchecked.  Okay, this one, can you click that link?  I already sent it to you on Microsoft Teams?  and it will automatically download once you click that link, and then just open the file once it is downloaded, okay?\nSpeaker 3: Okay.  Okay.\nSpeaker 2: Okay, now connect it.  Can you click OK?  Yes.  OK.  Let me just check.  One more time.  Okay, wait a sec.  For this one, ####, while checking this one here on my end as well, can we continue this one now on the remote session while I'm helping you with this issue?  Rest assured, I'll be helping you with this issue, okay?  You can use the chat box here to communicate.\nSpeaker 3: Okay, so hang up the call, you mean?\nSpeaker 2: Yeah, yeah, and let's continue on the remote session, okay?  Okay, thank you.  Bye.  Okay, thank you so much, and have a wonderful day.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they were locked out of their computer. Their PIN wasn't working, and neither was the FACE ID login. They also didn't remember their password. The helpdesk agent, after verifying ####'s information, guided them to the password reset portal. Miraculously, #### was suddenly able to log in. The agent then offered to help set up a working PIN. After some initial troubleshooting, the agent initiated a remote session via Microsoft Teams to further assist with the PIN setup, and ended the phone call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with logging in and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call, which is the login issue and the resolution process. The summary is coherent, with a clear structure and flow that makes it easy to understand. It accurately reflects the events of the call, including the sudden ability to log in and the subsequent remote session for PIN setup. However, it omits some details, such as the specific error messages and the initial troubleshooting steps before the remote session. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with being locked out of their computer and the helpdesk agent's assistance. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's problems with their PIN and FACE ID login, as well as the helpdesk agent's guidance to the password reset portal. The summary also accurately describes the sudden resolution of the login issue and the agent's subsequent assistance with setting up a working PIN.\n\nHowever, the summary could be considered incomplete, as it does not mention the initial automated message about the high call volume and performance issues with MyT. Nevertheless, this information is not crucial to the main topic of the employee's issue and the helpdesk agent's assistance.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (login problems with PIN, FACE ID, forgotten password)\n2. Mentions the verification process\n3. Notes the unexpected resolution (sudden login)\n4. Includes the agent's attempt to help with PIN setup\n5. Concludes with the remote session initiation\n\nThe summary is concise yet comprehensive, maintaining good coherence by presenting events chronologically. It's relevant, focusing on the core problem and resolution attempts without including unnecessary details. The language is clear and professional.\n\nMinor improvements could include:\n- Mentioning that the agent first attempted to guide through myid.accenture.com\n- Noting the Microsoft Authenticator verification attempt\n- Including that the PIN setup initially failed before moving to remote support\n\nHowever, these are minor details, and the summary successfully captures the essence of the interaction while remaining brief and focused.",
        "claude_score": 9.0
      }
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    "instance_id": "34f34b0b-f74f-435e-8447-816d6061f9d7",
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    "predicted_text": "An Accenture employee, ###, called the CIO Service Desk because they were unable to log in to login.microsoftonline.com. They received a \"timed out\" error message despite entering the correct credentials. The helpdesk agent, ###, confirmed the employee's details and placed the call on hold to investigate. Upon returning, the agent discovered that the employee was a new hire and explained that it typically takes 24 hours for new accounts to be fully activated and accessible across all Accenture systems. The agent advised the employee to consult with their HR partner or team lead for further guidance. The call concluded with the agent informing the employee about a feedback survey and thanking them for calling.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Applications... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with... If you are unable to log into your PC, due to an error, the login screen that your account has been disabled, press 9.  If you have forgotten your password, it has...\nSpeaker 2: Hi, this is ###.  Thank you for calling CIO Service Desk.  Can I have your employee number?\nSpeaker 3: Hi, ###.  My employee number is ###-#####-#######.\nSpeaker 2: Thank you.  And can I confirm your enterprise ID?\nSpeaker 3: ############.\nSpeaker 2: ######.  And in case this call got disconnected, can I have a callback number as well?  ############.  So much.  And how can I help you today?\nSpeaker 3: So I got my user ID and password to log in.  And I'm trying to log in to login.microsoftonline.com.  and I put ###################### and I put my password.  It is saying, sorry, you're timed out, please sign in again.  When I'm trying to sign in again, it is still saying the same message.\nSpeaker 2: I see.  So basically, you're trying to sign in to the Microsoft site, but it's saying that it's time up.  Yeah.  As I said, I'll be assisting you with this unkit, and I'm sorry for the inconvenience.  So, what I'm going to do is, So to check further, can I put the call on hold for about two or three minutes so that I could check on my resources regarding for this issue?  Sure, please.  Thank you.  I'll be back.  Thank you for waiting and staying the line.  So can I confirm again the website that you're trying to access?\nSpeaker 3: It is login.microsoftonline.com.\nSpeaker 2: I see.  Just to confirm, are you a new joiner or when is your... I see.  When is your official start date on Accenture?  Today.  I see.  So in logging into some sites and apps or some sites on Accenture, since this is your first day in logging in, so sometimes it needs at least 24 hours for your account to be used in logging in.  That's why you're having that kind of error.  So I highly suggest to consult with your HR partner or your lead regarding for this, and they can advise you afterwards what are the next things that you need to do.  Again, since you just joined Accenture, It would require at least 24 hours for your account or for you to sign in to some Accenture sites and apps.\nSpeaker 3: Okay.  Got it.  Thank you.\nSpeaker 2: Great.  Is there anything else I could help you with?  Absolutely, #######.  Thank you.  Great.  So, as a resolution, you'll be receiving a survey via email.  So, if you have some feedbacks, please provide them.  Thank you and have a great day.  Have a good day.  Thank you.  You're welcome.\n</call_transcript>\n<summary>\nAn Accenture employee, ###, called the CIO Service Desk because they were unable to log in to login.microsoftonline.com. They received a \"timed out\" error message despite entering the correct credentials. The helpdesk agent, ###, confirmed the employee's details and placed the call on hold to investigate. Upon returning, the agent discovered that the employee was a new hire and explained that it typically takes 24 hours for new accounts to be fully activated and accessible across all Accenture systems. The agent advised the employee to consult with their HR partner or team lead for further guidance. The call concluded with the agent informing the employee about a feedback survey and thanking them for calling.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with logging in, the investigation by the helpdesk agent, and the resolution provided. It is relevant, focusing on the main topic of the login issue and the necessary waiting period for new accounts. The summary is coherent, with a clear structure and logical flow of ideas. It accurately reflects the details of the call, including the error message, the agent's actions, and the advice given to the employee. However, it omits the initial steps of the call, such as the employee providing their ID and callback number, which could be considered minor but relevant details. Overall, the summary provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with logging in to login.microsoftonline.com and the resolution provided by the helpdesk agent. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's issue, the agent's investigation, and the resolution provided. The summary also accurately conveys the agent's advice to the employee to consult with their HR partner or team lead.\n\nThe summary is complete, covering the main problem and resolution. However, it does not mention the employee's start date, which is an important detail mentioned in the call transcript. Despite this, the summary still provides a fair description of the main concerns and resolutions.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: The summary is concise while including all essential details, avoiding unnecessary information from the IVR system.\n2. Relevance: It focuses on the core issue (login problem) and its resolution (24-hour waiting period for new accounts).\n3. Coherence: The summary follows a logical flow from problem identification to resolution, making it easy to follow.\n4. Accuracy: All stated facts match the transcript, including the website URL, the nature of the error, and the solution provided.\n5. Completeness: The summary captures both the problem (login issues) and resolution (wait 24 hours and consult HR/team lead), including the final step about the feedback survey.\n\nThe only minor improvement could be mentioning that this was the employee's first day at Accenture more explicitly at the beginning to provide immediate context for the issue.",
        "claude_score": 9.0
      }
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    "instance_id": "25e0ee10-8e6c-4b90-95d3-f07b7d791b64",
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    "predicted_text": "An Accenture employee, ####, calls the Service Desk because they are locked out of their account after a name change and subsequent deletion of their old enterprise ID from the Microsoft Authenticator app. This has resulted in the loss of access to email, Teams, and all Accenture resources. The employee's people lead has already verified their identity.\n\nThe Service Desk agent, ####, generates a temporary access pass for the employee to enable phone sign-in on the Authenticator app. However, after entering the temporary access pass, the employee receives an error message stating their account is temporarily locked. The agent advises the employee to wait 30 minutes for replication and then generate a new temporary access pass at mypasswordless.accenture.com. The employee points out that they cannot access that site without signing in, which requires a password they don't have. The agent then tells the employee to call back after 30 minutes.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  To check if your account is passwordless, please visit go.accenture.com/gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  Please enter your eight-digit personnel number so we can locate your details if you are a contractor or do not.\nSpeaker 2: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the Service Desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: Hi, thank you for calling Service Desk.  This is ####.  May I have your personal number or your Enterprise ID, please?\nSpeaker 4: Yeah, it's #########.\nSpeaker 3: It's #########.  Yes.  Thank you.  Will you also provide me your callback number?\nSpeaker 4: It's ############.\nSpeaker 3: Will you please confirm it to me, your Accenture email?  Your Accenture...\nSpeaker 4: ###################################.\nSpeaker 3: Thank you, ####.  And I'm going to help you today.\nSpeaker 4: Yeah.  I got locked out and all of my data and Accenture access got deleted.  I've been on the phone for 24 hours.  They sent this to my people lead, an email to verify my identity.  And he said he approved it this morning, ############.  So do you want me to give you the incident number?\nSpeaker 3: Okay, so... Okay, just give me a moment.  So just to confirm.  You're calling because...\nSpeaker 4: Because I don't have access to email or Teams or anything, yeah.\nSpeaker 3: On your laptop or on your phone?\nSpeaker 4: Both, both.  Everything's gone.  because this person I was working with yesterday told me because I went through a name change to delete my old... Accenture in my old, in my Microsoft Authenticator, the one that had my old enterprise ID, and then it deleted everything, including my phone number at Accenture.\nSpeaker 3: Okay.  So you were on the verification process, is that what you mean?\nSpeaker 4: Yes, yes.  So my people got the email in the morning, he said he verified it, he approved it, and he said...\nSpeaker 3: Okay.  Will you please provide me now the incident number?\nSpeaker 4: The incident number is ########.\nSpeaker 3: Okay.  Let me check, okay.  Okay, just give me a moment, okay?\nSpeaker 4: Yeah.\nSpeaker 3: Let me check and review this ticket number that you provide.  And I just want to inform you that I'm here to assist you and I do understand.  or the situation that you have right now, okay?  So... Okay.  Will you please confirm it to me?  The... The manager who approved the vouching will provide you the internet number?\nSpeaker 4: Yeah, my people, it should be ############.\nSpeaker 3: Okay.  And will you please also provide me again your personnel number?\nSpeaker 4: It's #########.\nSpeaker 3: Okay, got it.  So you pass in the verification, so just give me a moment.  Okay.  So you have an Authenticator app downloaded on your phone, right?  Yes.  Are you able to access your Authenticator app right now?  Hello, ####.  Yes, one second.\nSpeaker 4: One second, I'm looking for it.  My manager is texting me on the phone.  All right.  Authenticator.  Yeah, I have my authenticator open.\nSpeaker 3: So you're able to access it?\nSpeaker 4: One second.  I need to close out of all of these because it's going into the main, the same thing.  So give me a second.  Microsoft Authenticator.  Okay, yes, now I'm there.  So I go to ################################, enable phone sign-in, correct?\nSpeaker 3: Okay, don't click the enable phone sign-in.  We need to generate temporary access pass first, okay?  Yes.  So just give me a moment.  Let me generate it here at my end first, okay?\nSpeaker 4: Yes.\nSpeaker 3: Okay, thank you, ####.  So while waiting for your temporary access pass, may I put this going on for about two minutes?\nSpeaker 4: Yeah, yeah, sure.\nSpeaker 3: Okay.  So please stay in the line and I'll get back to you once your temporary access pass is already available.  Hi, ####.  Thank you for patiently waiting.\nSpeaker 4: Okay.  Yeah.\nSpeaker 3: Okay.  Okay.  So please click now to enable phone sign in since your temporary access pass is already available.  So click the enable phone sign in now.\nSpeaker 4: Okay.  And then continue?\nSpeaker 3: Yes, that is correct.\nSpeaker 4: By the way, we did this two, three times yesterday.  It worked, and then two hours later, I lost it again.  Okay, let's go.  Tell me, what's the temporary?\nSpeaker 3: Okay, it's lowercase for apple.\nSpeaker 2: Okay.\nSpeaker 3: Lowercase q for queen.\nSpeaker 4: Okay.\nSpeaker 3: Number two.  And sign or shift sign.  Seven on the keyboard.  Lowercase C for dog.  Uppercase C for Charlie.  Lowercase M for Mary.  And lowercase B for boy.\nSpeaker 4: Okay, AQ2 at BCMB.\nSpeaker 3: And, and, not at.  Okay.  And sign.  Shift seven on the keyboard.\nSpeaker 4: Oh, my God.  Okay.  Wait.  Say that again.\nSpeaker 3: A, Q, 2, and sign or shift seven.\nSpeaker 4: I'm on my iPhone.  So, if it's, there's no shift seven.  N, what do you mean by?  Oh, N, N, N, okay, N, got it, got it, got it.  Okay, so AQ2N, uppercase C, or what is it?\nSpeaker 3: N, D for dog, lowercase D for dog, uppercase C for #######, lowercase M for ####, and lowercase B for boy.\nSpeaker 4: Okay, AQ2N, D, C, and B.\nSpeaker 3: That is correct.\nSpeaker 4: Your account is temporarily locked to prevent unauthorized use.  Try again later, and if you still have trouble, contact your admin.\nSpeaker 3: I'm sorry, what's the error?\nSpeaker 4: It's saying your account is temporarily locked to prevent unauthorized use.\nSpeaker 3: Okay.  So, you have to wait for about 30 minutes, and then you have to... Okay.  ...do a... to click the enable phone sign-in, but you have to wait for this.  I'm going to generate.  Okay, so just wait for about 30 minutes replication time for that, since that is a temporarily locked out.  And go to the mypasswordless.accenture.com.  You need to generate the temporary access pass on your end before you enable your phone sign-in again, okay?\nSpeaker 4: Wait, so I don't need to call you.  I go to.  what do I so I can just go to my password?\nSpeaker 3: Yes, and then click is a temporary access pass.\nSpeaker 4: It's saying these are blocks and then If I get to go to mypasswordless.accenture.com, I need to sign in.  And when I need to sign in, it's asking me for my password.  I cannot access anything.  Teams, I can't access email, I can't access my workday, any Accenture website I cannot access.\nSpeaker 3: Well, all you have to do is just wait for the replication.  sign for that for about 30 minutes.  Since your account got locked, Temporarily locked.\nSpeaker 4: Okay, so after 30 minutes, when I go to mypasswordless.accenture.com, it's not going to let me go in there even after 30 minutes because even right now it's asking for a password.  Do you get what I'm saying?\nSpeaker 3: So you have to call it back after 30 minutes.\nSpeaker 4: Okay, I'll call it back.  Thank you.\nSpeaker 3: You're welcome.  Thank you.\n</call_transcript>\n<summary>\nAn Accenture employee, ####, calls the Service Desk because they are locked out of their account after a name change and subsequent deletion of their old enterprise ID from the Microsoft Authenticator app. This has resulted in the loss of access to email, Teams, and all Accenture resources. The employee's people lead has already verified their identity.\n\nThe Service Desk agent, ####, generates a temporary access pass for the employee to enable phone sign-in on the Authenticator app. However, after entering the temporary access pass, the employee receives an error message stating their account is temporarily locked. The agent advises the employee to wait 30 minutes for replication and then generate a new temporary access pass at mypasswordless.accenture.com. The employee points out that they cannot access that site without signing in, which requires a password they don't have. The agent then tells the employee to call back after 30 minutes.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with account access, the steps taken by the Service Desk agent, and the final advice given. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are clear, making it easy to follow the sequence of events. The information is accurate, reflecting the conversation accurately without any misleading details. However, it misses some minor details, such as the employee's frustration with having tried the process multiple times before and the specific error message wording. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's account lockout issue and the Service Desk agent's attempts to resolve it. The summary has a clear structure, making it easy to follow and understand.\n\nIn terms of accuracy, the summary correctly states the employee's problem, the agent's actions, and the outcome. However, it does not mention the initial automated message about performance issues with \"my key\" and the gone phishing page, which is not directly related to the employee's issue but is part of the call transcript.\n\nThe summary is mostly complete, describing the main problem and the attempted resolution. However, it does not mention the employee's frustration with having tried the same solution multiple times the previous day, which is a relevant context.\n\nOverall, the summary is well-written, accurate, and concise, but could be improved by including a bit more context and detail.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (account lockout after name change)\n2. Identifies the context (deletion of old enterprise ID from Authenticator)\n3. Mentions the verification by people lead\n4. Details the attempted solution (temporary access pass)\n5. Accurately describes the outcome (locked account error)\n6. Includes the final resolution attempt (wait 30 minutes and call back)\n\nThe summary is concise while maintaining all crucial information. It follows a logical structure, starting with the problem, moving through the attempted solution, and ending with the resolution. The information is accurate and matches the transcript without any misrepresentations.\n\nOne minor improvement could be mentioning that the employee had previously attempted similar solutions without success (\"we did this two, three times yesterday\"), as this provides important context about the recurring nature of the issue.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, #######, contacted the IT helpdesk because they were locked out of Microsoft Teams and OneNote, likely due to a recent Adobe Creative Cloud update triggering a compliance issue. After navigating the automated phone system, ####### spoke with a helpdesk agent who verified their identity using their eID and callback number. The agent confirmed the compliance issue and arranged for a remote technician to remediate the problem. The agent instructed ####### to visit 123rescue.com, enter a provided code (100586), download and run the eRescue application, and wait for the technician to connect remotely. The agent then transferred the remote session to the technician to resolve the issue.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, press 0.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.\nSpeaker 3: If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.\nSpeaker 2: If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.\nSpeaker 3: If you are passwordless, press 1 to speak to a live agent or use the site.\nSpeaker 4: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 5: The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 4: All agents are currently assisting other ca-.\nSpeaker 6: Hi, this is ######.  May I have your personal number, please?\nSpeaker 7: My personnel number or my cell phone number?\nSpeaker 6: Yeah, personal number or your ID number.\nSpeaker 7: I don't know what it is because I have it saved in my OneNote and I'm locked out of my OneNote right now.\nSpeaker 6: Okay, it's okay.  Let me have your eID instead.  Can you please spell it out for me so I can pull up your account here in my end?\nSpeaker 7: Yes.  It's ################, #############, period, #, as in #####, period, #########.\nSpeaker 6: ###########.\nSpeaker 7: #########, yeah, that's the last chunk of it.  Do you want me to repeat the whole thing?\nSpeaker 6: Yeah, sure.\nSpeaker 7: #############, period, #, period, #########.\nSpeaker 6: #########.\nSpeaker 7: Yeah.\nSpeaker 6: Thank you so much, #######.  Did I pronounce your name right?\nSpeaker 7: Yes.\nSpeaker 6: Okay, yeah.  Let me try and pull up your account here in my end, #######, while waiting.  May I have also your callback number?\nSpeaker 7: Yes, ############.\nSpeaker 6: Thank you.  Okay, I'm still trying to pull up your account here in my end, #######, while waiting.  How may I help you today?\nSpeaker 7: So I'm pretty sure this is ... like I'm locked out of my Microsoft Teams and my OneNote application, and I'm pretty sure it's because my Creative Cloud, like the Adobe stuff, I think it was...out of compliance, I needed to, so I did the update this morning, so all of my Creative Cloud apps are updated now, but for some reason I think I'm already locked out.\nSpeaker 6: Okay, just to confirm, you are locked out due to compliance, correct?  Yeah.  Okay.\nSpeaker 7: Yeah.\nSpeaker 6: I'm able to come to my email, but... Okay, go on.\nSpeaker 7: Sorry, I was able to get into my email, but, like, Microsoft Teams has the little pop-up, and it says the, like, single sign-on, you cannot access this right now.\nSpeaker 6: Okay.  Hi, I do my best to help you with that, #######.  For this one, let me go ahead and check my resources here on my end and further investigate your machine and also your account.  I'll be back for an update.  Can it be second hold for one to two minutes?  Is that okay for you?  Yep.\nSpeaker 7: Yep, that's fine.\nSpeaker 5: Thank you so much.\nSpeaker 6: Hello, #######.  Hello.  Yeah, thank you so much for patiently waiting on the audio line, #######.  Yes, we're checking your account is under compliance and under SOFTA, so I mean, under conditional access.  So what we'll do here now is that I will ping one of our available technicians here in my end, if there's an available technician, to remediate your machine, okay?  Okay.  Okay, yeah, let's go ahead and do that.  I'm still preparing your ticket here and will ping them if they're available technicians.  So can I please hold again for one to two minutes?  I'll be back for an update.  Thank you.  Thank you.  Hello, #######?  Hi.  Hi, thank you so much for patiently waiting on the other line.  I do have, you know, an available technician to remediate their machine.  So let's have a remote session so I can transfer the remote to them.  Can you just go to any browser, #######, and type 123rescue.com.  And tell me if it's asking a code.  123rescue.com.\nSpeaker 7: Wait, I have to go to 123rescue.com?\nSpeaker 6: Yeah, on your browser.  Any browser will do.  Okay.  Okay.  So the code is 100.\nSpeaker 7: Oh, wait, is it like, it's called like Plesk?\nSpeaker 6: 123rescue.com.  Okay, 123rescue.com.\nSpeaker 7: Oh, yeah, I went to the wrong one.  Okay, sorry.  Can you say that?  I see a little thing to put your pin in now.\nSpeaker 6: Okay, the code is 100586.  1-0-0-5-8-6 and then download.  Okay.  Okay, and then go to your download folder and open the file.\nSpeaker 7: Okay, I see a little pop-up, support, login, eRescue is an app downloaded from the internet.  Are you sure you want to open it?  Okay, I'll open it.  Okay, so it's waiting for a technician.\nSpeaker 6: Okay.  You can just click OK.  OK.  OK.  So I will now transfer this remote session to an available technician.  OK.  Okay.  So, yeah, just wait for the technician to remote your end.  Just stay in the remote session, okay?\nSpeaker 7: Okay.\nSpeaker 6: Okay.  Yeah, thank you so much.  #######, have a nice day.  Bye.  Stay safe.\nSpeaker 7: Thank you.  You too.\nSpeaker 6: Bye-bye.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk because they were locked out of Microsoft Teams and OneNote, likely due to a recent Adobe Creative Cloud update triggering a compliance issue. After navigating the automated phone system, ####### spoke with a helpdesk agent who verified their identity using their eID and callback number. The agent confirmed the compliance issue and arranged for a remote technician to remediate the problem. The agent instructed ####### to visit 123rescue.com, enter a provided code (100586), download and run the eRescue application, and wait for the technician to connect remotely. The agent then transferred the remote session to the technician to resolve the issue.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue, the verification process, and the steps taken to resolve the problem. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key details from the transcript without any false or misleading information. However, it misses some minor details, such as the initial automated prompts and the repeated attempts to enter the personnel number, which could provide a fuller picture of the call's context. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with being locked out of Microsoft Teams and OneNote, and the steps taken to resolve the problem. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly identifies the problem, the steps taken by the helpdesk agent, and the proposed resolution. It does not contain any false or misleading information. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, some minor details, such as the initial automated phone system interactions, are glossed over, but these are not crucial to understanding the main issue and its resolution. Overall, the summary does an excellent job of distilling the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple aspects:\n1. Conciseness: It efficiently captures the key points without unnecessary details\n2. Relevance: All information directly relates to the technical issue and its resolution\n3. Coherence: The summary follows a logical flow from problem identification to solution steps\n4. Accuracy: Details such as the website (123rescue.com), code (100586), and the nature of the issue (compliance-related lockout) are correctly represented\n5. Completeness: It covers the main problem (lockout from Teams/OneNote due to compliance), the verification process, and the resolution steps\n\nMinor improvements could include mentioning that the user could still access email despite the lockout, which provides context about the scope of the issue. However, this is a relatively minor detail, and the summary effectively captures the essential elements of the interaction.\n\nThe summary achieves its primary goal of providing a clear, accurate, and well-structured account of the helpdesk interaction.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, ####, who recently transferred from AFS to LLP, contacted the IT helpdesk because they cannot access Outlook, OneDrive, or Microsoft 365 on their new LLP laptop. They receive a bounce-back message when someone tries to email their Accenture address, indicating the address doesn't exist. The helpdesk agent confirmed the employee has a license and initiated a remote session to troubleshoot. The agent discovered the employee could access an old Accenture email account via the web but couldn't receive new emails. The employee confirmed their manager has been trying to send emails to the Accenture address without success, and sending it to their AFS email worked, but the links are inaccessible. Since the manager is unavailable, the agent suggested sending a notification to the manager.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.\nSpeaker 2: For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please.\nSpeaker 5: Hi, this is ####.  Can I have your employee number?  ##########.  Thank you and also please confirm your phone number.\nSpeaker 6: Area code ############.\nSpeaker 5: Thank you and also your enterprise ID.  Thank you so much, ####.  How can I help you today?\nSpeaker 6: Hi.  I recently transferred back from AFS to LLP.  I have my LLP laptop.  However, I am unable to access my Outlook, OneDrive, or get a license for Microsoft 365.  It's telling me that I don't have access.  I'm trying to figure out how to get that set up.\nSpeaker 5: Okay.  Regarding that, ####, I do apologize for this inconvenience, but since you've been a land HMFS tool, it will be of concern.  And just to make sure I did correctly, you were just transferred from EFS back to LLP.  and you receive your new laptop right now for LLP, but you're not able to log in to your Outlook and other Office 365 applications, am I correct?\nSpeaker 6: Yes, and I also was trying to troubleshoot with AFS.  She sent a test message to my email address, and she said she got a bounce back saying that that email address does not exist.\nSpeaker 5: Okay, give me a moment, ####.\nSpeaker 6: Okay.\nSpeaker 5: Okay, as per checking here, my annual license was already enabled, so you have already a license.  So regarding this one, ####, can I put the call on hold for about two to three minutes?  I need to check part of my resources regarding this one.\nSpeaker 6: Okay.\nSpeaker 5: Thank you.  Please stay on the line.\nSpeaker 6: Yeah, there's... Thank you for patiently waiting on the line, ####.  Okay, regarding this one, ####, we will initiate a remote session so that I can check further, okay?  I'm sorry?  We will initiate a remote session on your laptop right now so that I can check further.\nSpeaker 5: I'm sorry, you're initiating what?  We will initiate a remote session on your laptop so that I can check further.  Do you need me to go to that 123 you logged me in or is that what it is?  Yes, please go to 123rescue.com.\nSpeaker 6: Rescue?  Okay.  123rescue.com.  Okay, it's asking for a PIN.\nSpeaker 5: Okay, give me one moment.  Okay, your PIN is 49703.  Okay.  And after you click start download, please run the file as administrator, okay?  OK, please click OK.  OK.  So for this one, allow me to navigate your laptop first, OK?  And for this one, we will try to access your Outlook via web.  If we can't access, then we need to reinstall your Office application.\nSpeaker 6: It's actually right, it's right there.\nSpeaker 5: So this is an Accenture already?  I'm sorry?  This is an Accenture email already, right?  This is your Accenture email?\nSpeaker 6: Right, but that was when I, so that was before I transferred to AFS.  That was, that's from ####.  That's all I can get.  I can't get anything from, that's current.\nSpeaker 5: Okay, so for this one, you can access your email on your web, right, or via web.\nSpeaker 6: No, I cannot get any recent email.  I can get to the web now, but it's not replicating.  That email is from ####.\nSpeaker 5: Okay, you can access, but you cannot receive the updated email or new emails, right?  Right.  I will try to send an email to you, and we will check if you can receive, okay?  Give me a moment.  Because as we're checking here, you can also access your Teams.  Okay, I just sent you a mail.  So for this one, ####, you can receive a new email.  Since you were just transferred from EFS to LLP, it means that some emails must be, I mean, maybe it was already deleted or was missing already or was not sent to your account already since you were just transferred.  So you need to start again.  restart the computer?  Is that what you're saying?  I mean your laptop.  I mean your account.  Give me a moment.  Okay, let me confirm, did you ask your manager to send you an email if you can't receive already?  I'm sorry?  Did you try to reach out to your manager?  Or did you try to test an email from your manager?\nSpeaker 6: They have been trying to send me messages this week and I'm not getting any of them.  So I need the messages to onboard to a new project and I can't get the email.\nSpeaker 5: Okay.  And also, did your manager write sending an email to this Accenture email, not on your AFS?\nSpeaker 6: They sent it to Accenture email.  I wasn't getting it, so they sent it to my AFS to see if I could access it that way.\nSpeaker 5: The email went through to AFS, but I can't access any of the links because everything's on Accenture.  So the email was?  for your federal email, right, instead of Accenture?\nSpeaker 6: No, they sent it to Accenture.  It did not go through, so they tried sending it to my AFS email.  It went through to my AFS email, but I could not access them from AFS because they are Accenture-specific.\nSpeaker 5: Okay.  Can you try to reach out to your manager right now and ask if he can send you an email for the onboarding?\nSpeaker 6: No.  I can't reach out to them now.  They're not in one.  They're off today.  It's Friday.\nSpeaker 5: Okay.  Can you try to send a notification?  Yes.  Send a notification to your manager.\n</call_transcript>\n<summary>\nAn employee, ####, who recently transferred from AFS to LLP, contacted the IT helpdesk because they cannot access Outlook, OneDrive, or Microsoft 365 on their new LLP laptop. They receive a bounce-back message when someone tries to email their Accenture address, indicating the address doesn't exist. The helpdesk agent confirmed the employee has a license and initiated a remote session to troubleshoot. The agent discovered the employee could access an old Accenture email account via the web but couldn't receive new emails. The employee confirmed their manager has been trying to send emails to the Accenture address without success, and sending it to their AFS email worked, but the links are inaccessible. Since the manager is unavailable, the agent suggested sending a notification to the manager.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the employee's transfer, issues with accessing Outlook, OneDrive, and Microsoft 365, and the troubleshooting steps taken by the helpdesk agent. It is relevant and focuses on the primary issue of email access and the steps taken to resolve it. The summary is coherent, with a logical flow of ideas that make it easy to follow. It is mostly accurate, but it misses some details, such as the specific troubleshooting steps like initiating a remote session and the exact nature of the email issues. The summary also omits the fact that the employee's manager is unavailable because it is Friday. Overall, it provides a fair description of the main problems and resolutions but could be slightly more detailed.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issues and steps taken during the call within a brief length. The information presented is relevant to the main topic, focusing on the employee's access issues with Outlook, OneDrive, and Microsoft 365. The summary has a clear structure, starting with the problem, then describing the troubleshooting steps, and ending with the current state of the issue, making it coherent and easy to follow. The summary is accurate, reflecting the information provided in the call transcript without any false or misleading information. However, the summary could be considered incomplete as it does not mention the final resolution or next steps beyond suggesting the employee send a notification to their manager. Despite this, the summary covers the main concerns and actions taken during the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the context (employee transfer from AFS to LLP)\n2. Accurately describes the main issues (access problems with Outlook, OneDrive, Microsoft 365)\n3. Includes the troubleshooting steps taken (license check, remote session)\n4. Correctly explains the email situation (old emails visible, new ones not coming through)\n5. Accurately describes the attempted workaround with AFS email\n\nThe summary is concise while maintaining all crucial information, has good flow, and is factually accurate. It's coherent and easy to follow. However, it could have mentioned that this was potentially related to the transfer process and that the resolution wasn't fully achieved during the call. Also, it didn't mention the initial system announcement about phishing issues, though this may not have been directly relevant to the specific case.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "b21c859f-1363-4433-9c5f-57eba7928c8c",
    "train_trial_index": 0,
    "predicted_text": "An employee, ######, contacted the VA Service Desk to request an international plan for their AT&T iPhone 14 Pro before a work trip this afternoon. After verifying the employee's ID and contact information, the helpdesk agent, ######, created an incident ticket to forward the request to the appropriate support team. The agent collected the phone's serial number and confirmed the phone number. The employee requested the ticket number be emailed and inquired about the processing time, emphasizing the urgency due to their imminent departure. The agent assured them the ticket would be flagged for urgent assistance.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, surface, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: If you are a contractor or do not know your Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue.\nSpeaker 4: Hello, thank you for calling VA Service Desk.  This is ######.  Can you provide me your personal number or your employee ID number?  ###############.  Permit to confirm ###############.\nSpeaker 5: Yeah, that's correct.\nSpeaker 4: I'll now go ahead and check your account.  Can you provide to me your callback number?  ############.  Thank you.  And your Accenture email?\nSpeaker 5: #################################.\nSpeaker 4: Thank you.  Can you provide to me your preferred name or how do you want me to call you?  ######.\nSpeaker 5: ######.\nSpeaker 4: Thank you so much, ######.  And how can I help you today?\nSpeaker 5: Yeah, I am leaving this afternoon on a work trip to ######, #####.  And I need to make sure that my phone has, you know, is set up so that I have an international plan.\nSpeaker 4: Okay.  I can understand with this.  So for me to confirm, ######, you wanted to set up your FOA regarding this international plan, right?\nSpeaker 5: That's correct.\nSpeaker 4: Okay.  So what we're going to do here, I don't understand this, but we'll do our best to help you regarding what you're concerned, okay?  So since you are going internationally and you wanted to set up your international plan, I'll be reaching out first to our referrals so that we can be able to assign you tickets to the support so that they can help you out and assist you.  regarding with your request, okay?  May I put you on hold for at least 10 minutes and I get back to you?  Yep, that's fine.  Thank you.  Hello, thank you for waiting on the line, ######.  So right now, I'll be creating an incident ticket number for this, and we will be assigning this to our support.  that handles the international plan request for assistance.  But before that, I will be creating, I'll be asking some questions from you, okay?\nSpeaker 5: Yeah, that's fine.\nSpeaker 4: Okay, so can you provide to me your carrier?\nSpeaker 5: AT&T.\nSpeaker 4: AT&T, thank you.  And also, can you provide to me as well the serial number of your phone?\nSpeaker 5: Yeah, that's going to take a minute.  Where do I find the serial number?\nSpeaker 4: Yes, so on your settings, open the settings on your phone and search for serial number or the IMEI.\nSpeaker 5: So there's a VPN device management, legal and regulatory, about.\nSpeaker 4: Yes.\nSpeaker 5: What's your phone?  Yeah, serial number.  I got it.  It's # as in ####, ###, # as in #####, # as in ###, ##, # as in #####, #.\nSpeaker 4: Okay, thank you so much.  And can you provide to me the make and model of your phone?\nSpeaker 5: It's an iPhone 14 Pro.\nSpeaker 4: Okay.  Okay, thank you so much.  And also, The phone number that you provided will be the phone that you're using, right?\nSpeaker 5: That's correct.\nSpeaker 4: Okay, thank you.  I'll take note as well here on my end.  So I'll be providing you the incident ticket number to serve as your reference, okay?\nSpeaker 5: Yeah, if you could just email it.  I'm not in a place where I can write it down.  And when will this be, as I mentioned, I'm leaving this afternoon, when will this be processed?\nSpeaker 4: Okay.  Regarding with this, since we will be sending the ticket to our support, they will be the ones to further cater regarding with this assistance.  I'll take out of this ticket that you needed urgent assistance so that they can look up to your ticket directly.  Okay?\nSpeaker 5: Thank you.  All right.  Have a nice day.\nSpeaker 4: Have a great day and have a nice trip.  Thank you.  Bye for now.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the VA Service Desk to request an international plan for their AT&T iPhone 14 Pro before a work trip this afternoon. After verifying the employee's ID and contact information, the helpdesk agent, ######, created an incident ticket to forward the request to the appropriate support team. The agent collected the phone's serial number and confirmed the phone number. The employee requested the ticket number be emailed and inquired about the processing time, emphasizing the urgency due to their imminent departure. The agent assured them the ticket would be flagged for urgent assistance.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's request for an international plan, the verification of their information, and the creation of an incident ticket. The summary is relevant, focusing on the key aspects of the call without extraneous details. It is coherent, with a clear structure and logical flow of ideas. The information is accurate, reflecting the details from the transcript correctly. However, the summary could be slightly more complete by mentioning the specific steps the agent took, such as putting the caller on hold and instructing them on how to find the serial number. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's request for an international plan and the helpdesk agent's actions to assist them. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's request, the agent's actions, and the information collected. It also accurately conveys the employee's urgency and the agent's assurance of flagging the ticket for urgent assistance.\n\nThe summary is also complete, providing a fair description of the main problem (the employee's need for an international plan) and the resolution (the agent creating an incident ticket and forwarding the request to the support team).\n\nOverall, the summary meets all the criteria, with no notable errors or omissions.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly identifies the purpose (international plan request for work trip)\n2. Includes relevant device details (AT&T iPhone 14 Pro)\n3. Accurately describes the process (verification, ticket creation)\n4. Captures the urgency aspect and timing (afternoon departure)\n5. Notes the resolution (ticket flagged for urgent assistance)\n\nThe summary is concise yet comprehensive, maintaining a logical flow of information. It accurately reflects the conversation without including unnecessary details from the initial automated system prompts. The language is clear and professional.\n\nMinor improvement could be made by mentioning that the support team would be specifically handling the international plan request, but this doesn't significantly impact the summary's quality.\n\nThe summary meets all evaluation criteria effectively:\n- Conciseness: Excellent\n- Relevance: High\n- Coherence: Well-structured\n- Accuracy: Factually correct\n- Completeness: Covers all main points",
        "claude_score": 9.0
      }
    }
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    "instance_id": "8b46594b-c0de-46f1-918c-ec69e9e213c4",
    "train_trial_index": 0,
    "predicted_text": "A new employee, ########, called the IT helpdesk because they couldn't access https://mysinins.microsoft.com to register their MFA app. Their account was created the previous day, and they received an error message indicating an incorrect username or password. The helpdesk agent, ###, confirmed ########'s personal information and learned that ########'s manager instructed them to request a password reset ticket. The agent created a ticket and sent an adaptive card to ########'s manager for approval. ######## was instructed to call back once the manager approved the request and provided the necessary details. The agent noted that ########'s limited access was likely due to being a new hire with an official start date on Monday.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help option.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a Von Fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 3: Hi, this is the CIO.  This is ####.  May I ask for your personal number, please?\nSpeaker 4: Hey, good afternoon.  My name is ####################.  The number is # ##### #######.\nSpeaker 3: ###.  Okay.  One moment, please.  Let me just pull this up, the information.  Okay.  One second.\nSpeaker 4: All right.\nSpeaker 3: Okay.  And also, can you please confirm it to me, your enterprise ID or a censure email?\nSpeaker 4: ###############.\nSpeaker 3: Okay.  And for your callback number?  ############.\nSpeaker 4: ####.  Yes.\nSpeaker 3: Okay.  So, yeah, I would like to ask for your first name.  May I ask for your first name?\nSpeaker 4: ########.\nSpeaker 3: ########.  Okay.  All right.  Thank you for that information,########.  So, yes, how can I help you today?\nSpeaker 4: Hey, so my ID is created yesterday, okay, and I'm a new joinee.  So I'm trying to, you know, access, but it says your username or password is wrong.\nSpeaker 3: Okay.  All right.  Yeah, may I ask what you are trying to access?  What application or site you are trying to access?\nSpeaker 4: I'm basically trying to do https://mysinins.microsoft.com.  I'm trying to, you know, get access into My mobile.\nSpeaker 3: Okay.  Let me just confirm it with you, okay?  So you wanted to register your MFA app?\nSpeaker 4: That is correct.\nSpeaker 3: Okay.  So one second, please.  All right.  I would like to ask with you, do you have access on your teams right now?\nSpeaker 4: Right now, no, I don't have.\nSpeaker 3: Okay.  Okay, I get it correct now.  So, just wanted to confirm it with you, with your issue, okay?  So that I can, you know, understood correctly.  So, right now, you were trying to...\nSpeaker 4: No, basically we need to reset the password and you can submit a ticket and my manager will approve.  And once you will give the ticket number, then I will call you to reset the password.  That's what the manager told me.\nSpeaker 3: Okay, so one second please.  Just real quick.  Okay.  Yeah.  ########, is it okay if I'll be placing you on hold for at least a minute or two?  I will just get back to you right away.  Would that be okay?  All right.\nSpeaker 4: Yeah, yeah.  Absolutely.\nSpeaker 3: Thank you so much.  Please stay on the line.\nSpeaker 4: Sure.\nSpeaker 3: Yes, thank you so much for waiting on the line.  Just to give you an update right now, we are still trying to look for your information in our system and to make a ticket for you.  Because at our end, not all the applications or not all the essential links have already and access with your information.  So I would like to ask to place you again on hold for at least a minute or two so that we can process a ticket for you, okay?\nSpeaker 4: Okay, sounds good.  Thank you so much.\nSpeaker 3: Thank you.  Hello?\nSpeaker 4: Yes.\nSpeaker 3: Oh yeah, thank you for waiting on the line ########.  So for this one, I have already processed an adaptive card that has been sent to your manager.  And yeah, as you have mentioned earlier that you will going to I mean, your manager will going to ping you and your manager will provide you with some details and kindly give us a call back once your manager have approved the request, okay?  Okay.\nSpeaker 4: Sounds good.\nSpeaker 3: All right.  Yeah, before we end this call, I just wanted to make sure, when is your official start date?  Are you a new joiner?\nSpeaker 4: Monday.\nSpeaker 3: Oh, okay.  All right.  Thank you so much.  So yeah, we will be considering you as new joiners.  So that is why I cannot see so much of your information yet because you're still your new joiner.  But anyways, yeah, just wait for your manager to ping you for the information.  Okay.  And can you give us a call back?\nSpeaker 4: All right.  Sounds good.\nSpeaker 3: Thank you as well.\nSpeaker 4: Thank you so much.\nSpeaker 3: You're welcome.  Goodbye.\nSpeaker 4: Bye now.\n</call_transcript>\n<summary>\nA new employee, ########, called the IT helpdesk because they couldn't access https://mysinins.microsoft.com to register their MFA app. Their account was created the previous day, and they received an error message indicating an incorrect username or password. The helpdesk agent, ###, confirmed ########'s personal information and learned that ########'s manager instructed them to request a password reset ticket. The agent created a ticket and sent an adaptive card to ########'s manager for approval. ######## was instructed to call back once the manager approved the request and provided the necessary details. The agent noted that ########'s limited access was likely due to being a new hire with an official start date on Monday.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the new employee's issue with accessing a specific site, the steps taken by the helpdesk agent, and the resolution process. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key details from the transcript without any false or misleading information. However, it misses some minor details, such as the high call volume mentioned at the beginning and the specific instructions given by the automated system. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's issue with accessing the MFA app. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's issue, the helpdesk agent's actions, and the resolution. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, the summary could be improved by including more specific details about the error message the employee received and the exact steps the helpdesk agent took to resolve the issue. Additionally, some minor details, such as the employee's start date, could be omitted to make the summary even more concise.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary excels in multiple aspects:\n1. Conciseness: It efficiently captures the key points without unnecessary details\n2. Relevance: All information included directly relates to the user's issue and its resolution\n3. Coherence: The summary follows a logical flow from problem identification to resolution steps\n4. Accuracy: Details match the transcript precisely, including the website URL, the nature of the issue, and the resolution process\n5. Completeness: Covers all essential elements - the initial problem (access/login issues), context (new employee), process (ticket creation and adaptive card), and next steps (manager approval and callback)\n\nMinor improvements could include mentioning the initial system message about high call volume due to myKey performance issues, though this wasn't directly relevant to the caller's specific issue. Overall, the summary effectively captures the essence of the interaction while maintaining clarity and accuracy.",
        "claude_score": 9.0
      }
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    "predicted_text": "An intern, ######, contacted the IT helpdesk because they are unable to log into their new laptop and reset their password. They are a remote intern working with the legal department in ####### but located in ############. The intern has been trying to log in for a couple of weeks, but only recently received their computer. The helpdesk agent, ######, attempted to verify the intern's identity by asking for their office location and joining date. However, the intern did not have this information readily available, as it had not been provided to them. The agent advised the intern to contact their HR or manager to obtain the necessary details and then call back to proceed with the password reset.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.\nSpeaker 2: For Technology and Business Application Support, To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options.\nSpeaker 3: If you are unable to log into your PC due to an error, the login screen in your account has been disabled.  Press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.\nSpeaker 4: Thank you for calling CIO.  You're speaking to ######.  Can I have your email address or your employee ID?\nSpeaker 5: The employee ID is the first part of your email.\nSpeaker 4: Yes.\nSpeaker 5: ################.\nSpeaker 4: Could you please spell it out for me?\nSpeaker 5: ########### dot # dot ####### #####.\nSpeaker 4: Okay.  All right, ######.  Just allow me one minute.  Let me get your details.  Okay.  All right, ######.  I got your details.  Please tell me how can I help you?\nSpeaker 5: Yes.  I just got my laptop and it says to, the first instructions are just about logging in.  I can't get past the first step, the self-service password reset.\nSpeaker 4: Okay, so you want to reset your password?\nSpeaker 5: Yes, I'm just trying to, I have never, like I'm a new intern and I have not been able to sign into my ID or my email yet.  and it just says that I need more information and then it locks me out, so.\nSpeaker 4: Okay, okay, all right, ######, I got your issue.  So this is the first time you're trying to log in.\nSpeaker 5: So the interns have been trying to log in for a couple of weeks, but we just felt that we needed the computer in order to do it, so we just got the computers.  So now I'm trying to log in again.\nSpeaker 4: OK.  Let me check.  OK, so what is the first step?  You want to reset your password?\nSpeaker 5: Yes.\nSpeaker 4: OK, right.  OK, all right, ######.  Could you please tell me what is your office location?\nSpeaker 5: So we've had a problem with this.  I am totally remote.  I'm doing an internship with the legal department in #######, but I am in ############, in ############.\nSpeaker 4: And you're working with, what is the location?\nSpeaker 5: It would be the, I believe it would be the ####### office.\nSpeaker 4: Yes, okay.  And what is the joining date?\nSpeaker 5: I think I might have to just call back.  These are all the same questions I've asked before, and I don't have the answer to any of these, unfortunately.  I don't have a specific start date.  I don't have a specific unit that I'm working with.\nSpeaker 4: Yes, I understand.  But the thing is that for resetting your password, I need to do the verifications.  And that's why these are the verification questions.\nSpeaker 5: I totally understand.  I totally understand.  Um, I just, they have not provided those details to me, so I don't.\nSpeaker 4: Okay.  All right, ######.  So you just do one thing.  Let's connect on this.  Let's connect with your HR or your manager who is to whom you have the details.  So just get those details and please call us back again.  We will help you to reset your password.  Okay.\nSpeaker 5: Okay.  Absolutely.  Thank you so much.\nSpeaker 4: Okay.  All right, ######.  Thank you.  Have a great day.  Bye bye.\nSpeaker 5: You too.  All right.  Bye.\n</call_transcript>\n<summary>\nAn intern, ######, contacted the IT helpdesk because they are unable to log into their new laptop and reset their password. They are a remote intern working with the legal department in ####### but located in ############. The intern has been trying to log in for a couple of weeks, but only recently received their computer. The helpdesk agent, ######, attempted to verify the intern's identity by asking for their office location and joining date. However, the intern did not have this information readily available, as it had not been provided to them. The agent advised the intern to contact their HR or manager to obtain the necessary details and then call back to proceed with the password reset.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call. It captures the intern's issue with logging into their new laptop and the steps taken by the helpdesk agent to resolve the problem. The summary is relevant, focusing on the main topic of the password reset issue. It is coherent, with a clear structure and flow of ideas that make it easy to understand. The information is accurate and factually correct, reflecting the details from the call transcript. However, the summary could be slightly more complete by mentioning the intern's initial attempts to log in and the specific verification questions asked by the agent. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the intern's password reset issue and the helpdesk agent's attempts to assist. The summary's structure is coherent, making it easy to follow and understand. The information presented is accurate, aligning with the details provided in the call transcript. However, the summary could be considered slightly incomplete as it does not explicitly mention the initial automated steps the intern went through before speaking with the live agent, but this omission does not significantly impact the overall understanding of the main problem and resolution. Overall, the summary effectively captures the essence of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller as an intern having login issues\n2. Accurately describes their remote work situation\n3. Notes the timing (trying for weeks, just got computer)\n4. Correctly captures the verification attempt and its failure\n5. Accurately presents the resolution (contact HR/manager)\n\nThe summary is concise while including all relevant details, maintaining good coherence by presenting events in a logical sequence. It accurately reflects both the problem and the outcome without adding incorrect information. The summary successfully captures the main challenge (inability to verify identity due to missing information) and the proposed solution.\n\nMinor improvement could be mentioning that this was the intern's first attempt to log in to their account, but this doesn't significantly impact the summary's quality. The summary maintains professional tone and clarity throughout.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "0d4e62a9-8ca7-4239-ae38-d86b6fc7044b",
    "train_trial_index": 0,
    "predicted_text": "An employee, #########, contacted the IT helpdesk because their laptop was stolen and they need a replacement urgently as they are traveling on Monday. The helpdesk agent, after verifying the employee's details, found two existing tickets related to the stolen laptop: one reported to ESOC and another assigned to local tech support for replacement. The agent advised the employee to keep their line open as local tech support would contact them. The employee then mentioned they were already in contact with local tech support via Teams and were informed that laptops were available. The agent confirmed that local tech support would handle the replacement and advised the employee to communicate directly with them. The employee thanked the agent, and the call ended.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.\nSpeaker 2: For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do...\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to the on phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find...\nSpeaker 5: I'm sorry, can you repeat that?  I'm having a hard time hearing you.\nSpeaker 6: I'm sorry.\nSpeaker 5: I said, this is from the CIO service desk. Can I have your employee number?\nSpeaker 6: I'm good.  How are you?  I'm sorry.  I'm asking for your employee number.  \nSpeaker 5: Yeah, ########.\nSpeaker 6: Can you please confirm your accenture email address?\nSpeaker 5: ###################.\nSpeaker 6: Okay.  Checking one moment.  Okay.  Thank you for that #########.  Can you please provide your call back number just in case the call gets disconnected?  ###.\nSpeaker 4: ########.\nSpeaker 5: Thank you for that, #########.\nSpeaker 6: To confirm, your callback number is ############.\nSpeaker 5: Correct.\nSpeaker 6: Okay, how can I assist you?  Do you have any pending ticket number or this is brand new ticket?\nSpeaker 5: This is brand new.  Well, I have a ticket open with ASOC right now.  My laptop was lost or stolen.  yesterday, and I am back on the road on Monday and wondering what I can possibly do to get a new laptop today.\nSpeaker 6: Okay, I'll see.  I apologize for the inconvenience.  No worries.  I'll do my best to help you and we'll find out the solution, okay?  To clarify, #########, your old laptop was stolen and you already reported that today.  So, and right now you're asking how to get a new machine.  Right?  Yes.  Okay.  Yeah.  One moment.  Let me check your ticket.  Okay.  Hold on.  Okay.  I'm still checking.\nSpeaker 5: Yeah.\nSpeaker 6: Okay.  One moment.  Okay, so upon checking on your tickets, you have two tickets already.  The other one is reported to the ESOC that your laptop got stolen, and the other one was already assigned to the local tech support.  for laptop replacement.  So here's the thing, #########, just kindly always open your line.  The local tech support will reach out to you directly to help you and advise you how you can get the new machine, okay?\nSpeaker 5: Okay, so I just have to wait?\nSpeaker 6: Yes.  Can you provide your shipping address just in case by documenting?\nSpeaker 5: Yeah, ### #### ##### #####, #### ####, and that's in #######, ########.  And actually, the lady from our local tech support just messaged me on Teams, so I might be able to just work with her directly.\nSpeaker 6: Okay.  If that is the local tech support, you can kindly communicate to that person.  because they are the ones who will help you to get the new machine, okay?\nSpeaker 5: Yeah, and she said they do have laptops available, so she's going to connect me with someone on their team.\nSpeaker 6: Okay, perfect.  So if that's the case, that is great.  You're able now to connect to the local tech support.  Kindly reach out to them and communicate.  They are the ones who will provide a machine for you, okay?\nSpeaker 5: Okay, thank you.\nSpeaker 6: You're welcome, #########.  I appreciate that.  Yeah, just note everything here on your ticket.  I have to respond to her.\nSpeaker 5: Okay.\nSpeaker 6: Okay.  Thank you.  Thank you.  Bye.  Have a good day.\n</call_transcript>\n<summary>\nAn employee, #########, contacted the IT helpdesk because their laptop was stolen and they need a replacement urgently as they are traveling on Monday. The helpdesk agent, after verifying the employee's details, found two existing tickets related to the stolen laptop: one reported to ESOC and another assigned to local tech support for replacement. The agent advised the employee to keep their line open as local tech support would contact them. The employee then mentioned they were already in contact with local tech support via Teams and were informed that laptops were available. The agent confirmed that local tech support would handle the replacement and advised the employee to communicate directly with them. The employee thanked the agent, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the stolen laptop and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the initial high call volume announcement and the employee's shipping address, which could be relevant for completeness. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their stolen laptop and the helpdesk agent's assistance. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. The information presented is factually correct, matching the details provided in the call transcript, which ensures accuracy. Lastly, the summary provides a fair description of the main problem (the employee's need for a replacement laptop) and the resolution (the local tech support handling the replacement), achieving completeness. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: Efficiently presents the main points without unnecessary details\n2. Relevance: Focuses on the core issue (stolen laptop) and resolution path\n3. Coherence: Well-structured flow from problem identification to resolution\n4. Accuracy: Correctly represents the conversation, including the existence of two tickets and local tech support involvement\n5. Completeness: Covers all essential aspects - the problem (stolen laptop), urgency (Monday travel), verification process, existing tickets, and resolution path through local tech support\n\nMinor improvements could include mentioning that the shipping address was collected, though this detail is relatively minor. The summary successfully balances brevity with comprehensive coverage of the important details, maintaining clarity throughout. The resolution pathway is clearly explained, making it easy for anyone reading to understand both the situation and outcome.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "3e1cb831-0b10-41ca-bb9b-bd7dfda47bf8",
    "train_trial_index": 0,
    "predicted_text": "The call transcript shows a user attempting to reach the company's IT helpdesk. The automated system presents several options: access/password support (0), application/technology/telecom/mobile device support (1), videoconferencing support, and ADT/PPM support (2). The caller is then placed on hold due to all agents being busy. Finally, an agent answers, identifies themselves, and asks for the caller's accent, but it's unclear if the connection is stable as the agent asks if the caller can hear them. The transcript ends abruptly.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 214.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.307624101638794,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.7777777777777778
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: Para soporte de acceso y contrase\u00f1a, presione cero.  Para soporte de aplicaciones, technology, telecom, y dispositivos m\u00f3viles, presione uno.  Para servicios de videoconferencia, incluidos telepresence, Surface Hub.  Para el soporte de aplicaciones tecnol\u00f3gicas y empresariales, incluidas las telecomunicaciones, pulse uno.  Y para ADT, PPM, y otra herramienta de metodolog\u00eda de apoyo, pulse dos.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact.\nSpeaker 3: Thank you for calling CIO.  My name is #######.  Can I have your accent?  Hello, can you hear me?  Hello?\n</call_transcript>\n<summary>\nThe call transcript shows a user attempting to reach the company's IT helpdesk. The automated system presents several options: access/password support (0), application/technology/telecom/mobile device support (1), videoconferencing support, and ADT/PPM support (2). The caller is then placed on hold due to all agents being busy. Finally, an agent answers, identifies themselves, and asks for the caller's accent, but it's unclear if the connection is stable as the agent asks if the caller can hear them. The transcript ends abruptly.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call transcript, including the options provided by the automated system, the hold message, and the agent's response. It is relevant as it focuses on the key elements of the call. The coherence is good, with a logical flow of ideas. However, there are minor inaccuracies: the summary mentions \"videoconferencing support\" without specifying the options, and it incorrectly states that the agent asks for the caller's \"accent\" instead of \"account.\" The summary is mostly complete but could be clearer about the specific options for videoconferencing support. Overall, it provides a fair description of the call.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the caller's interaction with the automated system and the subsequent conversation with the agent. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. The information presented is factually correct, ensuring accuracy. However, the summary's completeness could be improved by explicitly stating that the caller's issue or concern was not addressed due to the abrupt ending of the transcript. Despite this, the summary provides a fair description of the call's progression.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call transcript:\n1. Accurately describes the menu options presented in Spanish\n2. Correctly notes the hold message and alternative solutions suggestion\n3. Accurately describes the agent's introduction and connection issues\n4. Maintains good flow and logical structure\n5. Length is appropriate for the content\n\nHowever, there are a few minor issues:\n1. The summary could be more concise by combining the menu options instead of listing them separately\n2. It doesn't explicitly mention that the initial menu is in Spanish, which might be relevant context\n3. The mention of \"accent\" in the summary might be confusing as it's unclear if this was a translation issue\n\nOverall, the summary is accurate, coherent, and covers all main points while maintaining relevance. The slight verbosity and missing language context prevent it from getting a perfect score, but it's still a high-quality summary.",
        "claude_score": 8.0
      }
    }
  },
  {
    "instance_id": "b96c1e8a-25aa-40ac-8c4e-ce6752e2c1ab",
    "train_trial_index": 0,
    "predicted_text": "An employee, ######, contacted the IT helpdesk because they were constantly being signed out of Teams and Outlook on their phone, even after signing in with a temporary password. The helpdesk agent, #######, collected the employee's information and suggested uninstalling and reinstalling the applications. After ###### reinstalled the apps and signed in with a temporary password, the agent suggested waiting 20-30 minutes to see if the issue persisted. The agent then marked the ticket as resolved, informing ###### that they could reopen it within 72 hours if the problem continued. ###### thanked the agent, and the call ended.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1164.0,
      "num_output_tokens": 0.0,
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      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as... For Technology and Business Application Support, press 1.  For Mobile Communication... Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.  All agents are currently assisting other calls.\nSpeaker 2: Hello.\nSpeaker 3: Hello.  Hello.\nSpeaker 2: Hello.\nSpeaker 3: Hello.  Can you hear me?\nSpeaker 2: I can hear you now.\nSpeaker 3: Okay.  So, yeah, once again, from sales services, sorry for that one, but may I have your personal number?  #########.\nSpeaker 2: #########.\nSpeaker 3: Okay, we also have your EID, please.\nSpeaker 2: ##############.\nSpeaker 3: I'm so sorry?\nSpeaker 2: ##############.\nSpeaker 3: Okay, ######, how about your call box number?  ############.  Okay, thank you, ######.  How can I help you today?\nSpeaker 2: I'm trying to sign into my Teams and Outlook on my phone, but it always signs me out.  I don't know what's happening.\nSpeaker 3: Okay, I'm so sorry to hear that, ######.  Let me see if you got me on the line.  I will do my best to help you with this.  May I also have the error message that you're getting, please?\nSpeaker 2: It's not an error message.  It signs me in, and then after a couple minutes, it just asks me to sign in again.\nSpeaker 3: You're trying to log in using your, using your Authenticaor App?  Or no?\nSpeaker 2: I mean, it takes me there, but then I have to use a temporary password since we're not using passwords anymore.  I do that, it signs me in, but then it starts, it logs me out, like, not even, like, 20 minutes after.\nSpeaker 3: Okay, so let's check that one, #####.  While checking, may I place the call and hold for a minute or two?\nSpeaker 2: Okay.\nSpeaker 3: Thank you.  Hello, ######.  Thank you for patiently waiting.  And regarding with your concern, we are still checking.  While checking, may I please call on hold for a minute or two again?\nSpeaker 2: Okay.\nSpeaker 3: Thank you.  Hello, #####.  Thank you for patiently waiting.  So, let's try this troubleshooting.  Can you please try to uninstall and reinstall the application and then after that try again to log in?\nSpeaker 2: Okay.\nSpeaker 3: Yeah.  Are you doing it right now?\nSpeaker 2: Yeah, it's loading.\nSpeaker 3: Okay, thank you.  Okay.  Any updates from your end, ######?\nSpeaker 2: It's still loading.  Thank you.\nSpeaker 3: Okay.  Still loading.\nSpeaker 2: Oh, I need to sign in first.\nSpeaker 3: Okay, thank you.\nSpeaker 2: I'm still signing in, ma'am.  I have to get a temporary password because I don't know my password.  Okay.  I was able to sign in, but the issue is it's going to sign me out after 30 minutes because I'm using the temporary access password, so I don't know what to do about that.\nSpeaker 3: Okay.  So, since we tried this troubleshooting, which is to uninstall the application, would that be okay, ######, if let's just wait for 20 to 30 minutes?  If the issue still persists, you can do a callback.\nSpeaker 2: Okay.\nSpeaker 3: Yeah.  Okay.  So, since I provide you the troubleshooting, I will tag your ticket here, ######, as resolved and upon the resolution of the ticket.  You may receive a survey via email and your feedback is highly appreciated.  So, regarding with that, if the issue still persists, you can reopen the ticket within 72 hours.  Okay?  So, once again, this is #######.  ######, have a great day.  Thank you.\nSpeaker 2: Thank you, bye.\nSpeaker 3: Okay, bye-bye.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the IT helpdesk because they were constantly being signed out of Teams and Outlook on their phone, even after signing in with a temporary password. The helpdesk agent, #######, collected the employee's information and suggested uninstalling and reinstalling the applications. After ###### reinstalled the apps and signed in with a temporary password, the agent suggested waiting 20-30 minutes to see if the issue persisted. The agent then marked the ticket as resolved, informing ###### that they could reopen it within 72 hours if the problem continued. ###### thanked the agent, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with being signed out of Teams and Outlook, the troubleshooting steps suggested, and the resolution process. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key points discussed in the transcript. However, it misses some minor details, such as the repeated holds and the specific mention of the temporary password issue causing the sign-out after 30 minutes. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's problem with being signed out of Teams and Outlook, and the helpdesk agent's attempts to resolve the issue. The summary has a clear structure, making it easy to follow and understand. The information presented is factually correct, with no false or misleading information. However, the summary could be considered incomplete as it does not mention the initial automated message about performance issues with \"my key\" and the resulting high call volume, which might be relevant context for the call. Despite this, the summary covers the main problem and resolution.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (sign-out problems with Teams/Outlook)\n2. Accurately describes the troubleshooting steps (uninstall/reinstall)\n3. Includes the resolution process and follow-up instructions\n4. Maintains proper chronological flow\n5. Avoids unnecessary details while keeping essential information\n\nThe summary is concise yet complete, focusing on relevant information without including superfluous details like initial greetings or hold times. It accurately represents the interaction between the customer and agent, including the temporary password aspect of the problem. The coherence is strong, with a clear progression from problem identification to attempted resolution.\n\nOne minor improvement could be mentioning that the sign-out issue was specifically related to the temporary password usage (occurring every 30 minutes), as this seems to be a key aspect of the problem that wasn't fully resolved during the call.",
        "claude_score": 9.0
      }
    }
  },
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    "train_trial_index": 0,
    "predicted_text": "An employee, ID ###############, contacted the IT helpdesk because their laptop fan was making excessive noise, starting a few days prior, even after rebooting. The employee feared the fan was failing. The helpdesk agent, ####, confirmed the issue and collected the employee's contact information. After a brief hold, the agent initiated a remote session using 123rescue.com, providing the code 424308. The agent then instructed the employee to run the downloaded file as administrator. The agent then transferred the remote session to a Level 2 technician who would troubleshoot the issue via chat. The agent advised the employee to save all work and close applications before the Level 2 tech began troubleshooting. The call concluded with the agent transferring the remote session and wishing the employee a good day.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press zero.  For technology and business application support, telecom and mobile device.  For technology and business application support, press.\nSpeaker 2: Please enter your eight-digit personnel number.  All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 3: Hello, thank you for calling Service Desk.  This is ####.  Can I have your employee ID number, please?\nSpeaker 4: Sure.  It's ###############.\nSpeaker 3: Thank you so much.  So just to confirm, it's ###############.  Is that right?\nSpeaker 4: Exactly.\nSpeaker 3: Thank you so much for confirming.  And also, can you please provide to me your Accenture email address?\nSpeaker 4: Sure.  It's #####################################.\nSpeaker 3: Perfect.  Thank you so much.  And may I ask as well for your callback number?\nSpeaker 4: Sure.\nSpeaker 3: It's ############.  Thank you so much.  So, #######, how can I assist you today?\nSpeaker 4: My laptop is making lots of noises.  And laptops aren't supposed to make noises, so I thought I should call in before it dies on me.  Right now it's relatively quiet, but I don't know if you can hear it.  It's like, the fan is just got issues earlier today.  I was on a call.  And I could barely hear the people on the call over it.  It just got so loud.\nSpeaker 3: I see.  So I really do apologize as well for the inconvenience that cost you, #######, but don't worry, since you've got me on the phone, I'll try my best to assist you on this, okay?\nSpeaker 4: That would be awesome, thank you.\nSpeaker 3: You're welcome.  So just to make sure first that I have your concern right, you're calling in since your fan on your machine is making a loud noise, is that right?\nSpeaker 4: Yeah.\nSpeaker 3: I see.  And may I know as well when today's issue started?\nSpeaker 4: Can you hear it?\nSpeaker 3: I cannot hear anything.\nSpeaker 4: Were you able to hear that?\nSpeaker 3: I can only hear like a static noise.  Is that it?\nSpeaker 4: Okay.  Yeah, I wasn't sure if it would transport over the phone really well.  It started, I'll say, Wednesday, maybe?  Wednesday or Thursday.  I think it was Wednesday.  And then I rebooted, and it kept doing it.  So it wasn't something that was just, you know, over-processing or anything like that.  It sounds like the fan's about to die.\nSpeaker 3: I see.  Okay.  Thank you so much for that information.  So for this, I'll have to check here with our Level 2 tech on what we can do in this issue, okay?  Sure.  So while I'm checking here in my end, #######, is it okay if I can place this call and hold for just two minutes?\nSpeaker 4: Absolutely.\nSpeaker 3: Perfect.  Thank you so much.  So please do wait for the line, okay?  I'll be back, okay?\nSpeaker 4: Sure.\nSpeaker 3: Thank you.\nSpeaker 4: It takes you longer to go to the store and get it than for me to show you how to do it and make it here.  I hear you.  Good Lord.  It's a D-Day.\nSpeaker 3: Hello, #######.  Sorry for putting the call on hold.  Hey there.\nSpeaker 4: How are you?\nSpeaker 3: Thank you.  I'm fine.  Thank you for that.  So for this, #######, what we're going to do here is we're going to initiate a remote session.  Then I will have to transfer that remote to our level 2 tech, OK?  Sure.  Okay.  So, on your essential laptop, I'm sorry, may I know first if you are available right now for a remote session?\nSpeaker 4: Yes.\nSpeaker 3: Perfect.  So, on your essential laptop, can you please open a browser?  Any browser will do.\nSpeaker 4: Yep, I got one open.\nSpeaker 3: Perfect.  And please do access this site.  It's 123rescue.com.  Yep.\nSpeaker 4: And what number do you need me to enter?\nSpeaker 3: Okay, just hold on.  Let me first generate a code for you.  Sorry, a moment.  Okay.  Sorry, I have a loading issue here in my end.  A moment.  No problem.  Thank you.  Okay.  Just hold on, almost done.  So please do input this code, #######.  It's 424308.  424308.  Yes, that is correct, 424308.  And please do start, download the file.  Perfect.  Thank you.  And once the file has been downloaded, please do not click on it yet, since we're going to run it as administrator.  OK?  Sure.  And I have it.  Sorry about that.  OK.  So for this, can you please go to your download file?  OK.  Right click on the Login and Rescue.  Yep.  Then show more option.  Then run as administrator, please.  There we go.  Okay, just hold on.  Let me... Let me try and connect right now.  One moment.  Let me check.  Can you please click OK on your end?\nSpeaker 4: You got it.\nSpeaker 3: Perfect.  Thank you so much.  So for this, our level 2 tech will do a troubleshooting on your machine.  So for this, can you please close first your open replication and save all your unsaved files just in case.\nSpeaker 4: Yep.  Thank you.  Yep, everything looks like it's closed now.\nSpeaker 3: Okay, that is perfect.  So for this, just a heads up, #######, our Level 2 tech can only communicate with you via this chat box since they are limited to phone calls.  So please do stay on the remote session with them, okay?  Sure.  Okay, thank you.  So I will now transfer this remote and we can wrap up the call, okay?\nSpeaker 4: Okay.  Thank you.  Thank you.\nSpeaker 3: You're welcome.  So bye-bye for now, #######.  Enjoy the rest of your day, okay?\nSpeaker 4: You too.  Take care.\nSpeaker 3: Thank you.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, ID ###############, contacted the IT helpdesk because their laptop fan was making excessive noise, starting a few days prior, even after rebooting. The employee feared the fan was failing. The helpdesk agent, ####, confirmed the issue and collected the employee's contact information. After a brief hold, the agent initiated a remote session using 123rescue.com, providing the code 424308. The agent then instructed the employee to run the downloaded file as administrator. The agent then transferred the remote session to a Level 2 technician who would troubleshoot the issue via chat. The agent advised the employee to save all work and close applications before the Level 2 tech began troubleshooting. The call concluded with the agent transferring the remote session and wishing the employee a good day.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the laptop fan, the steps taken by the helpdesk agent, and the transfer to a Level 2 technician. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas. It accurately reflects the details of the call, such as the use of 123rescue.com and the specific code provided. However, it could be slightly more complete by mentioning the initial steps of collecting the employee's ID, email, and callback number, which are part of the standard procedure and relevant to the context. Overall, the summary is well-done but could include these minor details for completeness.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their laptop fan and the steps taken by the helpdesk agent to address the problem. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's concern, the agent's actions, and the resolution. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, the summary could be improved by including more specific details about the Level 2 technician's role and the expected outcome of the troubleshooting process. Nevertheless, the summary provides a good overview of the call and the steps taken to address the employee's issue.\n\nOverall, the summary meets the criteria of conciseness, relevance, coherence, accuracy, and completeness, with some minor room for improvement.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (noisy laptop fan)\n2. Includes important context (when it started, persistence after reboot)\n3. Accurately describes the solution process (remote session setup, transfer to Level 2)\n4. Maintains chronological flow and logical structure\n5. Includes relevant technical details (123rescue.com, code 424308)\n\nThe summary is concise while retaining essential information. It accurately represents the conversation without adding incorrect information. The structure is coherent, moving from problem identification through resolution steps.\n\nMinor improvements could include:\n- Mentioning that the noise was severe enough to interfere with calls\n- Including that the agent initially consulted with Level 2 before initiating remote session\n\nOverall, the summary achieves its purpose effectively with only minor omissions.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ####, contacted the IT helpdesk because they couldn't access the compliance training portal due to a \"password not registered\" error. They had previously contacted the helpdesk, who said a workflow message had been sent to their manager for approval, but the manager hadn't received it. The IT agent, #####, confirmed the message (adaptive card) was sent but was still pending manager approval. When the employee asked for the manager's name to confirm they were contacting the right person, the agent refused, citing verification protocols. The agent assured the employee they would follow up and ensure the manager contacted them soon, but couldn't provide an incident number either. The employee expressed frustration with the week-long delay and lack of resolution.\n",
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      "call_summarization_score": 0.8888888888888888
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For technology and business application support, telecom and mobile... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, Press 3.  To check if your account is passwordless, please visit go.accenture.com.  slash go passwordless.  if you are passwordless Press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a VON phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many...\nSpeaker 3: Hi, thank you for calling CIO.  This is #####.  Can I have your personnel number, please?  Hi, thank you for calling CIO.  This is #####.  Can I have your personnel number, please?  It's in. ########.  ######?\nSpeaker 4: Yeah.  #######.\nSpeaker 3: Yeah.  Okay.  Thank you.  And can I have your enterprise ID, please?\nSpeaker 4: Yeah.  Enterprise ID is ####.\nSpeaker 3: Okay.  ####, can I have your contact, best callback number, just in case our call gets disconnected?  ############.  Thank you.  And how may I help you today, ####?\nSpeaker 4: Yeah.  Actually, I am trying to log into the learning portal for the compliance training to be completed.  You know, I have, and it mentioned.  I know password is not registered.  I contacted the help desk and they mentioned a team's message has been, workflow message has been sent to the manager.  But when I checked with my manager, he said he didn't receive any.  So I wanted to see, check if it has been sent.  I just wanted to know those details.\nSpeaker 3: So let me clarify, #####, your concern is that you will access the learning portal and then you encountered an error.  that password is not registered.  Am I correct?\nSpeaker 4: Password is not registered.\nSpeaker 3: Okay.  I'm sorry to hear that, #####.  Yeah, since you got me in the line, we have to check that point.  And ####, can I please just call and hold for a minute or two?  Just have to check your account first.  Hello?\nSpeaker 4: I'm sorry, yeah.  Can you repeat that please?\nSpeaker 3: Can I please just call and hold for a minute or two?  Just have to check your account first.\nSpeaker 4: Yes, please.  Yes, please.  I think this is the third time I'm calling actually, so I don't know.  how this like has to be resolved.  But I'm just not trying to go back and forth with my manager or anything.  I didn't get any message.  But when I called the help desk, you know, they mentioned it's been sent.  So that's why I just wanted to check again.  I can hold on.\nSpeaker 3: Okay.  Just tell them I just have to check your account.  Thank you.  Hello, #####.  Thank you very much for patiently waiting.\nSpeaker 4: Yeah, please.\nSpeaker 3: Yeah.  So let me clarify, #####, that you called in for this one.  And I'll check here that the support team that you talked to before sent an adaptive card to your manager.  And then... There's an update yesterday that your manager still pending or did not approve yet the adaptive card.  But I'll wait for it.  I'm still also checking here on my end.  #####, can you please hold for another minute or two?  Just have to double check this one.\nSpeaker 4: Yeah, sure.  Yeah.\nSpeaker 3: Okay.  Just stay on the line.  Thank you.  Hello, #####.  Thank you very much for waiting.  OK.  Hello.  Yeah, I'll double check here on the system, #####.  The adaptive card which sent to your manager is not pending.  By the way, #####, have your manager reached you already?\nSpeaker 4: I reached out to my manager.  Can you just tell me Tell me the name of the manager so that I can double confirm whether it's been sent correctly or I'm reaching out to the correct person.\nSpeaker 3: For this one, #####, this is part of our verification.  We can give you the manager which we sent the adaptive card.  Your manager will be the one to reach you and provide you the incident number.  Can I get the incident number at least?  #####, also the incident number is a part of our verification process.  So that's why we can also give you the incident number.  So no worries.  I have to follow up this also this one.  And then I only monitor this one.  So your manager will reach you.  for this incident.  Okay.  So I will update you.  I update the ticket for this one, #####.  Okay?\nSpeaker 4: Okay.  I don't really understand like how this support is, but this is like almost a week.  I'm trying to reach, but with no results.  Anyway, thank you.\nSpeaker 3: Yeah, I understand on your part #####.  So no worries, I have to update this one and provide your manager to contact you the soonest possible time.  So #####, thank you very much for calling and have a great day.\nSpeaker 4: Yeah, thank you.\nSpeaker 3: You're welcome.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they couldn't access the compliance training portal due to a \"password not registered\" error. They had previously contacted the helpdesk, who said a workflow message had been sent to their manager for approval, but the manager hadn't received it. The IT agent, #####, confirmed the message (adaptive card) was sent but was still pending manager approval. When the employee asked for the manager's name to confirm they were contacting the right person, the agent refused, citing verification protocols. The agent assured the employee they would follow up and ensure the manager contacted them soon, but couldn't provide an incident number either. The employee expressed frustration with the week-long delay and lack of resolution.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing the compliance training portal, the previous helpdesk interaction, and the pending manager approval. It maintains relevance by focusing on the key aspects of the conversation. The structure and flow are coherent, making it easy to follow. The summary is accurate, reflecting the details of the call without introducing any false information. However, it misses some minor details, such as the employee's repeated attempts to resolve the issue and the specific frustration expressed about the week-long delay. Overall, it provides a fair description of the main problems and the helpdesk's response.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing the compliance training portal and the subsequent conversation with the IT agent. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the employee's previous attempts to resolve the issue, the IT agent's actions, and the reasons for not providing the manager's name or incident number. The summary also captures the employee's frustration with the delay and lack of resolution, providing a complete overview of the main problems and resolutions discussed in the call.\n\nOverall, the summary meets all the criteria effectively, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately presents the main issue (compliance training portal access/password error)\n2. Correctly describes the workflow message (adaptive card) situation\n3. Accurately captures the verification protocol limitations\n4. Successfully conveys the employee's frustration and timeline\n\nThe summary is concise while maintaining essential details, has good flow, and presents information in a logical sequence. It accurately reflects both the technical issue and the communication challenges between the employee, IT support, and management.\n\nMinor improvements could include:\n- Mentioning the initial automated message about MyT performance issues\n- Including that the agent promised to update the ticket\n- Noting that the agent checked the system multiple times during the call\n\nHowever, these are secondary details, and their omission doesn't significantly impact the summary's quality. The summary successfully balances brevity with comprehensive coverage of the main interaction points.",
        "claude_score": 9.0
      }
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    "predicted_text": "An Accenture employee, ####, called the IT helpdesk because their new laptop, received due to a transfer to LLP, is displaying a \"no license\" error when trying to access Outlook and other Office products. After verifying the caller's details and initiating a remote session via 123rescue.com, the helpdesk agent, ####, discovered that the system still identifies the employee as being under \"Accenture Federal.\" The agent advised the employee to contact their HR department to update their status, as the license issue is likely due to this incorrect tagging. The agent stated that the license will likely go into effect the next day, which is the employee's first official day back with LLP.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, MyConcierto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 4: Hi.  Thank you for calling Accenture CIO.  This is ####.  May I ask for your personal number, please?\nSpeaker 5: It is ########.\nSpeaker 4: Okay.  Thank you so much for this.  One moment, please.  Let me just pull this up.  Okay, yeah, I would like to ask for your enterprise ID or a sentry email.  Okay, thank you for this one, ####.  And for your callback number?  ############.  So yes, how can I help you today, ####?\nSpeaker 5: I received a new laptop that I'm setting up.  I am able to get into the login screen, so I set up BitLocker.  Right now I'm trying to get to my mail, so I'm trying to get to Outlook and other Office products, but I'm getting an error message saying that I do not have a key.  Because I can't access any of the Microsoft applications.\nSpeaker 4: Okay.  Anyways, thank you so much.  Yeah, go ahead.  I'm sorry.  Oh, a license.  I don't have a license.\nSpeaker 5: That's what I was saying.\nSpeaker 4: Okay.  Anyways, thank you so much for this.  I would like to ask #### if the machine was from Accenture.\nSpeaker 5: Yes, it is.\nSpeaker 4: Okay.  Would that be okay if we can do a remote session right now so I can check on what is happening on your system?  So what you will just need to do is that go to your browser and you'll just need to search for 123rescue.com.  Okay.  Is that the third pin?  Yeah.  One second.  Just real quick.  Yep.  And the pin code is ######.\nSpeaker 5: ######.\nSpeaker 4: Yes.  And do I download or run the app?  Kindly download it.  Then after that, you'll just need to run the app.  Okay, thank you.  Let me just connect it over.  Okay, just click accept.  Okay, and yeah, can you show me the error now?\nSpeaker 5: Yeah, so if I try to open.  So I'll try to find it.  I don't have a license.\nSpeaker 4: OK, one second.  OK, one moment, please.  Okay, is it okay to place you on hold for at least a minute or two?  We'll just do some quick research here.  Hello.  Hello.  Thank you so much for waiting on the line.  And yeah, just to give you an update right now, I'm still trying to check with one of our tech here.  And yeah, would that be okay if I'll be placing you on hold once again for a minute or two?  We'll just do some quick research as well on my system.  Okay?  That's fine.  Thank you.  Thank you.  Hello?  Yes.  Yes, thank you so much for waiting on the line.  Yeah, upon checking here on our system or on yeah, I've checked here that you are a federal employee, right?\nSpeaker 5: Hi, well, I'm transferring to LLP, so they gave me a new laptop.  Tomorrow will be my official first day back with LLP.  Will the license go in effect tomorrow and not today?\nSpeaker 4: Yeah, because upon checking right now on your system, I can see that you are still tagged for Accenture Federal.  So, what we'll need to do here is that kindly contact first your HD or your local HR for this one.  Okay.  And, yeah, ###, make a raise a concern regarding on this one to them, okay, since you are still under federal on our end.  All right?\nSpeaker 5: Okay.  And that's the reason why I can't connect because I'm listed under federal and not LLP?  Yeah.  Okay.  All right.\nSpeaker 4: Thank you.  Thank you so much.  Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture employee, ####, called the IT helpdesk because their new laptop, received due to a transfer to LLP, is displaying a \"no license\" error when trying to access Outlook and other Office products. After verifying the caller's details and initiating a remote session via 123rescue.com, the helpdesk agent, ####, discovered that the system still identifies the employee as being under \"Accenture Federal.\" The agent advised the employee to contact their HR department to update their status, as the license issue is likely due to this incorrect tagging. The agent stated that the license will likely go into effect the next day, which is the employee's first official day back with LLP.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the \"no license\" error and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the initial high call volume message and the specific steps taken during the remote session. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's license issue and the helpdesk agent's solution. The summary's structure is coherent, making it easy to follow and understand. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, making it complete. However, some minor details, such as the initial automated messages and the agent's repeated holds, are omitted, but these do not affect the overall understanding of the issue and resolution. Overall, the summary effectively captures the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (license error for Office products)\n2. Includes relevant context (employee transferring from Federal to LLP)\n3. Documents the troubleshooting steps (remote session)\n4. Accurately presents the root cause (still tagged as Federal employee)\n5. Includes the resolution (contact HR)\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem to resolution. It accurately reflects the conversation without including unnecessary details like specific ID numbers or greetings. The language is clear and professional.\n\nOne minor improvement could be mentioning that this was a new laptop setup situation more prominently, as it provides important context for the license issue. However, this is a minor point and the summary still effectively communicates the essential information.\n\nThe summary meets all five criteria (conciseness, relevance, coherence, accuracy, and completeness) at a high level.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "f0f3234a-0655-4b9e-b930-c9b1b8c96878",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, called the IT helpdesk regarding ticket INC48695130, seeking assistance with forwarding emails from their Accenture account to their AFS account. They explained they'd attempted to set up forwarding through the email settings but it wasn't working. The helpdesk agent, ####, initially thought the user needed a new Accenture email. After clarification, #### stated that due to the user's upcoming transfer to AFS, a special request for \"exclusion\" was required to enable the email forwarding. Despite the employee's dissatisfaction and conflicting information from AFS, the agent insisted on the need for this request via a provided link. The employee remained unconvinced but ended the call, planning to investigate further.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1943.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.9302773475646973,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conference, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile Community, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know...\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Hi, this is #### from CIO.  Can you please provide your personal number?\nSpeaker 5: My personal number is ########.\nSpeaker 4: Okay, thank you so much for that.  Let me just check your account first here on my end, okay?\nSpeaker 5: Okay.\nSpeaker 4: And how about your eID or Accenture email?\nSpeaker 5: OK, it's ##########.\nSpeaker 4: And then your callback number?  ############.  OK, thank you so much for those information, #####.  So how can I help you today?\nSpeaker 5: a ticket that's still off since yesterday.  The ticket number is INC48695130.  It has not been resolved yet.  I'm just calling to ask for help because I'm trying to forward my e-mails from one account to another account.  and it's not working.\nSpeaker 4: Okay, for this one, I'm sorry, I'm very sorry for the inconvenience, but since you got me on the line, I'll try my best to help you with this one, okay?  Okay.  And for this one, let me just check the ticket first, here on my end as well.  Can I put the call on hold for two minutes while checking your ticket?\nSpeaker 5: Okay.\nSpeaker 4: Okay, thank you.  Hi.  Thank you for patiently waiting.  I'm #####.\nSpeaker 5: OK.  Yeah.\nSpeaker 4: Yeah.  For this one, #####, I just want to confirm your issue here on the ticket.  So you want to transfer all your Accenture emails to your AFS email.  Is that correct?\nSpeaker 5: That's right.  So I did the whole thing.  I went to my Accenture mailbox, right?  Settings.  And I did some change, some modification on the, you know, the options or the settings.  And what happened is, I follow some instructions, right?  Manage rules and alerts.  But the thing is, it's not working.  Because I did some tests, and it's not going through.  I'm not sure what's going on.  Go, go there.  I'm on the phone here.  Where's your mom?  No.  No.  I'm working here.  So, I need help.\nSpeaker 4: I mean, yes, it's like the email forwarding.  Is that right?\nSpeaker 5: Yes, yes, email forwarding, right?  So I did some tests, right?  And it's not working.  It's not going through.  It's not being forwarded to my EFS email.\nSpeaker 4: OK.\nSpeaker 5: Do you know how to do it or no?\nSpeaker 4: Yeah, I know how to do it.  But you need to request for the approval of it first.  I'll be pinging you on Microsoft Teams so that you're able to do the email forwarding from Accenture to AFS account, okay?  I'll be pinging you on Teams.\nSpeaker 5: Okay, so what are you going to do here?\nSpeaker 4: Okay, you need to request first for you to be able to do the email forwarding.\nSpeaker 5: I mean, is it possible to do?  Why do I have to request?\nSpeaker 4: OK, #####.  I'm very sorry again.  But can you check your Teams right now, Microsoft Teams?\nSpeaker 5: No, no, no, no, no.  I'm not requesting an Accenture email, right?  I have an Accenture email already.  OK.  It's different.  Okay.  This is different.  I already have my Accenture email and I also have my AFS email.  I'm working temporarily with AFS.  I will need my Accenture email to be forwarded to my AFS email.  You know what I'm saying?  I have two emails.  In two weeks, my Accenture Email will be deactivated because I will be transferred.  I will be working and transferring the project for AFS.  And AFS does not allow me to keep my Accenture email.  You know what I'm saying, right?  Yeah.  But I will need to forward my Accenture email to my AFS email.\nSpeaker 4: OK, OK.  I do get that one.\nSpeaker 5: So this is different.  Yeah, this is different.  What you're saying is different.  Yeah.\nSpeaker 4: OK.  One more time, I'm sorry.  Can I put this call again and hold?  Let me confirm this one again, OK?\nSpeaker 5: Yeah.  I don't need any requests.  No, that's not a request to you at all.  I just need to transfer it.  That's it.  That's my email, right?\nSpeaker 4: From Accenture, right?  OK, yeah, I get it.  Can I put this call and hold again for 10 minutes?  Let me just check this one for you, OK?  Yeah.  OK.  Hi, thank you for patient limiting on salio.  Yeah Yeah, okay.  So here's the thing.  So as per checking here on my end as well because you are Moving to AFS, right?  So for this one, um You really need to request.  Uh, that's the link that I provided you.  that's the exclusion.  um for you, um It means uh, once your your eccentric account is being deactivated as well.  Um or all your emails on the Accenture account will be forwarded to your AFS account.  So that's the exclusion.  So you need to request first on the link that I provided to you, OK?\nSpeaker 5: No, no, no.  I mean, I think there's some misunderstanding here.  I already have an AFS email, right?  So I think maybe there's a misunderstanding here.  Is it possible to have someone over the phone?  I mean, who knows?  Maybe, I don't know.  Because, I mean, I'm just trying to find out what's important here.  Because I was told, right, by AFS folks that I should do it myself, right?  Not requesting anything, but do it myself.  That's it.\nSpeaker 4: OK.  Yeah, I think I am really checking here, man.  That's well.  The link that I provided you, that's the exclusion for you to forward the Accenture email to your AFS email.  I know that you have now both the Accenture and AFS email, but for you to forward the Accenture email to AFS email, you need to request for the exclusion first.  regarding on that one, okay?\nSpeaker 5: I'm really not satisfied with the answer, but that's fine.  I'm going to go and see if they said anything I should do here, but no, I'm not going to be satisfied with this.  Yeah, I'm not.\nSpeaker 4: Yeah, #####, you need to reach that one first, okay, for the exclusion, for you to be able to do the email forwarding, okay?\nSpeaker 5: Okay.  Okay.  This is weird.  Okay.  I don't know.  Okay.  All right.  Thanks.  Thanks.\nSpeaker 4: Okay.  Thank you so much.  And have a wonderful day.  Okay.  Bye.\n</call_transcript>\n<summary>\nAn employee, #####, called the IT helpdesk regarding ticket INC48695130, seeking assistance with forwarding emails from their Accenture account to their AFS account. They explained they'd attempted to set up forwarding through the email settings but it wasn't working. The helpdesk agent, ####, initially thought the user needed a new Accenture email. After clarification, #### stated that due to the user's upcoming transfer to AFS, a special request for \"exclusion\" was required to enable the email forwarding. Despite the employee's dissatisfaction and conflicting information from AFS, the agent insisted on the need for this request via a provided link. The employee remained unconvinced but ended the call, planning to investigate further.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the employee's issue with email forwarding and the helpdesk agent's response. It is relevant, focusing on the main topic of the call. The structure and flow are coherent, making it easy to follow. However, there are minor inaccuracies and omissions. For instance, the summary does not mention the initial high call volume message or the multiple holds during the call. Additionally, the summary could better emphasize the employee's frustration and the repeated clarifications needed. Overall, the summary is fairly complete but could be improved with more detail on the interaction dynamics.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with email forwarding and the helpdesk agent's response. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly represents the information from the call transcript, including the employee's attempts to set up email forwarding, the agent's initial misunderstanding, and the insistence on the need for a special request for \"exclusion.\" The summary also captures the employee's dissatisfaction and the conflicting information from AFS.\n\nRegarding completeness, the summary covers the main problem (the employee's inability to forward emails) and the proposed resolution (the need for a special request), as well as the employee's concerns and plan to investigate further. However, it does not delve into unnecessary details, maintaining a good balance of information.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Correctly identifies the ticket number and main issue (email forwarding)\n2. Accurately describes the miscommunication between agent and caller\n3. Captures the resolution proposed by agent (exclusion request) and caller's dissatisfaction\n4. Maintains good flow and coherence in presenting the sequence of events\n5. Includes relevant context about the caller's situation (transfer to AFS)\n\nHowever, there are minor areas for improvement:\n1. Could have mentioned the initial automated message about MyT issues (though not directly relevant)\n2. Could be slightly more concise by removing some detail about the initial confusion\n3. Could have been clearer about why the caller was dissatisfied (AFS told them they could do it themselves)\n\nOverall, the summary succeeds in capturing the essential information, maintains accuracy, and presents it in a coherent manner while staying relatively concise.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "4c7e1ca0-5ce9-41c8-9f75-cc088813bee8",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee (Speaker 5), transferring from AFS and setting up a new company laptop, calls the CIO Service Desk (Speaker 4) because their account is blocked during the initial self-service password registration step in the new joiner setup guide. Speaker 4 troubleshoots the issue, guiding Speaker 5 to the myid.accenture.com website to reset their password using the \"I forgot my password\" option. The process involves a verification call to the employee's office number and setting a new password meeting specific complexity requirements. After successfully resetting the password, Speaker 4 confirms that the initial password registration step is now complete, allowing Speaker 5 to proceed with the remaining setup steps. Speaker 4 also requests that Speaker 5 complete a survey about the call.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1473.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.9305193424224854,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for enterprise.\nSpeaker 3: If you are unable to login to your PC, due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com.\nSpeaker 4: For contacting CIO Service Desk, can I get your Enterprise Direct Extension Employer number, please?\nSpeaker 5: My personnel number?\nSpeaker 4: Yeah.  ##########.  Okay, allow me a minute.  I'm reaching out in details.  Meanwhile, can you please tell me how may I sit today?\nSpeaker 5: I am.  I just received my new Accenture laptop.  I am transferring from AFS.  I'm going through the new joiner setup guide, but every time I go to my ID at Accenture and I try to hit the first step, the self-service password registration, it says my account is blocked.\nSpeaker 4: Okay.  Very sorry for the inconvenience caused to you, but please not to worry.  I'll try my level best to assist you.  Yeah.  So, allow me some more minutes.  I'm just fetching out some more details from the backend.  Okay.  It's taking quite longer than the usual time.  So, basically, you are new to Accenture?  Technically, yes.\nSpeaker 5: Okay.  Okay.  I'm from Accenture Federal.  Yeah.  I'm transferring in.\nSpeaker 4: Yeah.  Yeah.  Could you please confirm me your enterprise ID?\nSpeaker 5: Yes.  It's ################.\nSpeaker 4: Okay, ###.  So, you are getting this error.  So, I'll help you out.  So, whenever you try to visit the MyID portal, it is showing you an error.  Okay.  Allow me a minute.  All right.  Yeah.  Yeah, it is taking quite longer than the usual time.\nSpeaker 5: No.\nSpeaker 4: Yeah.  So, like, you can do one thing.  You can just visit our website.  That is myid.accenture.com.  And just select the second option.\nSpeaker 5: The reset unlock?\nSpeaker 4: Yeah.  Okay.\nSpeaker 5: Okay.\nSpeaker 4: Yeah.  You will have to fill your email address and the CAPTCHA code.\nSpeaker 5: Yeah, I'm doing that now.  I did do this earlier.\nSpeaker 4: Yeah.\nSpeaker 5: And should I see if I forgot my password or I know my password?\nSpeaker 4: Yeah, click on I forgot my password.  I forgot my password?\nSpeaker 5: Okay.\nSpeaker 4: Yeah.  Okay.\nSpeaker 5: Now it's going to text my mobile.\nSpeaker 4: Yeah.\nSpeaker 5: Okay.\nSpeaker 4: Yeah.\nSpeaker 5: I've got to get to call my office.\nSpeaker 4: So what is the next verification process that you are following here?  Could you please tell me?\nSpeaker 5: Yeah.  I need to call my office number.\nSpeaker 4: Yeah.  OK.\nSpeaker 5: So let me just plug that in real quick.  I'll have it call my laptop, my other laptop.\nSpeaker 4: Do you still have it?\nSpeaker 6: This is Microsoft.\nSpeaker 5: Sorry.\nSpeaker 6: If you are trying to sign in, press the pound key.  Your sign in was successful.  Okay.\nSpeaker 5: I'm sorry about that.\nSpeaker 4: Yeah.\nSpeaker 5: Okay, let me get back to the screen.  Okay, now it's asking me to enter a new password.\nSpeaker 4: Yeah, ###, there is one more request.  You will have to just select an uppercase character and a lowercase character, a special character, and a number.  These four should be included and the total length should be of 10 or above characters.  Okay, ###?\nSpeaker 5: Okay.\nSpeaker 4: Yeah, sure.  You entered these characters.\nSpeaker 5: Not yet.  Hold on.  Yeah.  Okay.  I like my own password.  My password has been reset.  Yeah.  So try to access your laptop with this new password.\nSpeaker 4: Well, my laptop?  Yeah.  I haven't set up my laptop yet.  So should I still do the My ID step?  No.  Now just try to access your laptop.  You will have to use this password now that you just created on your own.\nSpeaker 5: Okay.  Yeah, but I was doing the initial setup.\nSpeaker 4: Yeah, like... Yeah, like, what was the first step?  Could you please tell me?  That was the password registration, but since you were not able to do that, so I'll help you out in setting up your new password.  Okay.  Okay, your first step has been done, so now you can proceed with your further verification steps.  Okay.  Okay, yeah.  Is there anything that I can assist you with?\nSpeaker 5: No, I think I'm good.  Thank you.\nSpeaker 4: Yeah, I mean like.  there's a one more request to you.  like you'll receive a survey feedback link After 72 hours of this.  call the subject line.  How did I do?  Please take time to fill out that form.  that really help us to improve our services.  Okay, sounds good.\nSpeaker 5: Thank you so much.  Have a good day.\nSpeaker 4: Yeah, you too.  Bye.  Thank you for contacting CAI also.\n</call_transcript>\n<summary>\nAn Accenture employee (Speaker 5), transferring from AFS and setting up a new company laptop, calls the CIO Service Desk (Speaker 4) because their account is blocked during the initial self-service password registration step in the new joiner setup guide. Speaker 4 troubleshoots the issue, guiding Speaker 5 to the myid.accenture.com website to reset their password using the \"I forgot my password\" option. The process involves a verification call to the employee's office number and setting a new password meeting specific complexity requirements. After successfully resetting the password, Speaker 4 confirms that the initial password registration step is now complete, allowing Speaker 5 to proceed with the remaining setup steps. Speaker 4 also requests that Speaker 5 complete a survey about the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the blocked account, the steps taken to reset the password, and the request to complete a survey. It is relevant, focusing on the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate and matches the details in the transcript. However, it misses some minor details, such as the initial confusion about the personnel number and the specific instructions given by Speaker 4 about the password requirements. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's account blockage and password reset process. The structure is coherent, making it easy to follow the sequence of events. The information presented is accurate, aligning with the details in the call transcript. The summary also captures the main problem (account blockage during initial setup) and its resolution (password reset through the myid.accenture.com website), along with the additional request for feedback, thus achieving completeness. Overall, the summary meets all the criteria effectively, with no notable omissions or inaccuracies.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple aspects:\n1. Conciseness: It efficiently captures the key elements of the interaction without unnecessary details.\n2. Relevance: All information included directly relates to the core issue and its resolution.\n3. Coherence: The summary follows a logical flow from problem identification to resolution.\n4. Accuracy: Details are precisely captured, including the specific website (myid.accenture.com), the user's background (transferring from AFS), and the verification process.\n5. Completeness: It covers all major aspects - initial problem (blocked account), troubleshooting steps (password reset process), resolution (successful password reset), and follow-up (survey request).\n\nMinor improvements could include mentioning the password complexity requirements specified by the agent (uppercase, lowercase, special character, number, 10+ characters), but this detail isn't crucial to understanding the interaction's core elements. Overall, the summary effectively captures the essence of the call while maintaining clarity and precision.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "aa567f0b-6b82-4c64-ba05-bd0dbd227027",
    "train_trial_index": 0,
    "predicted_text": "A vendor, ####, called the Accenture IT helpdesk seeking a password reset because their initial password had expired, preventing them from registering on the required platforms. The automated system initially directed callers to self-service options and informed them of high call volumes due to \"my key\" performance issues. After providing their personnel number and EID to the helpdesk agent, the agent confirmed the vendor's inability to reset the password independently. The agent explained that they would send an adaptive card to the vendor's manager for approval. Once approved, the manager would provide a ticket number, which the vendor could then use to call back and complete the password reset process. The agent placed the call on hold to create the adaptive card and reiterated the process to the vendor before ending the call.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, press 1.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  You will need your employee ID number.  Start date with Accenture and your registered mobile phone ready for the one-time authentication code.  Press 1 if you have the required details and your registered mobile phone.  Otherwise, press 2 to speak to a live agent.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting.\nSpeaker 5: Hi, this is #### from CIO.  Can you please provide your personal number?\nSpeaker 6: Yes, it is ########.\nSpeaker 5: Okay, thank you so much for that.  Let me just check first your account here on my end, okay?\nSpeaker 6: Okay.\nSpeaker 5: How about your EID?  I'll send you an email.\nSpeaker 6: EID is ####, that's ####### dot # dot ######.  at #############.\nSpeaker 5: And then your callback number?  ############.  Okay, thank you so much for those informations, ####.  So how can I help you today?\nSpeaker 6: Yes, I am a vendor with ####, and I'm trying to get a password reset because the password I was given has expired, and I am not able to use it to register my account on the ######## or myID.accenture.com page.  I was just seeing if I could get a password reset so I can get that started.\nSpeaker 5: Okay.  For this one, I'm #######.  I'm very sorry for the inconvenience, but since you left me on the line, I'll try my best to help you with this one, okay?\nSpeaker 3: Okay.\nSpeaker 5: Okay, and as per checking, you already have an existing ticket on this one.  Yep.  So yeah, for the password reset, I'll be needing to verify you so that we can reset your password.  So for this one, can you provide again the personnel number?\nSpeaker 6: Yep, it is # then ########.\nSpeaker 5: Okay, and then your...wait a sec.  Okay, let me just check your account first.  So just to confirm, you cannot reset your password on myid.accenture.com, right?\nSpeaker 6: Correct, yeah, because it hasn't been registered yet.\nSpeaker 5: Okay.  Okay, for this one, ####, I'll be sending an adaptive card to your manager, and your manager will need to approve the adaptive card.  So once your manager approves the adaptive card for the password reset, the manager will provide you the ticket number.  And once you have that ticket number, you can just call us back and redesign, okay?  I'll be sending the adaptive card first, and you need to wait for the approval of it.  Okay.  Okay.  Okay, wait a sec.  Okay, can I put this call on hold for 10 minutes while creating the adaptive card as well?  Okay.  Okay, thank you.  Hi, thank you for patiently waiting, ####.  Yeah, no problem.  Yeah, for this one, ####, you will be sending an adaptive card to your manager, so you need to wait for the approval of it.  So once the manager will approve this one, they will reach you out and they will provide you the ticket number, okay?  Okay, sounds good.  Okay, thank you so much again, ####, and have a wonderful day.  Thank you, same to you.  Bye.  Okay, bye.\n</call_transcript>\n<summary>\nA vendor, ####, called the Accenture IT helpdesk seeking a password reset because their initial password had expired, preventing them from registering on the required platforms. The automated system initially directed callers to self-service options and informed them of high call volumes due to \"my key\" performance issues. After providing their personnel number and EID to the helpdesk agent, the agent confirmed the vendor's inability to reset the password independently. The agent explained that they would send an adaptive card to the vendor's manager for approval. Once approved, the manager would provide a ticket number, which the vendor could then use to call back and complete the password reset process. The agent placed the call on hold to create the adaptive card and reiterated the process to the vendor before ending the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the vendor's issue with an expired password and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the password reset process. The summary is coherent, with a clear structure and logical flow of ideas. It accurately reflects the content of the call transcript without any false or misleading information. However, it misses some minor details, such as the specific mention of the high call volume due to \"my key\" performance issues and the exact steps the agent took to verify the vendor's identity. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the vendor's issue with password reset and the helpdesk agent's resolution. The summary has a clear structure, starting with the vendor's problem, then explaining the agent's actions, and finally outlining the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, making it complete. However, some minor details, such as the initial automated messages, could be considered unnecessary, but they do provide context. Overall, the summary meets all the criteria, with only minor room for improvement in terms of conciseness.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Identifies the caller as a vendor and their specific issue (expired password preventing registration)\n2. Mentions the context of system issues and high call volume\n3. Accurately describes the verification process (personnel number and EID)\n4. Clearly explains the resolution process (adaptive card to manager)\n5. Includes the next steps (manager approval and callback procedure)\n\nThe summary is concise while maintaining all crucial information, has a logical flow from problem to solution, and accurately represents the conversation. It's coherent, moving smoothly from the initial context through to the resolution steps. The information is relevant, focusing on the core interaction without unnecessary details.\n\nMinor improvement could be made by mentioning the specific platforms (######## and myID.accenture.com) the vendor couldn't access, but this doesn't significantly impact the summary's effectiveness.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "e5ec219c-fc93-42b2-89a9-8e5e23fa683a",
    "train_trial_index": 0,
    "predicted_text": "An employee, ##########, called the IT helpdesk for support, navigating the automated menu to reach an agent. The agent confirmed the employee ID and began pulling up the account. However, before the agent could assist, the employee stated they needed to jump on another call and would call back later. The agent acknowledged the employee's need to reschedule and ended the call. The automated message at the beginning of the call indicates there are known performance issues with MyKey, directing users to avoid logging tickets for that specific problem.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8148148148148149
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 4: Hi.  Thank you for calling service desk.\nSpeaker 5: So can I have your employee ID number, please?\nSpeaker 4: It's ##########.  OK.  Let me confirm.  It is ##########.  Am I correct?  ###.  Sorry.  OK.  I got it.  Thank you so much.  Let me pull your account for one moment.  It is ##########.  Am I correct?\nSpeaker 5: Yeah.  You know what?  I'll call back.  I'm sorry.  I have to jump on a call.\nSpeaker 4: All right.  Thank you so much.  Bye for now and take care.\n</call_transcript>\n<summary>\nAn employee, ##########, called the IT helpdesk for support, navigating the automated menu to reach an agent. The agent confirmed the employee ID and began pulling up the account. However, before the agent could assist, the employee stated they needed to jump on another call and would call back later. The agent acknowledged the employee's need to reschedule and ended the call. The automated message at the beginning of the call indicates there are known performance issues with MyKey, directing users to avoid logging tickets for that specific problem.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the employee's interaction with the automated system and the agent. It mentions the employee's need to reschedule, which is relevant. The summary is coherent and easy to follow, with a logical flow of ideas. However, there is a minor inaccuracy: the automated message mentioned \"my key\" performance issues, not \"MyKey.\" The summary also omits the high call volume mentioned in the automated message. Overall, the summary is mostly accurate and complete but could be slightly improved for precision and completeness.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's call and the reason for ending the call. The structure is coherent, making it easy to follow and understand. The summary is accurate, with no false or misleading information. However, the completeness could be improved by mentioning that the employee did not explicitly state their issue or receive a resolution, which is an important aspect of the call. Despite this, the summary does mention the automated message about known performance issues with MyKey, providing some context.\n\nOverall, the summary effectively captures the essence of the call transcript, but could be improved by including more details about the employee's issue or lack thereof.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately describes the call flow from menu navigation to agent interaction\n2. Correctly includes the employee ID verification process\n3. Accurately captures the reason for call termination (employee needed to attend another call)\n4. Importantly mentions the system-wide MyKey issue from the automated message\n5. Maintains coherence with clear chronological progression\n6. Keeps information relevant without unnecessary details\n7. Is concise while covering all important points\n\nHowever, there are minor areas for improvement:\n- Could have mentioned the initial menu options more specifically since they take up significant transcript space\n- Could have noted that this was during a period of \"high call volume\" as mentioned in the transcript\n\nOverall, the summary achieves its main objectives with good balance between detail and brevity, while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "41727ddc-5386-48a1-bb73-b9c876cdc65f",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, contacted IT support because their Global Protect VPN application was not working after a recent maintenance. They had already tried uninstalling and reinstalling the application without success. The IT support agent, #######, initially struggled with a language barrier but confirmed #####'s identity using their employee number. The agent then suggested connecting via Microsoft Teams to screenshare and troubleshoot the issue. The agent provided a link with a specific IP address to try, but it didn't resolve the problem. Finally, the agent suggested ending the current call and continuing the troubleshooting via a Teams call.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.7777777777777778
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: Para el soporte de aplicaciones tecnol\u00f3gicas y empresariales, incluidas las telecomunicaciones, pulsa 1.  Y para ADT, PPM y otra herramienta de metodolog\u00eda, para restablecer la contrase\u00f1a de Enterprise, presione 1.  Para telecomunicaciones y otras technology and business application support, presione 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, Press 1.  All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 3: Thank you for calling CIO.  You're speaking with ######.  Can I have your Accenture email address or your employee ID?  Hola.\nSpeaker 4: \u00bfQu\u00e9 tal?  \u00bfHabla espa\u00f1ol?  Hola.\nSpeaker 3: Hello.\nSpeaker 4: Hola.  S\u00ed.  \u00bfHabla espa\u00f1ol o no?  Hola.  \u00bfMe escucha?  Hola.\nSpeaker 3: Hello.\nSpeaker 4: Hello.\nSpeaker 3: Yes, yes.  Are you able to hear me?\nSpeaker 4: Yes, do you speak Spanish?\nSpeaker 3: No, no, no, we support you with English.\nSpeaker 4: Okay, okay, great.  I'm having an issue with my Global Protect VPN application, so I need support to resolve it.\nSpeaker 3: Okay, can you please tell me your employee number or your email address, anything?\nSpeaker 4: Let me see, I'm trying to search the number.  Okay, one, one, one, one, one, three, seven.\nSpeaker 3: ### mm-hmm to six to six.  okay just allow me one minute.  let me get your details.  okay okay all right.  according to details could you please confirm your full name?  I'm sorry now can please tell me your full name complete name?\nSpeaker 4: ah my name is ############################.\nSpeaker 3: Okay, okay.  All right.  Your name is #####?\nSpeaker 4: Yes, #####.\nSpeaker 3: Okay.  All right, #####.  Please tell me.  How can I help you?  Do you have some issue with your VPN, I think?\nSpeaker 4: Yes.  Recently, I think one month ago, we changed the application from Pulse Secure to Palo Alto Global Protect.  Today, I think there was some maintenance, and now I can get login.  and I need to start working in 15 minutes.  So I uninstall the application, install again, but no, I'm not being able to get connected.\nSpeaker 3: Okay, so #####, are you able to use your Microsoft Teams?\nSpeaker 4: Yes.\nSpeaker 3: Okay, let me ping you on Teams.\nSpeaker 4: Okay, great.  I'm opening the application.  Okay, I'm already in.  Hi, #habit.\nSpeaker 3: Yes, you got my ping?  Yes, okay, okay, so I just do one thing.  let's connect on.  just Connect on a team's call and this column.  Let's connect until you can save the screen with me, and then I will head check and assist you.  Okay, okay.\nSpeaker 4: Okay, can you see my my screen?\nSpeaker 3: Yes, okay, so just allow me one minute to be.\nSpeaker 4: This is the application and I'm trying to get connected unsuccessfully.  When I try to repair it, it displays this error.  Are you trying to talk to me with Teams?\nSpeaker 3: Hello.\nSpeaker 4: Hello.\nSpeaker 3: Yes, ######.  So, can you show me your global project?\nSpeaker 4: Yes, I'm showing you.  You cannot see my screen?\nSpeaker 3: Yes, I can see your screen now.\nSpeaker 4: Okay.  so this is a connection fail.  I have been trying to reinstall the application.\nSpeaker 3: okay let me show you a link.  okay so in the port address I think you have write something else.  okay I'm sharing you something on chat.  can you just copy and paste it?\nSpeaker 4: okay on the port address yes maybe I need to close the task mm-hmm.\nSpeaker 3: so because this is the IP address we are moving only you are using when you are using Accenture VPN global product this is this is the IP address we are only using.  just try that once which I have shared you.  just please allow me one minute.  I need to urgently go to washroom.  just one minute.  okay we stay in the call and just back in one minute.  okay okay okay Okay, so I'm back.  okay, so with this link it's working with.\nSpeaker 4: No, the link it didn't work.  I can I cannot change the gateway and when I try to connect with this mmm address No, okay Okay, let's do one thing.\nSpeaker 3: Let's you have uninstalled the application cover potato and you have installed it again.  Yes Still it is not working.  Okay, just try that link once copy and paste it.\nSpeaker 4: Okay But maybe I need to reinstall the application because Okay, I installed it once.\nSpeaker 3: So, #####, just do one thing.  Let's end this call, which is going through, and let's connect on a Teams call.\nSpeaker 4: You want to talk through Teams?\nSpeaker 3: Better?  Yes.\nSpeaker 4: Okay.  Okay.  It's okay.  One minute.\nSpeaker 3: Yeah, sure.\n</call_transcript>\n<summary>\nAn employee, #####, contacted IT support because their Global Protect VPN application was not working after a recent maintenance. They had already tried uninstalling and reinstalling the application without success. The IT support agent, #######, initially struggled with a language barrier but confirmed #####'s identity using their employee number. The agent then suggested connecting via Microsoft Teams to screenshare and troubleshoot the issue. The agent provided a link with a specific IP address to try, but it didn't resolve the problem. Finally, the agent suggested ending the current call and continuing the troubleshooting via a Teams call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the Global Protect VPN, the language barrier, and the steps taken to troubleshoot the problem. It is relevant, focusing on the main topic of the VPN issue and the troubleshooting process. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. It is mostly accurate, but it misses some details such as the specific error messages and the fact that the agent had to briefly leave the call. The summary is fairly complete but could include more details about the troubleshooting steps and the final status of the issue.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with the Global Protect VPN application and the IT support agent's attempts to troubleshoot the problem. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nThe summary is accurate, correctly conveying the events and details of the call transcript. However, it could be more complete, as it does not mention the employee's urgency to resolve the issue due to an upcoming work commitment. Additionally, the summary does not explicitly state the final resolution of the issue, only that the agent suggested continuing the troubleshooting via a Teams call.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript, but could be improved with more detail and a clearer resolution.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the core issue (VPN connectivity problem after maintenance)\n2. Notes the transition from Pulse Secure to Global Protect\n3. Mentions the attempted solution (uninstall/reinstall)\n4. Accurately describes the language barrier at start\n5. Captures the progression of troubleshooting steps\n6. Documents the support agent's attempt to resolve via IP address\n7. Concludes with the final decision to move to Teams\n\nThe summary is concise while maintaining essential details, has good coherence in its narrative flow, and is accurate to the transcript. However, it could have mentioned that the user needed to start working in 15 minutes (showing urgency) and could have been clearer about the specific VPN connection error. The resolution is also somewhat incomplete as we don't know if the Teams transition actually solved the problem. Despite these minor omissions, the summary effectively captures the essence of the interaction.",
        "claude_score": 8.0
      }
    }
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    "train_trial_index": 0,
    "predicted_text": "An employee, #######, contacted the IT helpdesk because their laptop wouldn't turn on despite being charged. The helpdesk agent, ##drin, collected the employee's enterprise ID, callback number, Accenture email, and current location. Basic troubleshooting steps were attempted, such as removing the power cord and pressing the power button, but the issue persisted. The agent then contacted support to assign a ticket to the local support team. The employee was advised to drain the laptop battery completely and then try charging it again. The agent provided the incident ticket number (INC48710177) and informed the employee that the local support team would reach out to them directly for further assistance.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: There's no need to log additional tickets or contact the Service Desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: Hello, thank you for calling Title Service Desk.  This is ##drin.  Can you provide to me your personnel number or your employee ID number?\nSpeaker 5: I don't think I have the two, but I can give you my EID if that would be better.\nSpeaker 4: You can provide me your enterprise ID.\nSpeaker 5: It is #######, so ############# dot #########, which is #################.\nSpeaker 4: So let me confirm for #######.  That would be # for ####, # for #####, is it # for ###?\nSpeaker 5: # for #####.\nSpeaker 4: # for #####, # for ####, # for #####, # for ########, # for #### for #######.  Correct.  Dot for ########, # for ####, # for #####, # for ########, # for #####, # for #####, # for #####, # for ########, # for ####, and # for #####.  Correct.  Okay, thank you.  Can you provide to me your callback number, #######, just in case that this call might get disconnected?  Yeah, it's ############.  Thank you.  And how can I help you today?\nSpeaker 5: Yeah, I cannot turn on my computer.  I've charged it, and the power button is not working.  But I can see that when I've charged it, the light on the side has turned on.\nSpeaker 4: Okay.  I'd understand with this adjustment that since you have me on the line, we'll do our best to help you.  regarding with your concern.  So for me to confirm, you have tried, your machine is not turning on, you have tried to plug in the power cord or the charger, and you have charged it, but still same the issue that your machine is not booting up, but there is a light indicator on your laptop, right?\nSpeaker 5: Correct.\nSpeaker 4: OK.  So what we're going to do here is to do our reboot to your machine.  Please press or remove all the wires that is connected on your laptop and press the power button until your machine turns off, OK?\nSpeaker 5: It's already off, so I think.\nSpeaker 4: OK.  And after that, press again the power button until there is a light indicator.\nSpeaker 5: That's what hasn't been working.  There won't be a light indicator that turns on.\nSpeaker 4: Okay.  So you have pressed the power button, but there is, the machine is not booting up, right?\nSpeaker 5: Correct.\nSpeaker 4: Okay.  So have you tried to drain your battery as well before?  And you had tried to plug in, but still the same issue?\nSpeaker 5: No, this is the first time that this is happening.\nSpeaker 4: Okay.  So when did you, when did you, experience this kind of issue, is it only today or yesterday?\nSpeaker 5: Today is the first that this is happening.\nSpeaker 4: So what I can do here is to reach out first to our referral and to ask for the further assistance for them so that we can assign a ticket to our designated support team, okay?  Stay on the line for two minutes, #######, and I'll get back to you.  Okay.  Okay, thank you.  Thank you.  Hello, thank you for waiting on the line, #######.  So right now, I am communicating with our support regarding with your issue.  And if ever that they allowed us to assign your ticket directly to your designated support team, the local team, I'll be asking some questions from you, okay?  So can you provide to me, is your Accenture email is working right now?\nSpeaker 5: Is my Accenture email, what was the end?\nSpeaker 4: Are you using the Accenture email to receive emails?\nSpeaker 5: Yes.\nSpeaker 4: Okay, so I'll be taking notes of your Accenture email since our support will reach out to you there as well.  And the phone number that you have provided is your callback number, right?\nSpeaker 5: Yes, sir.\nSpeaker 4: Okay, that's great.  So can you provide to me your current location right now?\nSpeaker 5: The address?\nSpeaker 4: Yes, the address.\nSpeaker 5: Okay, it is #####, space, #####, so ###, ###, or space, and then ###, #####, ######, #####, and then it's at #####, #########, #######, and then the zip code is #####.\nSpeaker 4: Thank you, thank you so much.  I'll be taking note as well of these of your current location, okay?  So right now, I am still on the process of reaching out with our support regarding with your issue.  And with this, if ever that we will be sending a ticket to our designated support team, the local team, they will be the ones to directly reach out to you to further assist you with your machine issue, okay?\nSpeaker 5: Okay.\nSpeaker 4: Thank you.  Stay on the line for two minutes again, and I'll get back to you while I communicate with them.  Great, thank you.  Hello, thank you for waiting on the line, #######.  So as for support, we needed to send you a ticket directly to the designated support team.  That would be the local team.  What I can advise you right now, the laptop that you have is please drain the battery until it turns off so that after it's drained, you can try to plug in again the charger and try to check on your end.  But regarding right now, since you have done the basic troubleshooting, kindly follow the training of your machine, and I'll be assigning your ticket to our support.  And right now, I'll be providing you the incident ticket number, or you will be receiving it via email as well, so that you can have a reference for this, okay?  Okay.\nSpeaker 5: Okay, what would that reference number be?\nSpeaker 4: Okay, so the ticket number, that would be INC48710177.\nSpeaker 5: Okay.\nSpeaker 4: Thank you.  So I'll now go ahead and assign your tickets to our support.  Just kindly wait for them to reach out to you, okay?  Thank you.  Okay.  Thank you.  Bye for now.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk because their laptop wouldn't turn on despite being charged. The helpdesk agent, ##drin, collected the employee's enterprise ID, callback number, Accenture email, and current location. Basic troubleshooting steps were attempted, such as removing the power cord and pressing the power button, but the issue persisted. The agent then contacted support to assign a ticket to the local support team. The employee was advised to drain the laptop battery completely and then try charging it again. The agent provided the incident ticket number (INC48710177) and informed the employee that the local support team would reach out to them directly for further assistance.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the laptop, the troubleshooting steps taken, and the resolution process. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the specific troubleshooting steps that were not successful and the exact nature of the employee's responses. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their laptop and the helpdesk agent's attempts to troubleshoot and resolve the problem. The summary has a clear structure, making it easy to understand and follow, which indicates good coherence. The information presented in the summary is factually correct, matching the details provided in the call transcript, which demonstrates accuracy. Finally, the summary provides a fair description of the main problem and resolution, including the steps taken by the helpdesk agent and the eventual assignment of a ticket to the local support team, indicating completeness. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly states the main issue (laptop not turning on)\n2. Lists all important identification details collected (enterprise ID, callback number, email, location)\n3. Accurately describes the troubleshooting steps attempted\n4. Includes the resolution (ticket creation and next steps)\n5. Provides the important reference number\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem identification to resolution. It accurately reflects the conversation without including unnecessary details from the transcript. The language is clear and professional.\n\nMinor improvement could be made by mentioning that this was the first time the issue occurred, as this was specifically discussed in the call. However, this doesn't significantly impact the summary's overall quality.\n\nThe summary successfully balances brevity with completeness while maintaining accuracy and relevance throughout.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "1ca5c62f-caae-4d53-97b1-026dd8358ab6",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, contacted the IT helpdesk because they were unable to access their Accenture email on their personal mobile phone. They received a temporary password from another Accenture team member a few days prior, but it is no longer working. The helpdesk agent, after confirming #####'s identity, determined the issue stems from the need to set up the Microsoft Authenticator app. To generate a temporary access password, the agent needs manager verification. A request was sent to #####'s manager, but after 40 minutes, there was no response. The agent instructed ##### to wait for their manager to contact them with the incident number and either their full name or enterprise ID, then call back the helpdesk to complete the verification process and obtain the temporary access password.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  Hi, we are currently experiencing high call volume due to performance issues with my key when users attempt to log in.  All agents are currently assisting other callers.  Please continue to...\nSpeaker 2: Hi, this is from ###.  May I have your personal number, please?  Uh-huh, hi.  This is ####.  ########, is that correct?\nSpeaker 3: ########, yes.\nSpeaker 2: All right, how about your Accenture email address?\nSpeaker 3: It's ########################.\nSpeaker 2: All right, and how about your callback number?\nSpeaker 3: It's ############.\nSpeaker 2: Got it.  How can I help you today, #####?\nSpeaker 3: I have an incident going on quarantine.  Like, if you want the details, I can provide you with the incident number.\nSpeaker 2: Sure, you can provide me that one.\nSpeaker 3: Sorry?\nSpeaker 2: You can provide me the incident number if you have it.\nSpeaker 3: INC #########.\nSpeaker 2: INC #########.  Is that correct?\nSpeaker 3: Mm-hmm.\nSpeaker 2: Let me just double check that one first, one moment.  Okay, one moment.  This is regarding to your...\nSpeaker 3: Unlock my email.\nSpeaker 2: Okay, one moment.  I'm just reviewing the update here.  Please bear with me, okay?  Mm-hmm.  So you have right now a client laptop and when you try to access your Accenture email, what specific error you can get or you get from the client laptop?\nSpeaker 3: I have cloud in my mobile phone.  Okay.\nSpeaker 2: Actually, I have here the screenshot of the image from your phone.  If it's coming from your phone, if it's sign-in was blocked, you just needed to set up your Authenticator app and needed temporary access password for you to access it.  However, if you are trying to access it from a client laptop, that may require you for you to have the managed access.  Are you waiting for a Accenture laptop or you only have a client laptop?\nSpeaker 3: I have only a client laptop.  I don't need an Accenture laptop.\nSpeaker 2: All right.  So you just wanted to have access.  Accent your email from your phone.  If you want access from your phone to Teams and Outlook, you just need to install the Microsoft Authenticator app.  Kindly download it from your phone.  I do have it.  All right.  Can you add a PolarWorks account?\nSpeaker 3: Yeah.\nSpeaker 2: Okay.  And then when you add it, the error comes up, right?\nSpeaker 3: Yes.\nSpeaker 2: Okay.\nSpeaker 3: I'll try it one more time just to make sure.  I got a temporary password from someone, like from the Accenture team.  whoever I'm being in contact with.  I just got a temporary password and I think it's not like.  it's showing like it is blocked.  Maybe if the password is incorrect, it should show like, right?  Yeah, the password is incorrect.\nSpeaker 2: When did you get it?  Yeah, I'm sorry.  When did you get the password?\nSpeaker 3: It's been like four days, right?  Three days.\nSpeaker 2: It will no longer work anymore.\nSpeaker 3: It is showing that your account password is incorrect.  If you don't remember your password, reset it now.  It is asking me.\nSpeaker 2: All right.  I can reset it now.\nSpeaker 3: Try that.\nSpeaker 2: For that, resetting your password is not suggested.  You need to set up your Authenticator app first, and you need a temporary access password for that.  Don't worry, since I'm on the line, I will help you to generate or create a tap from our end.  All right.  Since you don't have access to Teams, I will be needing to verify your account first through a manager that will vouch for you for me to create temporary access password.  So I'll be sending a request to your manager from our end and we'll wait his or her response within two to three minutes.  If there's no response from the manager, your manager should.  I'll reach out to you, provide you the incident number, and approve the request.  Without any response within 48 hours, the ticket will be automatically forwarded to your local tech for in-person verification.  All right?  So while creating the adaptive card, that's what we called for verification, can I place a call and hold for two minutes?\nSpeaker 3: Sure.\nSpeaker 2: Thank you.  I'm still creating the request to your manager, so please bear with me.  I'll get back to you after 10 minutes again.  Is that okay?  Sure, yeah.  Thank you.  Let me place the call on hold again for 10 minutes.  Hello, #####.  Thank you for patiently waiting.  So earlier, I just sent the request to your manager and waited already 40 minutes, and there's no response.  Like what I mentioned earlier, wait for your manager to reach out to you.  Make sure to ask the incident number as well as the full name of the manager who vouched for you.\nSpeaker 3: What's the manager name?  Is it ########?\nSpeaker 2: We're not allowed to provide that yet for verification, so once your manager reaches out to you, kindly ask their full name or their enterprise ID as well.  And then call us back to continue verification for temporary access password for you to set up your authenticator app, okay?\nSpeaker 3: Do you need manager's name and enterprise ID?\nSpeaker 2: the incident number, either your manager's full name or their enterprise ID, either of the two, and the ticket number.\nSpeaker 3: Okay.  You have sent him the ticket number?\nSpeaker 2: Yes.  The instructions were sent already, so just wait for the manager to reach out to you, okay?\nSpeaker 3: Okay.  All right.\nSpeaker 2: Thank you so much for your time today.\nSpeaker 3: You just have to wait for the manager.  That's it, right?\nSpeaker 2: Yes.  It needs to be approved first, and then once it's approved, your manager will reach out to you, provide you their full name and incident number.  Once it's all done, kindly call us back.\nSpeaker 3: All right.\nSpeaker 2: Thank you.  You have a great day, #####.  Bye for now.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because they were unable to access their Accenture email on their personal mobile phone. They received a temporary password from another Accenture team member a few days prior, but it is no longer working. The helpdesk agent, after confirming #####'s identity, determined the issue stems from the need to set up the Microsoft Authenticator app. To generate a temporary access password, the agent needs manager verification. A request was sent to #####'s manager, but after 40 minutes, there was no response. The agent instructed ##### to wait for their manager to contact them with the incident number and either their full name or enterprise ID, then call back the helpdesk to complete the verification process and obtain the temporary access password.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing their email, the need for the Microsoft Authenticator app, and the requirement for manager verification. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. The accuracy of the summary is high, as it correctly reflects the details of the call without introducing any false or misleading information. However, it misses some minor details, such as the specific error messages encountered and the fact that the employee only has a client laptop. Overall, the summary provides a fair description of the main problems and resolutions discussed in the call.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing their Accenture email and the steps taken to resolve it. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly identifies the problem, the attempted solution with a temporary password, and the need for manager verification to set up the Microsoft Authenticator app. It also accurately describes the outcome of the call, including the wait for the manager's response.\n\nRegarding completeness, the summary covers the main concerns and the proposed resolution but could benefit from mentioning the initial automated messages and the employee's attempt to access email from a client laptop for a fuller context. However, it does capture the essence of the issue and the steps toward resolution.\n\nOverall, the summary is well-structured, accurate, and effectively conveys the necessary information, with only a minor suggestion for additional context for completeness.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (email access problems on mobile)\n2. Includes the context of the expired temporary password\n3. Explains the solution process (need for Authenticator app setup)\n4. Details the verification requirements and next steps\n5. Maintains chronological flow of events\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while including all crucial information. It's coherent, with a clear progression from problem identification to attempted solution to next steps. The information is accurate, matching the transcript without misrepresentation. It completely covers both the problem and resolution path.\n\nMinor improvement could be mentioning that the user has a client laptop but doesn't need an Accenture laptop, as this contextual information might be relevant for future reference. However, this is a minor point that doesn't significantly impact the summary's effectiveness.",
        "claude_score": 9.0
      }
    }
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    "train_trial_index": 0,
    "predicted_text": "An employee called the IT helpdesk, likely regarding an issue with MyT. Upon calling, an automated message informed callers of high call volume due to performance issues with MyT. Users attempting to log in are being redirected to a \"gone phishing\" page. The IT team is aware and actively working on the problem, and callers were asked not to log additional tickets or contact the service desk about this specific issue. The employee was then connected to an agent who promptly disconnected due to another call.\n",
    "base64_images": [],
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      "call_summarization_score": 0.7777777777777778
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video... For Technology and Business Application Support, press 1.  For Mobile...\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 4: ####, may I have your personal number?  Sorry, I got a call back.  I apologize.  Thank you, though.  You're welcome.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee called the IT helpdesk, likely regarding an issue with MyT. Upon calling, an automated message informed callers of high call volume due to performance issues with MyT. Users attempting to log in are being redirected to a \"gone phishing\" page. The IT team is aware and actively working on the problem, and callers were asked not to log additional tickets or contact the service desk about this specific issue. The employee was then connected to an agent who promptly disconnected due to another call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main issue regarding the MyT performance problems and the high call volume. It correctly mentions the automated message about the \"gone phishing\" page and the IT team's ongoing efforts to resolve the issue. However, it inaccurately states that an employee was connected to an agent who disconnected due to another call, which is not clearly supported by the transcript. The summary is relevant and coherent, but the inaccuracy affects its overall quality. Additionally, the summary does not mention the initial automated options for different types of support, which could be relevant for completeness.",
        "gpt_score": 7.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue with MyT and the IT team's response. The information presented is relevant to the main topic, focusing on the issue and the team's actions. The summary has a clear structure, starting with the employee's call, the automated message, and the IT team's response, making it easy to follow. The summary is accurate, matching the information provided in the call transcript. However, the summary could be improved in terms of completeness, as it does not mention the initial automated messages about password reset and account unlock, which could provide additional context. Nevertheless, the summary covers the main problem and the IT team's response, making it a fair description of the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call transcript:\n1. Conciseness: The summary efficiently condenses the interaction into a clear, focused paragraph without unnecessary details.\n2. Relevance: All information included directly relates to the MyT system issue and the call flow.\n3. Coherence: The summary follows a logical sequence from initial contact through the automated message to the brief agent interaction.\n4. Accuracy: The summary correctly represents the system issue, the \"gone phishing\" redirect problem, and the request not to create additional tickets.\n5. Completeness: The summary includes both the technical issue and the call outcome, though it could have mentioned the initial IVR menu options for fuller context.\n\nThe summary excels in accuracy and relevance but could have been more complete by including the initial menu options. However, since these weren't crucial to the main issue, this is a minor point. The coherent structure and concise presentation of the essential information make this a high-quality summary.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, #####, contacted the IT helpdesk because they were unable to log into Teams and their laptop, receiving messages indicating their account didn't exist or to contact an administrator. The helpdesk agent, ######, discovered that the employee's account was showing as a \"former employee.\" The agent advised ##### to contact their HR department or manager to have their account re-enabled, as the helpdesk lacked the necessary permissions. ##### confirmed they were a full-time employee starting a new project and expressed concern about missing onboarding meetings. The agent reiterated the need to contact HR and assured ##### that HR could resolve the issue. The employee thanked the agent and planned to contact HR on Monday. The agent confirmed this was not a common issue for full-time employees.\n",
    "base64_images": [],
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      "call_summarization_score": 0.8888888888888888
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Dev...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, Press 3.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, Press 3.\nSpeaker 4: Thank you for calling CIO.  You're speaking with ######.  Can I have your Accenture email address or your employee ID?\nSpeaker 5: Yep.  #####.  ######### dot...\nSpeaker 4: #########.  #########.\nSpeaker 5: #########.\nSpeaker 4: #########.  Okay.\nSpeaker 5: Dot period and then ######.  #-#-#-#-#-#-#\nSpeaker 4: #-#-#?\nSpeaker 5: Yeah, # as in boy, #######.\nSpeaker 4: It's #######.  Okay, could you please tell me your full name?\nSpeaker 5: ###################.\nSpeaker 4: Okay, all right, #####, please tell me, how can I help you?\nSpeaker 5: I am having issues.  I was trying to just log on to my Teams today on my phone, and then it was not allowing me to do that, and it was saying that my account either didn't exist or was having to contact admin, and then I tried the same thing on my laptop, and I'm also not able to access that anymore, so I was trying to figure that\nSpeaker 4: out.  Okay, so #####, as I can see, your account is currently showing as a former employee.\nSpeaker 5: Okay, I just finished my training at the Q-Center on Friday.\nSpeaker 4: Okay, yeah, I can see that your account is currently disabled.  Not disabled, it is showing as a former employee.  So, #####, to enable your account, you need to just contact with your HR or your manager.  You just once check with them.  You're okay, so why we just can we please just come for me.  Are you a full-time employee or you are a contractor?\nSpeaker 5: I Know full-time employee.  I literally just got put on a project Friday.  Okay, my first project.\nSpeaker 4: Okay.  All right, #####.  Well, yeah, I understand.  Sorry for the inconvenience.  Oh, I can see that your account is currently showing as a former employee So you can just once check with your HR or your manager once.  okay, so they will help you to enable your account.\nSpeaker 5: Okay Okay, and then so I just have to probably contact them on Monday then?\nSpeaker 4: Yes, yes.\nSpeaker 5: Okay, and then they are able to give me access to my account again after I talk to my HR or manager?\nSpeaker 4: Yes, yes.  Only they have that access to enable your account.  so they can do that from there and we can enable that account.  Okay.\nSpeaker 5: Okay, so after I talk to my HR, they should be able to allow me access again to everything.\nSpeaker 4: Okay, all right.  Well, you can do that.  Okay?\nSpeaker 5: Okay, good.  I just want to make sure, because I have all my intro meetings and all my onboarding and everything on Monday, so I just want to make sure that I don't miss any of that, obviously.\nSpeaker 4: Yes, yes, yeah, yeah, I understand.  That's why I'm telling you.  Just once, just connect with your HR once and just tell them that your account is currently showing as a former employee.  You have checked with the support team and currently showing as your account is currently as former employee.  So they will only enable their account from there, okay?  They will enable it.\nSpeaker 5: Okay, okay, all right.  Well, okay, okay, I appreciate you.  Thank you.  All right, I'll reach out to them.  I guess, I guess Monday morning, probably, and figure that out.\nSpeaker 4: Yes, yes, well, you can do it.  Okay.  Is there anything else?  maybe I can help you?\nSpeaker 5: No, I don't, I guess not as now, I guess, until I figure this out, but I appreciate you.  Does this happen a lot?  Out of curiosity, does this happen to people that are joining new projects and stuff a lot?\nSpeaker 4: No, but maybe with the contractors, it happened, but with full-time employee it doesn't.  so that's why I'm telling you just once check with your HR or your manager once.\nSpeaker 5: okay okay all right sounds good all right.  I'll reach out to him.  thank you I appreciate you.\nSpeaker 4: okay all right.  well thank you have a great day.  bye bye bye.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because they were unable to log into Teams and their laptop, receiving messages indicating their account didn't exist or to contact an administrator. The helpdesk agent, ######, discovered that the employee's account was showing as a \"former employee.\" The agent advised ##### to contact their HR department or manager to have their account re-enabled, as the helpdesk lacked the necessary permissions. ##### confirmed they were a full-time employee starting a new project and expressed concern about missing onboarding meetings. The agent reiterated the need to contact HR and assured ##### that HR could resolve the issue. The employee thanked the agent and planned to contact HR on Monday. The agent confirmed this was not a common issue for full-time employees.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with logging into Teams and their laptop, the discovery that their account was marked as a \"former employee,\" and the advice to contact HR or a manager. The summary is relevant, focusing on the main topic of the call. It is coherent, with a clear structure and flow of ideas that make it easy to understand. The information is accurate and factually correct, reflecting the details of the call transcript. However, the summary could be slightly more complete by mentioning the employee's concern about missing onboarding meetings and the agent's assurance that this issue is uncommon for full-time employees. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their account and the resolution provided by the helpdesk agent. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. The information presented is factually correct, matching the details provided in the call transcript, ensuring accuracy. The summary also provides a fair description of the main problem and resolution, covering the employee's concerns and the agent's advice to contact HR, thus achieving completeness. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple areas:\n1. Conciseness: It captures the essential elements of the conversation without unnecessary details, maintaining brevity while being informative.\n2. Relevance: All information included directly relates to the core issue and its resolution.\n3. Coherence: The summary follows a logical flow from problem identification to solution, making it easy to follow.\n4. Accuracy: The details match the transcript precisely, including the employee's status, the recommended solution, and the context about being a new employee starting a project.\n5. Completeness: It covers all key aspects - the initial problem (Teams/laptop access), the cause (account showing as former employee), the solution (contacting HR), and the context (new project, upcoming onboarding). It even includes the relevant detail about this being unusual for full-time employees.\n\nThe only minor improvement could be mentioning that this occurred after training at the Q-Center, but this detail isn't crucial to understanding the core issue and resolution.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "A team lead, #####, called the IT helpdesk because one of their agents, #####, was locked out of their laptop. ##### had an existing RITM ticket from L1, and the helpdesk agent, Speaker 4, confirmed it was awaiting manager approval via a \"Workflows\" request in Teams.\n\n##### stated they hadn't received the request and that approvals are usually handled by a specific Level 7 employee, ####################, who also hadn't received it. Speaker 4 was unable to redirect the request to #################### due to system limitations and security protocols preventing the disclosure of the assigned manager.\n\nUltimately, Speaker 4 agreed to send a message to the unknown manager requesting they contact ##### with the approval ticket number so ##### could relay it to the agent, #####, who lacks direct contact methods.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to.\nSpeaker 4: Hello, can I have your personal number or email?\nSpeaker 5: Sure.  Sorry, what was that?\nSpeaker 4: Can I have your personal number or employee number?\nSpeaker 5: Yeah, it's.  #########.\nSpeaker 4: Okay, thank you.  Let me call it up.  And can you please provide me as well your EID and your callback number?\nSpeaker 5: Yes, my EID is ########### and my callback number is ############.\nSpeaker 4: Okay, thank you.  I'm sorry, can I have again the personnel number that you have?  ###?\nSpeaker 5: Yeah, it's ##########.\nSpeaker 4: Okay, thank you so much.  And may I know your first name, please?\nSpeaker 5: #####.\nSpeaker 4: #####, how can I help you today?\nSpeaker 5: I'm calling on behalf of one of my agents.  I am a team lead, and this agent is locked out of their laptop, having volume issues.  They were told that the CIO was going to reach out to someone to get approval.  We have a person that is normally reached out to for these kind of situations, and he has not heard from CIO.  I don't think he was given a CIO ticket.  Do CIO tickets start with INC or RITM?\nSpeaker 4: Actually for CIO that is for INC.\nSpeaker 5: Okay, so I only have a RITM ticket from L1.  Can I give you like the agent's EID and see if he has any open cases?\nSpeaker 4: Yes, can I have it please?\nSpeaker 5: Yes, it is.  #####, # #, sorry, #########, dot #  yeah, just #, dot #######, #############.  He's a contractor.  ###############.\nSpeaker 4: Thank you so much.  Let me pull it up.  And can you please provide me as well his personnel number?\nSpeaker 5: Yeah.  One second.  I guess I think contractors have different personnel numbers, right?  One moment.  OK, #####, #####, #####, #####.  Sorry, we have a sheet that has all these names on there.  Are you OK?  His personnel number is, I guess the letter ## as in  ##########, ### ####.\nSpeaker 4: Okay, yeah, I have it here.  And yeah, ##### has an open ticket as well.  Actually, it is for the tap request.  Yeah.  So we're just waiting for your approval regarding this.  Then ##### will need to call us back with that process.\nSpeaker 5: Okay.  So you guys needed my approval?\nSpeaker 4: Yeah.  We have sent the request to your team's chat for approval.  managers of vouching, that's an adaptive card that you need to approve.  Then once you approve it, you need to provide it to CRE because that is part of the verification process.\nSpeaker 5: Okay, I never got any kind of chat from you guys regarding this.\nSpeaker 4: That would be through workflows.\nSpeaker 5: Workforce?\nSpeaker 4: Workflows.  So you didn't receive anything?\nSpeaker 5: No, I have Teams.  I know that we normally hear you guys from Teams.\nSpeaker 4: Yeah, that's from Teams, but the title of it is Workflows.\nSpeaker 5: Workflows.  No, there's nothing here.  Okay, well, I guess, can I give you, like, my approval now?  here on the phone, like.  we need him back on, have his login resolved?\nSpeaker 4: We're all going to do that.  However, let me go ahead and double check.  He also need to, you really need to approve that request and he needs to provide us a ticket number, but I'll go ahead and double check.  So if we have already sent that request, one moment.  Okay, so yeah, I'm double-checking.  Okay, let me go ahead and double check.  Can I put this on hold for at least a minute?  Yeah, that's fine.  Okay, thank you.  I'll double check.  Thank you.  Hello, thank you so much for patiently holding on the line.\nSpeaker 5: Yeah, I'm sure.\nSpeaker 4: Okay, thank you and.  Yeah, we are double checking it here.  So.  Okay, we are still double-checking the system to which we sent that request for manager vouching.  Okay, one more thing.  Are you the manager or the team lead?  The team lead.  So, as of #### here, in the system, you are career level 10.  So, I'm sorry to say that, #####.  We only are the valid manager that can vouch for your career.  agent, it would be level 7 and above.\nSpeaker 5: Okay, I have a level 7 that normally takes care of this.  Can I give you their name?\nSpeaker 4: Actually, we have already sent the request to the manager, so please let your agent know about this.\nSpeaker 5: Which manager did it get sent to?\nSpeaker 4: Actually, we don't, we're not allowed to provide any names because that is for security purposes.  So just let your agent know that he needs to wait for the approval, then that manager should need to contact him with the ticket number as part of the verification process.\nSpeaker 5: Sorry, I've had this conversation before with CIO.  I don't know if it's being sent to the correct manager.  That's the issue.  Because it's normally sent to ####################.  He's a Level 7, and I checked with him, and he didn't receive anything today.  So I'm not sure who it got sent to, but I don't have any direct contact to any other Level 7s except for him.\nSpeaker 4: Okay, but here's what we can suggest.  Let your agent know that that request has already been sent.\nSpeaker 5: Is there a way to get the request sent to ####################, Level 7?\nSpeaker 4: I'll go ahead and double check on that, because if we have already requested, we're unable to make any changes for it.  So I'll go ahead and double check for it, okay?\nSpeaker 5: Yes, if you can send it to him, we can get this process resolved soon, because ########### normally expects these kinds of approvals.  Again, I don't know who he got sent to, but it's normally #################### who approves it on our end.\nSpeaker 4: Okay.  So, let me see.  Go ahead and double check.  Okay, so in regards to that, we're unable to make some changes, so what I can suggest, please advise him to wait for the user to be reached out by that manager, because we have already sent that manager a request, and we have informed that manager as well to approve the request.\nSpeaker 5: Is there a way to send a message to that manager to have them contact me with the approval so I can send it over to #####?  Because... Sorry, the agents, not... I know it's to ###########'s, but ###########, #############, if a ping can be sent to the manager that I'm not allowed to know to just contact me so I can let ##### know?  Because #####, the agent, does not have contact... Like, he doesn't have teams.  He doesn't have anything to... get in touch with anybody except me through email or through phone.\nSpeaker 4: I'll go ahead and double check for that if it is possible.  Can I put this call on hold again for at least two minutes?\nSpeaker 5: Yeah, just ask if the manager can just contact me, whoever it is, with the approval ticket.\nSpeaker 4: Okay.  We'll check in then.  Hello.  Thank you so much for patiently holding, ####.\nSpeaker 5: Yeah.\nSpeaker 4: What's up?  Hi.  Thank you.  So, yeah, I'll go ahead and send the message to that manager to, like, provide you the ticket number so you can forward it to #####.\nSpeaker 5: Okay.  Yes, that'd be perfect.  Again, I don't know any other managers aside from #####.  So, whoever it is, if they can ping me, I can get it to #####, the agent, and hopefully get this issue resolved.\nSpeaker 4: Okay.  Thank you.\nSpeaker 5: Great.  Thank you so much.\nSpeaker 4: Have a good day.  You're welcome.  Bye-bye for now.\n</call_transcript>\n<summary>\nA team lead, #####, called the IT helpdesk because one of their agents, #####, was locked out of their laptop. ##### had an existing RITM ticket from L1, and the helpdesk agent, Speaker 4, confirmed it was awaiting manager approval via a \"Workflows\" request in Teams.\n\n##### stated they hadn't received the request and that approvals are usually handled by a specific Level 7 employee, ####################, who also hadn't received it. Speaker 4 was unable to redirect the request to #################### due to system limitations and security protocols preventing the disclosure of the assigned manager.\n\nUltimately, Speaker 4 agreed to send a message to the unknown manager requesting they contact ##### with the approval ticket number so ##### could relay it to the agent, #####, who lacks direct contact methods.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the issue of the agent being locked out, the existing RITM ticket, and the need for manager approval via Teams \"Workflows.\" It also correctly notes the problem with the approval process and the involvement of a specific Level 7 employee. The summary is relevant and coherent, with a clear structure that makes it easy to follow. However, it misses some details, such as the initial confusion about the ticket type (INC vs. RITM) and the multiple holds during the call. These details could provide a more complete picture of the call's complexity. Overall, the summary is accurate but could be slightly more comprehensive.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the agent's locked laptop and the approval process. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nThe summary is accurate, correctly conveying the information from the call transcript. It also provides a fair description of the main problems and resolutions, including the issue with the approval request and the solution of sending a message to the unknown manager.\n\nHowever, the summary could be improved by including more details about the initial issue with the agent's laptop and the RITM ticket. Additionally, some of the sentences could be rephrased for better clarity.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the core issue (locked laptop) and context (team lead calling for agent)\n2. Correctly explains the workflow approval situation and complications\n3. Captures the key discussion points about manager levels and approval routing\n4. Accurately describes the final resolution (manager to contact team lead with approval)\n\nThe summary is concise while maintaining essential details, has good flow, and presents information logically. It accurately reflects both the problem and solution discussed in the call.\n\nMinor improvements could include:\n- Mentioning that the team lead was career level 10 and thus couldn't directly approve\n- Noting that the agent is a contractor\n- Clarifying that CIO tickets start with INC (mentioned early in call)\n\nHowever, these are secondary details, and their omission doesn't significantly impact the summary's effectiveness. The summary successfully balances brevity with comprehensive coverage of the main points.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, #########, contacted the IT helpdesk because their new computer was stuck on the \"account setup\" screen during initial setup. The setup process had been running for approximately eight hours, specifically on the \"App 8 of 9 installed\" stage. The employee had already completed initial steps like entering their Accenture email and verification code.\n\nThe IT support agent, after confirming the INC ticket number, initially misidentified the issue as a black screen problem from a previous ticket. After clarification, the agent advised the employee to wait, stating that the installation process could take 3-4 hours. The employee expressed frustration, as the process had already exceeded that timeframe. The agent then instructed the employee to perform a hard reset. After the reset, the computer began updating again. The agent created a ticket for the issue and informed the employee to wait for the update to complete.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, MyConcierto, press 4. for technology and business application support.  Press 1.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  if you are a contractor or do not know your personnel number.  Your personnel number.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Enterprise ID is #######\nSpeaker 5: Okay.  #######, will you please spell it out again?\nSpeaker 4: ########### as in ####\nSpeaker 5: Thank you so much.  And will you please also provide me your callback number?  ############.  And how can I help you today, #########?\nSpeaker 4: A ticket number, but I'm having trouble setting up my new computer.  It's on the uploading the account set up, but it's been like this for the last like three hours and it hasn't finished uploading.  so I can continue with using the new computer.  So L1 told me that I needed to call you back.\nSpeaker 5: Okay.  So just to confirm, you're calling in because you're setting up your new device?\nSpeaker 4: That is correct.  We're setting up the new device account setup.  It's just been loading and it's on the last install, but it hasn't installed and I haven't been able to sign in.\nSpeaker 5: Okay.  So I have a number.  Okay.  Will you please provide me the number?\nSpeaker 4: Would you like the INC number or the RITM number?\nSpeaker 5: That's what I'm telling you.  Will you please provide me the ticket number, the INC?\nSpeaker 4: So the INC number is #########.  Okay.  Got it.\nSpeaker 5: This is your... So, I do understand the situation that you have right now, #########.  I'm here to assist you on this.  So, your machine screen goes black randomly.\nSpeaker 6: No, that's the old computer.  They just sent me a new computer, and I need help setting it up.\nSpeaker 4: I've already set the computer up.\nSpeaker 6: I'm trying to set the computer up, and it's on the last, like... So, what I see here, it says, setting up for work.  It updated some things, but it's on the account setup, and it's on the last install, but it's been like this for the last four hours.\nSpeaker 4: So, the team told me to give a call to CIO.\nSpeaker 5: Okay.  So, because she provided me the VIST ticket number, so that's the reason why I'm asking if that's the case.  Okay, anyway.  Okay, just give me a moment.  Okay, so can we do a remote session for that?\nSpeaker 4: I'm not able to do any remote sessions.  I can't call because I can't get on the computer.  I can't call you.  I can't do anything.\nSpeaker 6: I'm literally sitting on the first stage, which is the setup part.\nSpeaker 5: You can't log in yet.  I can't do anything.  So you're in the part that you can still log in.  That is correct.\nSpeaker 6: It says setting up for work or school.\nSpeaker 5: Okay.\nSpeaker 6: It says working on it.  It says the last is out of all the install, it's eight out of nine installs.  So it looks like it's trying to finish off the install, but it's not working.  They told me to give a call to you guys.\nSpeaker 5: Okay.  So when you try to open your laptop, what did you see?  Is it Other User or Administrator?\nSpeaker 6: It said Other User.  It asked me to put my Accenture email in, which I did.  It sent me a verification code to my Authenticator.  It went through.  I went through those setup steps.  Now it's just trying to set up the system, I guess.  the account set up.\nSpeaker 5: Okay.  Just hold on.  Excuse me.  Will you please provide me the asset tag of your machine?  It starts with US on your machine.\nSpeaker 6: It is ###.\nSpeaker 4: #######.\nSpeaker 5: Okay.  Okay.  So, okay.  So when you try to log in, you use your Accenture username.  I've already...\nSpeaker 6: I've done it already.  I'm literally on the setup part where it's just loading.  It's not letting me go into the actual... I signed in already.  I already know that information, ma'am.  What I'm looking at is it says account setup.  Join your organization.  So what I see here at this time is that it's installing everything on this computer, but it's been installing this stuff since this morning at eight o'clock, and I can't continue.\nSpeaker 5: Okay, so I just want to inform you that installation of your laptop takes for a while.  It will take for about three to four hours.  Okay, so with that, So there's a provision.  or what did it say?  What is on the prompt on your screen right now?\nSpeaker 6: I'm going to repeat what it's saying to you.  I'm going to slow down and I'm going to repeat again for you.  It says, account set up, working on it, joining your organization, network, complete.  Security policies, one of one applied.  Certificates, no setup needed.  And then it says no network connections needed.  App, eight of nine installed.  And it's just loading.\nSpeaker 5: Okay, so eight of nine installed.  So one installation is only needed.  So you have to wait for it.\nSpeaker 6: Stand with your team.  I've literally been in, I'm almost in an eight hour shift.  It's almost time for me to go home.  So you said three to four hours.  I've been on the phone with CIO, I mean, not CIO, L1, and we've been communicating.  She said it shouldn't take this long.\nSpeaker 5: Okay.  Will you please go to unplug all the cables at the top of your laptop and then long press the power button for at least one minute?\nSpeaker 6: I just did it.  I did a hard reset.  I'm waiting for it to come on.  Now it's telling me I have updates underway.\nSpeaker 5: So it's still updating now.\nSpeaker 6: That's what it looks like.\nSpeaker 5: Okay.  So you have to wait for it.\nSpeaker 6: Okay.  Are you able to send a ticket to my chat to my team so I can send it off to my team lead?\nSpeaker 5: Okay.  I'm creating a ticket here.  Okay.  So we're not allowed to send anything.  So you're the one.  I can't provide it to you.  So you have to write this down.  And what is that ticket number?\nSpeaker 6: Okay.  It's INC ########.  You got it?  And can you repeat that again for me?  ##########.\nSpeaker 5: ##########.  That is correct, #########.  Thank you.  Okay.  Yes, all you have to do is just to wait until it's done updating.  Once updating, it will let you log in again, okay?  And just follow what it prompts on the screen, okay?\nSpeaker 6: Thank you.\nSpeaker 5: You're welcome.  So since there's no further actions needed here at the end, I will tag the ticket here as resolved and closed.  But you don't have to worry.  If you should persist, you may reopen the ticket within 72 hours.  And upon resolving this ticket, you may receive a survey via email.  If there's any feedback you wish to provide, please send this in.  This may have a great impact on my performance.  Thank you, #########.  Have a great day.\n</call_transcript>\n<summary>\nAn employee, #########, contacted the IT helpdesk because their new computer was stuck on the \"account setup\" screen during initial setup. The setup process had been running for approximately eight hours, specifically on the \"App 8 of 9 installed\" stage. The employee had already completed initial steps like entering their Accenture email and verification code.\n\nThe IT support agent, after confirming the INC ticket number, initially misidentified the issue as a black screen problem from a previous ticket. After clarification, the agent advised the employee to wait, stating that the installation process could take 3-4 hours. The employee expressed frustration, as the process had already exceeded that timeframe. The agent then instructed the employee to perform a hard reset. After the reset, the computer began updating again. The agent created a ticket for the issue and informed the employee to wait for the update to complete.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the new computer setup and the steps taken by the IT support agent. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. The accuracy of the summary is high, as it correctly reflects the details of the call without any false or misleading information. However, the summary could be more complete by including the final resolution where the agent tags the ticket as resolved and informs the employee about the survey and the possibility to reopen the ticket within 72 hours. This would provide a more comprehensive view of the call's conclusion.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's problem with their new computer's setup process. The summary has a clear structure, starting with the problem, then the IT support agent's actions, and finally the resolution, making it coherent and easy to follow.\n\nThe summary is accurate, correctly stating the employee's issue, the agent's initial mistake, and the subsequent actions taken. However, it could be improved in terms of completeness. The summary does not mention the employee's request to send a ticket to their team or the agent's response to this request. Additionally, the summary does not explicitly state the final resolution, although it implies that the employee was instructed to wait for the update to complete.\n\nOverall, the summary is well-written, but could benefit from a few additional details to make it more comprehensive.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the core issue and interaction while maintaining brevity. It accurately describes the setup problem, the duration (8 hours), and the specific stage where the process was stuck (8 of 9 apps). The summary correctly notes the agent's initial confusion with a different ticket and includes the key resolution steps (waiting and hard reset).\n\nHowever, there are a few minor omissions that could have added valuable context:\n1. The initial routing process through the automated system\n2. The asset tag verification step\n3. The final resolution status (ticket closed as resolved)\n4. The 72-hour window for reopening the ticket\n\nThe summary maintains good coherence, presenting events in chronological order and clearly connecting the problem, attempted solutions, and outcome. The language is clear and professional, avoiding unnecessary technical jargon while retaining important technical details. The summary stays focused on relevant information and accurately represents the interaction between the customer and agent.",
        "claude_score": 8.0
      }
    }
  },
  {
    "instance_id": "6d59deab-b3c0-442a-b669-3062b6ad5310",
    "train_trial_index": 0,
    "predicted_text": "An employee, #########, contacted the CIO Service Desk to set up Microsoft Authenticator on a new phone. After confirming the employee's personal number, enterprise ID, and callback number, the helpdesk agent, ######, initiated a remote session using 123rescue.com. The agent guided the employee through downloading and running the remote access software, overcoming an initial hurdle with admin privileges. The employee then scanned a QR code with the Authenticator app on their new phone and approved the sign-in. After some troubleshooting with a temporary access passcode, phone sign-in was successfully enabled. The agent marked the ticket as resolved and informed the employee about a feedback survey.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, press 1.\nSpeaker 2: For mobile, please enter your 8-digit personnel number so we can locate your details if you are a contractor or do not know your personnel number.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Hi again, this is ###### from CIO Service Desk.  May I have your personal number, please?\nSpeaker 5: Yep, my number is ##########.\nSpeaker 4: All right, #####.  Thank you for this information, and also can I ask for your enterprise ID?\nSpeaker 5: ############################.\nSpeaker 4: All right, thank you for this information, and also can I ask for your best callback number?\nSpeaker 5: Can you repeat that again?\nSpeaker 4: Can I ask for your best callback number, ########?\nSpeaker 5: Yeah, ############.\nSpeaker 4: All right, awesome.  Thank you for this information.  So how may I help you today, ########?\nSpeaker 5: I'm back to my new phone, my other phone with a temporary one, the last time I came in to set up authentication.  So I need help setting up the Microsoft Authenticator again.\nSpeaker 4: Okay, I see.  On your new device?\nSpeaker 5: Correct, yes.\nSpeaker 4: All right, I see.  Well, I do really understand your situation here, but don't worry, I will do my best to help you with this one.  So, by the way, may I ask, ########, do you have an access to your machine right now?\nSpeaker 5: Yes, I have my laptop and my phone in front of me.\nSpeaker 4: All right, awesome.  So for this one, ########, let's initiate a remote session so that I can guide you as well to set up your authenticator app, right?\nSpeaker 5: Okay, yeah.\nSpeaker 4: All right, so please open the browser for me and type 123rescue.com.\nSpeaker 5: Okay.  Okay, what is your pin code?\nSpeaker 4: All right, so the six-digit code will be 921450.  And then click for the start download.  After downloading it, Nicholas, go to your download folder.  You will see the file that you've been downloaded.  Kindly right-click the file for me.  Click for the show more options, then run as administrator.\nSpeaker 5: It wants me to put my admin username and password, but I don't have admin.\nSpeaker 4: Just open it.  Don't need to be run as admin.  Just open it.\nSpeaker 5: It's not letting me.\nSpeaker 4: Just double-click the file.\nSpeaker 5: Okay, hold on.  Okay, double-clicking worked.  The admin wasn't helping.\nSpeaker 4: No worries for that one.  Let me just connect that one here on my end.  All right, please click OK on your end as well.  All right, so please allow me to navigate your machine as well, OK?\nSpeaker 5: OK.\nSpeaker 4: Do you have your Authenticator app as well on your mobile device?\nSpeaker 5: Yes.\nSpeaker 4: OK, awesome.  So for this one, can you scan this QR code using your Authenticator app on your new device?\nSpeaker 5: Okay, just scanned it.\nSpeaker 4: Mm-hmm.  Are you able to scan it?\nSpeaker 5: Yeah, I already did.\nSpeaker 4: All right, awesome.  So please verify this one on your Authenticator app one second.  Let's wait for... Let's wait for the notifications for this one.  All right, please approve that one.\nSpeaker 5: Done.\nSpeaker 4: Okay, awesome.  For this one.\nSpeaker 5: I have to enable phone sign-in now?\nSpeaker 4: Yep, one second here.  All right, so you can click the enable phone sign-in.  And if it's asking for the temporary access passcode, please input this one.  The one that's a, the one which is highlighted.\nSpeaker 5: It says it's incorrect.  I'm going to try it again.  It says your account password is incorrect.\nSpeaker 4: Can you check for the use at that or a temporary access pass to sign in?\nSpeaker 5: Oh, yeah, I can do that.  Okay.  Yeah, yeah.\nSpeaker 4: All right, ######.\nSpeaker 5: Yeah, it's still loading.  The cursor thing is spinning right now.  All right.  And I think it's all good now.\nSpeaker 4: Mm-hmm.  Let me just check.  that's what I hear on my end.\nSpeaker 5: Okay.\nSpeaker 4: All right, it seems that you have enabled your phone sign-in on your Authenticator app.  So for this one, I will tag your ticket here as resolved, and upon the resolution of it, you will receive a survey via email, and your feedback is highly appreciated.  So thank you for calling CIO, #########, and have a wonderful day, all right?\nSpeaker 5: You too.  Thank you.  All right.  Bye-bye.  Bye-bye.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, #########, contacted the CIO Service Desk to set up Microsoft Authenticator on a new phone. After confirming the employee's personal number, enterprise ID, and callback number, the helpdesk agent, ######, initiated a remote session using 123rescue.com. The agent guided the employee through downloading and running the remote access software, overcoming an initial hurdle with admin privileges. The employee then scanned a QR code with the Authenticator app on their new phone and approved the sign-in. After some troubleshooting with a temporary access passcode, phone sign-in was successfully enabled. The agent marked the ticket as resolved and informed the employee about a feedback survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's request, the steps taken by the helpdesk agent, and the resolution. It maintains relevance by focusing on the key actions and outcomes related to setting up the Microsoft Authenticator. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript without introducing errors. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific issue with admin privileges in more detail. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of setting up Microsoft Authenticator on a new phone. The structure and flow of ideas are clear, making it easy to understand and follow, thus demonstrating coherence. The information presented is factually correct, with no false or misleading information, ensuring accuracy. The summary provides a fair description of the main problems and resolutions, covering the initial issue, the troubleshooting process, and the final resolution, thereby demonstrating completeness. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Conciseness: Condenses a lengthy transcript into a clear, focused paragraph without unnecessary details\n2. Relevance: Maintains focus on the core issue (setting up Microsoft Authenticator) and resolution process\n3. Coherence: Follows a logical sequence from initial contact through problem resolution\n4. Accuracy: Correctly represents the conversation flow and technical steps taken\n5. Completeness: Includes all major points - identification verification, remote session setup, QR code scanning, temporary access pass troubleshooting, and final resolution\n\nMinor improvements could include mentioning that this was a follow-up to a previous temporary phone setup (context mentioned by the caller), but this doesn't significantly impact the summary's effectiveness. The summary successfully balances detail with brevity while maintaining accuracy and readability.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "a860ceda-266f-410c-a476-2568a9e3e1da",
    "train_trial_index": 0,
    "predicted_text": "A new contractor, ####, called the CIO Service Desk to reset their Accenture portal password. They were unable to log in with the provided credentials. An earlier call resulted in a ticket being raised and a request sent to their manager, but their office stated they have no direct manager.\n\nThe helpdesk agent, ###, confirmed ####'s details and placed the call on hold twice to consult with SMEs. The agent explained the password reset process requires manager approval, but they can escalate to local tech support if the manager denies the request. #### requested immediate redirection to local support due to the lack of a known manager and the urgency to begin work. The agent agreed to check with SMEs about immediate escalation and advised #### to wait for contact, but to call back in an hour if no one reaches out.\n",
    "base64_images": [],
    "stats": {
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, telecom... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: #########.  Last letter.  #########.  Hi.\nSpeaker 3: We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, They are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 4: Hi, this is ###.  Thank you for calling CIO Service Desk.  Can I have your employee number?\nSpeaker 2: Yes, it's ########.\nSpeaker 4: Thank you so much.  And can I confirm your enterprise ID?\nSpeaker 2: Yes, it's ######################.\nSpeaker 4: Thank you.  It's ##################?\nSpeaker 2: Yeah, ##################, yes.\nSpeaker 4: Thank you, #####.  And in case this call got disconnected, can you provide me your callback number?\nSpeaker 2: It's ############.\nSpeaker 4: Thank you so much, ####.  And how can I help you today?\nSpeaker 2: Yeah, so I was trying to, like, I had called earlier.  I was trying to reset my password.  And, like, I have joined newly as a contractor with Accenture.  And I received my laptop and I was trying to set it up.  And they had instructed me to set up my account on my portal, my Accenture portal, my ID.  So I was trying to log in but the password they had provided me says it's incorrect.  So I was trying to reset the password and the guys who spoke earlier told that they the ticket has been raised and they would be sending a request to my manager.  but when I checked at my office they said that like in my hierarchy there are no managers so they want to resolve this as soon as possible.  so they were.  they asked me to check on this matter.\nSpeaker 4: I see.  So, basically, you confirm to your office that there is no manager that would approve your request?\nSpeaker 2: Yes.\nSpeaker 4: I see.  So, as assured, I'll be assisting you with this, ####, and I'm sorry for the inconvenience.  So, to track further on this issue, can I put the call on hold for about two or three minutes?\nSpeaker 2: Sure.\nSpeaker 4: Thank you.  I'll be back.  Thank you for waiting and staying on the line.\nSpeaker 2: Yes.\nSpeaker 4: So I'm still tracking the response from our SMEs regarding this issue.  Can I ask another two or three minutes to put the call on hold?\nSpeaker 2: Yes, sure.\nSpeaker 4: Thank you, and I'll be back.\nSpeaker 2: Thank you.\nSpeaker 4: Thank you for waiting and stay on the line.\nSpeaker 2: Yes.\nSpeaker 4: So, just to confirm, ####, you are already on the office, correct?\nSpeaker 2: Sorry?\nSpeaker 4: Are you on the local tech support office right now?\nSpeaker 2: No, I'm not.\nSpeaker 4: You mentioned earlier that you went to the office and asked if there is a...\nSpeaker 2: No, I said I checked with my office.  And they said that there's no hierarchical manager for me.  And this has to be reset.\nSpeaker 4: Yes, the hierarchy that they're telling you about is about on your team's organization.  But we're looking into the next hierarchy on our verification again.  The first verification for the manager vouching or the first hierarchy will check on your team's organization.  but we can proceed to the next levels of hierarchy.  So if your manager denies the request that we sent to him or to her, we can proceed to assign this ticket to the local tech support office, and they will be contacting you regarding 4D verification.  So I highly suggest to wait for a response from your manager regarding this.\nSpeaker 2: like the colleagues my colleagues who said they said that there is no manager that i am reporting to so yes again we're not basing the manager on your reports thing.\nSpeaker 4: uh reporting tool.  so we proceed to the next.  uh level of hierarchy would be the workday manager or the requester.  so again uh just wait for the approval from them And if they deny the request, rest assured we can reassign the ticket to the local tech support to further assist you.  regarding for the request.  And I'm really sorry, but we...\nSpeaker 2: Can you assign it to the local support right away?\nSpeaker 4: Yes, we can proceed with that unless your manager confirm or denies the request.  But don't worry, I can check with our SMEs if I can assign it to the local tech support office to be verified.\nSpeaker 2: Okay.  Yeah, that would be great if you could redirect it to the local support right away because nobody's sure who my manager is and I don't know how long it's going to take.  Yes, I understand.  Yeah, I have to begin since Monday.  And since it's going to be weekend, I don't think people would respond.\nSpeaker 4: I see.  So I'll be checking with our SMEs regarding for this.  And again, just wait for someone to reach out to you regarding for this.\nSpeaker 2: OK.  Should I call back or should I?\nSpeaker 4: The process for this, unless someone would reach out to you.  But in case there's no one to reach out to you, at least within an hour or more, you can call back to follow up.\nSpeaker 2: Okay, got it.\nSpeaker 4: I'm really sorry for the inconvenience, but I hope you understand.  Thank you and have a great day ahead.\nSpeaker 2: Yeah, thank you.\n</call_transcript>\n<summary>\nA new contractor, ####, called the CIO Service Desk to reset their Accenture portal password. They were unable to log in with the provided credentials. An earlier call resulted in a ticket being raised and a request sent to their manager, but their office stated they have no direct manager.\n\nThe helpdesk agent, ###, confirmed ####'s details and placed the call on hold twice to consult with SMEs. The agent explained the password reset process requires manager approval, but they can escalate to local tech support if the manager denies the request. #### requested immediate redirection to local support due to the lack of a known manager and the urgency to begin work. The agent agreed to check with SMEs about immediate escalation and advised #### to wait for contact, but to call back in an hour if no one reaches out.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call. It captures the key details: the contractor's issue with logging in, the previous ticket raised, the lack of a direct manager, and the agent's actions and advice. The information is relevant and directly related to the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. It is accurate, reflecting the details of the call without any false or misleading information. However, it misses some minor details, such as the specific hold times and the exact nature of the hierarchical verification process, which could provide a more complete picture. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the contractor's issue with resetting their Accenture portal password and the helpdesk agent's attempts to resolve the issue. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence.\n\nIn terms of accuracy, the summary correctly represents the information from the call transcript, including the contractor's situation, the earlier call, and the agent's actions and explanations. The summary also captures the main problem (the contractor's inability to reset their password due to a lack of a known manager) and the proposed resolution (escalation to local tech support), thus achieving completeness.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller as a new contractor with password issues\n2. Explains the previous attempt and ticket creation\n3. Accurately describes the management hierarchy issue\n4. Details the agent's actions (hold periods, SME consultations)\n5. Captures the resolution path discussed (manager approval vs local tech support)\n6. Includes the follow-up instructions\n\nThe summary is concise while maintaining essential details, has a logical flow from problem to attempted resolution, and accurately represents the conversation. It's particularly strong in capturing the complexity of the situation regarding management hierarchy and the contractor's urgency.\n\nMinor improvement could be made by mentioning that the contractor needs access by Monday and their concern about weekend delays, which adds context to their urgency. However, this doesn't significantly impact the summary's overall effectiveness.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, ############, contacted the IT helpdesk because they were locked out of the Accenture portal. Upon signing in, they received an error message stating they couldn't access the resource despite a successful sign-in. The helpdesk agent, after confirming the employee's email address, identified a compliance issue related to conditional access on the employee's machine. The agent explained that a remote technician would need to resolve the issue, estimating a 30-minute to 1-hour timeframe. The employee agreed to a remote session. The agent guided the employee to download and run a program called 123rescue.com, providing a PIN code (619319) and instructions to run the application as administrator. The agent then initiated a transfer of the remote session to a local technician and instructed the employee to wait for updates from them.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, telecom and mobile.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: This is the way we may ask for your personnel number.\nSpeaker 5: Hi, this is ############.  I can't find it right now because I can't get into the Accenture portal.\nSpeaker 4: Okay.  How about this one?  I would like to ask for your enterprise ID or Accenture email instead.\nSpeaker 5: Yep.  No worries.  My Accenture email is #############################.\nSpeaker 4: Okay.  Let me just spell it out if I got it correctly.  That would be ########### dot #########?\nSpeaker 5: Correct.\nSpeaker 4: Okay.  Thank you so much.  Let me just pull this up one second, please.\nSpeaker 6: Thank you.\nSpeaker 4: You're welcome.  Okay, and so, yes, help.\nSpeaker 5: Yeah, I seem to be locked out.  So, when I hit sign in, it says, like, sign in successful, but then it says, like, you cannot access.  So, I don't know, because you cannot access this right now.  Your sign in was successful, but does not meet the criteria to access this resource.  But I'm like, on my Accenture computer, and I looked at my apps and they all seem to be up to date.  So I'm not sure.\nSpeaker 4: Okay.  Um, you are referring for, uh, on signing into any essential links.  And even the app applications as well.\nSpeaker 5: Yep.\nSpeaker 4: Okay.  So, anyways, thank you so much for that information, ######, and they do apologize for having this issue, but, you know, that's a shirt.  I am going to assist, but before we get started, I just, I forgot to ask for your call back number in case the call get disconnected.\nSpeaker 5: No worries.\nSpeaker 4: You can call me at ###################.  Okay.  So, yeah, let me just take a look on your machine.  1 moment.\nSpeaker 5: Thank you.\nSpeaker 4: You're welcome.  Just real quick.  Hey, my tools are still loading.  One moment.  No problem.  Okay.  So yeah, anyways, upon checking right now on your system, I can see that that is why you're having issues on signing in because there was a compliance issue for sign in.  So there was an issue for the conditional access of your machine.  So what we are going to do right now, just to set your expectation, ######, this one needs to be remedied.  or needs to be checked by one of our remote technicians.  And, you know, it would take at least 30 minutes to one hour.  So are you good for a remote session right now?\nSpeaker 6: Yeah, that's fine.  Thank you.\nSpeaker 4: Okay.  So anyways, is it okay to place you on hold for at least a minute or two?  I'll just gather all the information that is needed here.  Okay.\nSpeaker 6: Yep, that's fine.  Thank you.\nSpeaker 4: Thank you.  Please stay in the line.  I'll get back to you for updates.  Okay.\nSpeaker 6: Okay.  Thank you.\nSpeaker 4: You're welcome.  Hello, ######.\nSpeaker 2: Hi there.\nSpeaker 4: Oh, yes.  Thank you for waiting on the line.  So what you will need to do here is that you'll need to go into your browser and search for 123rescue.com.\nSpeaker 6: Okay.\nSpeaker 4: Okay.  So after that one, it will ask you to, you know, it will ask for a pin code, right?\nSpeaker 6: Yep, I'm ready.\nSpeaker 4: Okay, so one second please.  Let me just process in here.  Let me just pull up the tool.  Okay, so before you put the pin code, I would like to inform you that After I give you the PIN code, you will need to download it, okay?  And then after downloading it, do not run it right away, okay?  Go to your downloads folder, and you need to run as admin.  Okay, sounds good.  Let's start with the PIN.\nSpeaker 6: All right.\nSpeaker 5: Oh, yeah.  So the PIN code is 619319.\nSpeaker 6: Okay.  So it says downloading.  I'm not seeing anything popping up yet.  Give it a second.\nSpeaker 4: There we go.  Okay, so it's downloading, but don't open it yet?  Yes.  you'll need to run as admin, okay?\nSpeaker 6: Okay, so what does that mean?\nSpeaker 4: You'll just need to go to the app and you'll need to run as admin for the app so that we can elevate or one of our tech can elevate your machine.\nSpeaker 6: Gotcha.  Okay, so I'm in my downloads.  I see the rescue.  Do I just open it from there?\nSpeaker 4: right-click on it and then run as administrator.\nSpeaker 6: Okay.  I don't see a run as administrator.  Is the open show package contents of the trash get info compressed duplicate.  But I don't see a run as administrator.\nSpeaker 4: Okay, just click the app.  Okay.\nSpeaker 6: Okay.  Clicking it connecting as is waiting for technician.\nSpeaker 4: All right.  I'll just try to connect it over.  Just click OK.\nSpeaker 6: OK.  There we go.\nSpeaker 4: Yeah, that's me.  And I'll be transferring this remote session too.  Let me check.  ######.  Yeah.  Okay.  One second.  All right.  One second.  All right.  So I'll just wait for the confirmation.  if she had already received the remote session.  Okay.  1 moment.  Okay.  System is still not popping out that we already received.  So, 1 moment, I'll just make a follow up.\nSpeaker 6: Okay, thank you.\nSpeaker 4: You're welcome.  Stay in the line.  I'll get back to you.  Hey, let me just place you on hold.\nSpeaker 6: Okay, thank you.\nSpeaker 4: Thank you.  All right, so yeah.  Hello, ######.  Hi.  Yeah, for this one, just wait for the local tech to give you updates, okay?\nSpeaker 6: Okay, sounds good.  I haven't seen a local person connect yet.  Is that normal?\nSpeaker 4: Yes, they will just accept the transfer, okay?  Okay, awesome.  Thank you.  Thank you so much, ##la.  Goodbye for now.\nSpeaker 6: Bye-bye.\nSpeaker 4: Bye-bye.\n</call_transcript>\n<summary>\nAn employee, ############, contacted the IT helpdesk because they were locked out of the Accenture portal. Upon signing in, they received an error message stating they couldn't access the resource despite a successful sign-in. The helpdesk agent, after confirming the employee's email address, identified a compliance issue related to conditional access on the employee's machine. The agent explained that a remote technician would need to resolve the issue, estimating a 30-minute to 1-hour timeframe. The employee agreed to a remote session. The agent guided the employee to download and run a program called 123rescue.com, providing a PIN code (619319) and instructions to run the application as administrator. The agent then initiated a transfer of the remote session to a local technician and instructed the employee to wait for updates from them.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue, the steps taken by the helpdesk agent, and the resolution process. It maintains relevance by focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript correctly. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific error message received by the employee (\"your sign in was successful, but does not meet the criteria to access this resource\"). Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing the Accenture portal and the steps taken to resolve it. The summary has a clear structure, starting with the employee's problem, followed by the helpdesk agent's diagnosis and proposed solution, and ending with the initiation of a remote session with a local technician. The information presented is accurate, matching the details provided in the call transcript. The summary is also complete, covering the main concerns and resolutions discussed during the call. However, some minor details, such as the initial automated messages and the employee's difficulty with running the program as administrator, are omitted, but these do not affect the overall understanding of the issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (login/access problem)\n2. Includes the specific error message\n3. Documents the agent's diagnosis (compliance/conditional access issue)\n4. Details the solution process (remote session setup)\n5. Includes specific technical details (123rescue.com, PIN code)\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem identification to resolution steps. It's factually accurate, with correct technical details and proper sequence of events. The length is appropriate - detailed enough to understand the situation but not unnecessarily verbose.\n\nMinor improvement could be mentioning the initial system announcement about \"gone phishing page\" issues, which might be relevant context. However, this doesn't significantly impact the summary's quality as it focuses on the specific user's issue and resolution.\n\nThe summary successfully balances technical detail with readability, making it useful for both technical and non-technical readers.",
        "claude_score": 9.0
      }
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    "predicted_text": "An Accenture employee, ##############, contacted the IT helpdesk because their computer unexpectedly shut down multiple times and initially locked them out with an incorrect BitLocker password message. The helpdesk agent, ###, collected the employee's personnel number, email, and callback number. The agent then requested a screenshot of the BitLocker login page via Teams to assess the situation. After rebooting the machine, the employee was able to log back in. The agent suggested observing the computer's behavior and resolving the ticket for now, with the option to reopen it if the issue persists. The employee agreed, and the call concluded.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, telecom... To check if your account is passwordless, please visit go.accenture.com/gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  Please enter your 8-digit personnel number so we can locate your details if you are a contractor or do not know your personnel.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.  All agents are currently assisting other callers.\nSpeaker 2: Hi, thank you for calling Accenture CIO.  This is ###, may I ask for your personal number, please?\nSpeaker 1: Hi.\nSpeaker 3: My name is ##############.  I'm sorry, did you just ask me a question?\nSpeaker 2: Yeah, I would like to ask for your personnel number or employee ID number.\nSpeaker 3: Oh, sure.  It's ###############.\nSpeaker 2: #####, okay.  Thank you so much for this.  Pulling it up, the information right now.  One second, please.  Okay, I would also like to ask for your enterprise ID or essential email.\nSpeaker 3: #############\nSpeaker 2: Okay, thank you for this one ######## and for your callback number.\nSpeaker 3: Callback number is ##########\nSpeaker 2: Okay, and so yes, how can I help you today?\nSpeaker 3: so I I was sitting here working on the computer, just wrapped up a call via Teams, and my computer just completely shut down.  I don't think it has anything to do with the battery because it's plugged in.  When I turned the computer back on, I tried to log on in BitLocker, and it's telling me that the password is incorrect, which is, I'm pretty confident that I'm putting in the correct password.  So, I'm just not sure what to do.\nSpeaker 2: Okay.  All right.  Thank you for that information, #######.  I would like to ask, by the way, can you take a picture or do you have access to Teams on your phone?\nSpeaker 3: I'm sorry, do I have access to Teams?  Yes, I do.\nSpeaker 2: Yeah.  Okay.  Can you take a picture of it and then send it to my Teams?  I'll ping you on Teams first.  I want to check the current status of your machine right now.\nSpeaker 3: Okay.  Sure.  I'm on Teams.\nSpeaker 2: Okay, I'll just wait for the picture.  Okay, you just want me to take a screenshot?\nSpeaker 3: Well, I'm just on the BitLocker page, like login page.\nSpeaker 2: So, there you go.  Okay.  Thank you.  Okay, and when you, oh wait, incorrect pin.  All right.  Can you try to restart again or reboot your machine?\nSpeaker 3: Sure.  Oh, why does it keep shutting?  It just keeps turning off automatically.  I'm not sure why it's doing that.\nSpeaker 2: Like it's completely shut down.\nSpeaker 3: Yeah, it like completely shut down.  I'm able to turn it back on, but again, it's just like, it'll just shut down by itself.  I just rebooted it.  Let me see if that works.\nSpeaker 2: Okay, able to get past BitLocker.  And how many times have shut down the machine?\nSpeaker 3: It's shut down at least three times since I've been on, since it first happened.  But I'm trying to relog.  I can't now.  I was able to get back in, so that is fine.  I think I'm okay now.  As long as it doesn't reboot again, I don't know.  That was just so weird.\nSpeaker 2: Okay.  For this one, okay.  For now, let's observe your machine first.  Okay, so since you were able to log in, we can, or is it okay if we can resolve the ticket first, and then if the issue persisted, maybe later or by the next day, kindly give us a call back so that we can reopen the ticket.\nSpeaker 3: Okay, sounds good.\nSpeaker 2: Okay, but yeah, rest assured a ticket will be made, but for now we'll just be tagging this one as resolved.  And then if issue persisting on the next day, it's still, you know, automatically shut down, give us a call back, okay?  So we can reopen.\nSpeaker 3: Okay.  Okay.\nSpeaker 2: Okay.  All right.  So anyways, thank you so much.  And yeah, have a good day.  Goodbye for now.  Thank you.\nSpeaker 3: Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture employee, ##############, contacted the IT helpdesk because their computer unexpectedly shut down multiple times and initially locked them out with an incorrect BitLocker password message. The helpdesk agent, ###, collected the employee's personnel number, email, and callback number. The agent then requested a screenshot of the BitLocker login page via Teams to assess the situation. After rebooting the machine, the employee was able to log back in. The agent suggested observing the computer's behavior and resolving the ticket for now, with the option to reopen it if the issue persists. The employee agreed, and the call concluded.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the computer shutting down and BitLocker password, the agent's request for information and a screenshot, and the resolution to observe the computer's behavior. The information is relevant and directly related to the main topic of the call. The summary is coherent, with a clear structure and flow that makes it easy to understand. The accuracy is high, as the details provided match the call transcript. However, the summary could be slightly more complete by mentioning the specific troubleshooting steps taken, such as the agent asking the employee to restart the machine and the employee's observation that the computer shut down multiple times. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their computer shutting down and the helpdesk agent's resolution. The summary has a clear structure, starting with the employee's problem, the agent's actions, and the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, making it complete. However, some minor details, such as the initial automated message and the employee's concern about the battery, are omitted, but these do not affect the overall understanding of the issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately identifies the main issue (computer shutdown and BitLocker password problem)\n2. Includes relevant details about the troubleshooting process (screenshot request, reboot attempt)\n3. Correctly describes the resolution (temporary fix with option to reopen)\n4. Maintains good coherence with a clear chronological flow\n5. Includes essential context (employee details collected)\n\nThe summary is concise while covering all crucial points. It doesn't include unnecessary details but retains important context about the multiple shutdowns. The resolution is clearly stated, including the follow-up plan if issues persist.\n\nMinor improvement could be mentioning that the computer shut down specifically three times, and that it was happening even during the call. However, these are minor details that don't significantly impact the summary's effectiveness.\n\nThe summary achieves an excellent balance between brevity and completeness while maintaining accuracy and relevance throughout.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, ####, calls the IT helpdesk because they are unable to log into their laptop. They can log in on their mobile device, but the laptop displays \"incorrect credentials\" despite resetting the password. The helpdesk agent, #######, guides the employee through resetting the password again via mobile, ensuring correct capitalization, and attempting login via \"other user\". When these steps fail, the agent suggests switching to a hotspot network, performing a hard reboot, and waiting 30 minutes. The agent confirms the account isn't locked or disabled, but acknowledges the employee's urgent need for the laptop due to an upcoming deployment. Ultimately, the agent escalates the issue to local tech support, as remote connection is impossible without login access, and informs the employee that they will be contacted as soon as possible.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, Press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with.  Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.  Thank you for calling the service desk.\nSpeaker 4: This is ########.  May I have your personnel number, please?\nSpeaker 5: My first name is ####.  My personnel number is ########.\nSpeaker 4: ####. ########. ###.  Can you confirm your Accenture email address?\nSpeaker 5: ########################.\nSpeaker 4: Thank you so much.  ####, I'm sorry about this issue you're encountering right now.  Rest assured, I will try my best to assist you today.  Before anything else, do you have any callback number?  ############.  Thank you so much.  Just one moment, please.  While I check your credentials here.  Thank you so much.  Can I help you?\nSpeaker 5: I can log on to my laptop.\nSpeaker 4: What's the error message or what's wrong?  Try to log in.\nSpeaker 5: It says set up my train.  And then my payment doesn't work anymore.  and then I just set up a password and my password doesn't work either.\nSpeaker 4: What does the password or what does the error message when entering password?\nSpeaker 5: It says it's not correct.\nSpeaker 4: I see.  Okay.  Don't try anymore.  So try again.  To reset your password.  Right now?  Yes.\nSpeaker 5: Well, I. It's not working.\nSpeaker 4: Yes, reset your password.  The error message is incorrect.  So it's probably incorrect.\nSpeaker 5: When I click on reset my password, nothing happens on my laptop.  So I reset it on my mobile.\nSpeaker 4: Yes, mobile, please.  Reset on your mobile.  Do not reset password on your laptop.\nSpeaker 5: But I just did that.  You want me to do it again?\nSpeaker 4: Yes, do it again, please.  myid.accenture.com, self-service, password reset, unlock.\nSpeaker 5: OK, one second.  Self-service, password reset or unlock, right?\nSpeaker 4: Yes, that's the option.\nSpeaker 5: OK, did you change anything?  Because I just did this.\nSpeaker 4: I did not change anything.  Just go ahead and reset your password, please.  Okay, it says it's been reset.  Okay.  Just remember your password and try that.  Log in to other user with complete email address #########################.  Complete email address and the password.  Log in to the other user.\nSpeaker 5: Okay.  Oh, don't log in to my user?\nSpeaker 4: Yes, log in to the other user.\nSpeaker 5: All right, let's welcome ############.  No, it says username or password is incorrect.\nSpeaker 4: Can you check your keys, uppercase, lowercase?\nSpeaker 5: Oh, this is right.  I'll try again.\nSpeaker 4: Okay.\nSpeaker 5: I don't think it's working.\nSpeaker 4: What's the error message?\nSpeaker 5: The credentials are incorrect.\nSpeaker 4: Can you read to me the complete error message, please?\nSpeaker 5: Yeah, give me one second.  Let me try one last thing.  Password is incorrect.  Try again.\nSpeaker 4: Password is incorrect.  Did you enable the floating keyboard keys?\nSpeaker 5: Sorry?\nSpeaker 4: Use the floating keyboard, the keyboard screen.  Use that.  to type in the password.  OK.\nSpeaker 5: Because when I log in with my mobile, it works.  And when I'm logging in here, it says it's not right.\nSpeaker 4: OK.  Since you can't log in using a password, And you can log in using a PIN.  There's no other way to log in but PIN or password.  So try to switch your network first to hotspot.  Are you connected to a network?  Are you in a hotel or are you at home?\nSpeaker 5: No, I'm at home.\nSpeaker 4: Okay.  Change network first to hotspot and wait for 30 minutes before you try to log in again.  Okay.  And right now, you try to do a hard reboot first and then change the network.  Much better if you have a hard wire or a LAN cable.  If not, you can use a hotspot.  Can you check if I'm locked or anything like that?  There's nothing like that here.  Locked or anything or even disabled?  It's just a network PC.  That's wrong right now.  So all you need to do is wait.  Is there anyone else?\nSpeaker 5: Is there anyone else that I can talk to?  Because I really need my laptop.  I have a deployment this weekend.\nSpeaker 4: Even if we have to escalate your issue, troubleshooting would still be the same.  They could not help if we can't log in using password.  I want to try it.  Sure, you can just, I want to assign this to, but this ticket will be assigned to the level three, like the local tech.  Since you can't log in with a password, you can't log in with a PIN, we cannot do remote connection.  So local tech is the last option, and they will contact you as soon as possible, okay?  I'll send this to them.\nSpeaker 5: Okay.\n</call_transcript>\n<summary>\nAn employee, ####, calls the IT helpdesk because they are unable to log into their laptop. They can log in on their mobile device, but the laptop displays \"incorrect credentials\" despite resetting the password. The helpdesk agent, #######, guides the employee through resetting the password again via mobile, ensuring correct capitalization, and attempting login via \"other user\". When these steps fail, the agent suggests switching to a hotspot network, performing a hard reboot, and waiting 30 minutes. The agent confirms the account isn't locked or disabled, but acknowledges the employee's urgent need for the laptop due to an upcoming deployment. Ultimately, the agent escalates the issue to local tech support, as remote connection is impossible without login access, and informs the employee that they will be contacted as soon as possible.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with logging into their laptop, the steps taken by the helpdesk agent, and the final escalation to local tech support. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. The accuracy is high, as the summary correctly reflects the details of the call without introducing any false or misleading information. However, the summary could be slightly more complete by mentioning the specific error messages encountered and the use of the floating keyboard, which were part of the troubleshooting steps. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's login issue and the helpdesk agent's attempts to resolve it. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. The information presented is factually correct, matching the details in the call transcript, which indicates accuracy. The summary provides a fair description of the main problem (the employee's inability to log in) and the attempted resolutions, ultimately leading to escalation to local tech support, thus showing completeness. The only minor improvement could be adding the initial automated messages about performance issues with \"my key\" for full context, but this does not significantly detract from the summary's overall quality.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (login problems on laptop)\n2. Accurately describes the troubleshooting steps taken (password reset, mobile verification, other user login)\n3. Includes the final resolution (escalation to local tech)\n4. Maintains chronological flow and logical progression\n5. Captures important context (urgent deployment need)\n\nThe summary is concise while including all relevant details and excluding unnecessary information (like exact personnel numbers or repeated dialogue). It accurately represents the interaction between the user and helpdesk agent, including the attempted solutions and final outcome. The language is clear and professional.\n\nMinor improvement could be mentioning the \"floating keyboard\" suggestion, but this wasn't a critical part of the resolution.\n\nThe summary demonstrates strong coherence, moving logically from problem identification through troubleshooting to resolution, making it easy for readers to understand the situation and outcome.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "a4130e89-59cd-4848-86f2-5c9fb86ed5e4",
    "train_trial_index": 0,
    "predicted_text": "The caller contacted the IT helpdesk to set up Multi-Factor Authentication (MFA) because they were unable to access their Accenture email. The automated system initially had trouble recognizing the caller's personnel number. An automated message then informed callers of a known issue with \"my key\" logins redirecting to a phishing page. After a hold, an agent collected the caller's personnel number, enterprise ID, and contact number. Since the caller lacked access to an Accenture machine or Teams, the agent sent an adaptive card request to the caller's manager for approval. The caller was instructed to call back with the incident number within 48 hours of approval to proceed with MFA setup. If no approval or incident number is received within 48 hours, the ticket will be forwarded to local tech support.\n",
    "base64_images": [],
    "stats": {
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    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 1: The number you entered must be 8 digits in length.  You entered #######.\nSpeaker 2: Please re-enter your personnel number.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 4: Hi, this is ##### from CIO Service Desk.  May I have your personal number please?  ########.  I'm sorry?\nSpeaker 5: ####-####.\nSpeaker 4: All right, awesome.  Thank you for this information.  And also, can I ask for your enterprise ID?\nSpeaker 5: Enterprise ID?  One second.  My manager enterprise ID or mine?  I need to set up the MFA.\nSpeaker 4: Your enterprise ID.\nSpeaker 5: ######### dot # dot #########.  It ###################.\nSpeaker 4: All right, awesome.  Thank you for this information.  And also can I ask for your best callback number?\nSpeaker 5: Sorry, what was that?\nSpeaker 4: Best callback number.  Callback number.\nSpeaker 5: Contact number.  ############.\nSpeaker 4: Alright, thank you for this information, so how may I help you today?\nSpeaker 5: I need to set up the MSN.\nSpeaker 4: Okay, I see.  Well, I don't really understand the situation here, but don't worry, I will do my best to help you with this one.  Yep.  Alright, so for this one, #####, one second here, let me just pull up your account here on my end, alright?\nSpeaker 5: Mm-hmm, okay.\nSpeaker 4: All right, so for this one, #####, do you have an access to your, I mean, do you have any machine with you, like Accenture machine, or no?\nSpeaker 5: Accenture machine, I don't have an Accenture machine with me.\nSpeaker 4: Okay, I see what I don't really understand that one.  So for this one, For which you're able to request or I mean to set up your MFA, what we're going to do here is we need to request for a temporary access passcode, all right?\nSpeaker 5: Okay.\nSpeaker 4: And for this one, do you have access as well to your Accenture team?  Are you able to set it up?\nSpeaker 5: I couldn't open my Accenture mail ID.  It's asking, I need additional something.  It's asking me like that.  I couldn't log in.  Okay.\nSpeaker 4: All right.  I understand that one.  So one second here.  All right.  Since you don't have any access on Teams, what we're going to do here is we will be sending an adaptive card to your manager, all right?  So then we need their approval to voucher on this verification process as well.  Is it okay if I can please call and hold for one to two minutes?  Let me just create an adaptive card to your manager.  Yep.  Awesome.  One moment, please.  All right, thank you so much for patiently waiting here, #####.  So for this one, adaptive card has been sent to your manager.  And just as your expectation, once your manager approved the request, be sure to call us back within 48 hours to avoid ticket closure.  But no worries, we can reopen the ticket within 72 hours as well.  But if your manager did not approve it or provide any incident number within 48 hours, we will forward your ticket to your local tech support office and they will contact you for further assistance.  All right?\nSpeaker 5: Yeah.  Okay.  Yeah.\nSpeaker 4: All right.  So for this one, please wait for your manager approval for this one.  And once you have the incident number, call us back again so that we can proceed with the verification process.  All right?\nSpeaker 5: Yeah.  Okay.  Okay.  Yeah.  Thank you.\nSpeaker 4: All right.  So thank you for calling CIO and have a wonderful day.  Thank you.  All right.\n</call_transcript>\n<summary>\nThe caller contacted the IT helpdesk to set up Multi-Factor Authentication (MFA) because they were unable to access their Accenture email. The automated system initially had trouble recognizing the caller's personnel number. An automated message then informed callers of a known issue with \"my key\" logins redirecting to a phishing page. After a hold, an agent collected the caller's personnel number, enterprise ID, and contact number. Since the caller lacked access to an Accenture machine or Teams, the agent sent an adaptive card request to the caller's manager for approval. The caller was instructed to call back with the incident number within 48 hours of approval to proceed with MFA setup. If no approval or incident number is received within 48 hours, the ticket will be forwarded to local tech support.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the caller's issue with setting up MFA and the steps taken by the agent. It is relevant, focusing on the key aspects of the call. The structure and flow are clear, making it easy to understand. However, there are minor inaccuracies and omissions. For instance, the summary mentions an automated message about a known issue with \"my key\" logins, which was not directly related to the caller's issue. Additionally, the summary does not mention the specific problem the caller faced with their Accenture email, which required additional verification. Despite these minor issues, the summary is mostly accurate and complete.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the caller's issue with setting up MFA and the steps taken to resolve it. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. The information presented is factually correct, ensuring accuracy. The summary covers the main problems (caller's inability to access Accenture email and lack of access to an Accenture machine or Teams) and the resolution (sending an adaptive card request to the caller's manager for approval), making it complete. However, some minor details, such as the automated message about the \"my key\" issue, could be considered less crucial to the main topic, but their inclusion does not detract from the overall quality of the summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: Efficiently condenses a lengthy transcript into essential points without unnecessary details\n2. Relevance: Focuses on the core issue (MFA setup) and resolution process\n3. Coherence: Follows a logical flow from initial contact through to resolution steps\n4. Accuracy: Correctly represents the conversation details, including timeframes (48/72 hours) and process steps\n5. Completeness: Includes both the problem (email access/MFA setup) and solution path (adaptive card to manager)\n\nMinor improvements could include:\n- Mentioning that the caller initially had trouble understanding what \"enterprise ID\" meant\n- Noting that there was some communication difficulty (several instances of repeated questions)\n- Clarifying that the system issues mentioned in the automated message were contextual but not directly related to this caller's specific issue\n\nOverall, the summary achieves its primary goals while maintaining clarity and accuracy, with only minor omissions.",
        "claude_score": 9.0
      }
    }
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    "train_trial_index": 0,
    "predicted_text": "An employee, #######, contacted the IT helpdesk because they couldn't download applications, specifically a VPN (Cisco AnyConnect), on their new device. The helpdesk agent, ######, confirmed the issue and initiated a remote session via 123rescue.com to troubleshoot. The employee experienced difficulties downloading the remote access application, requiring a restart of their machine. The employee also mentioned a \"vecto users\" policy that hadn't been applied and raised concerns about administrator permissions. The agent discovered that the employee's VPN access was denied, separate from the administrator issue. The agent reinstalled the effector and invited a level two support technician to join the remote session for further assistance. Due to the potentially lengthy troubleshooting process (around 30 minutes), the agent suggested continuing the session via chat and ended the call.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, press 1.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details if you are a contractor or do not know your personnel number.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find...\nSpeaker 4: Hi, thank you for calling Service Desk.  My name is ######.  Can I please have your personnel number?  ###############.  Okay, just to confirm, it is ###############?  Mm-hmm.  Okay, thank you.  Let me just pull up your account here in my end.  And please do confirm your accenture email.\nSpeaker 5: ###########\nSpeaker 4: Okay, thank you for that ####### and #######.  Can I have your best call back number?  Just in case we get disconnected and I can get back.  ########.  Okay, thank you.  So, #######, how may I assist you today?\nSpeaker 5: I received a new device about a week ago and I need access to my device.  I can't download any applications.\nSpeaker 4: Okay, so I do apologize for the inconvenience, #######, but don't you worry, since you have me on the line.  I'll do my best to assist you with your concerns.  So just to confirm you're calling in because you received a new device and now you can't download anything in your device, correct?  Okay, I just want to confirm, were you able to set up your new device, #######?\nSpeaker 5: I think so.  My local technology team told me that there were some issues pushing certain things onto the device.  Okay.\nSpeaker 4: Okay, what were you trying to download to your device?\nSpeaker 5: I'm trying to download a VPN application so that I can do my client work from home.\nSpeaker 4: Okay.  Thank you for confirming that one, #######.  So let me just check.  For me to further assist you in this, is it okay if we do a remote session?  #######?  That's fine.  Okay, please open a browser and search for 123rescue.com.\nSpeaker 5: Yep, I'm on here.\nSpeaker 4: Okay, and the six digit code is ######.  Download the app and after downloading the app.\nSpeaker 5: Yeah, um, it's not working.  Let me let me switch.  Sorry.  Can you share that number 1 more time?  Please?\nSpeaker 4: It's ######.\nSpeaker 5: Nothing seems to be downloading.  Should I restart my device?  It sometimes usually happens.\nSpeaker 4: Can it be checked on your download files?  Is it not there?\nSpeaker 5: No, it's not there.  This has happened a couple of times before.  Usually I have to restart.\nSpeaker 4: Okay, can you please restart your machine?  And while we're starting your machine, is it okay if I put the call on hold for two minutes?\nSpeaker 5: Before that, the policy that didn't push was told that it was supposed to be a vector.\nSpeaker 4: Okay.  Apologies, #######.  You were tapping in and out.  Can you please repeat that once again?\nSpeaker 5: The policy that didn't push, it's called a vecto users.  Have you heard of that before?\nSpeaker 4: Yes.\nSpeaker 5: Is that a serious problem if that didn't apply to my machine?\nSpeaker 4: Yes.\nSpeaker 5: Okay.  How can I get that fixed?\nSpeaker 4: Okay, we have to do our remote session so that I can help you with that.  Okay.  Okay.\nSpeaker 5: I'm just logging in now.  I'm in.\nSpeaker 4: Okay.  Open a browser and search for 123rescue.com.\nSpeaker 5: It's #######.\nSpeaker 4: Okay.\nSpeaker 5: All right, still doing that same thing.  Let me try a different browser.  Okay, you said it was ######.\nSpeaker 4: It's ######.\nSpeaker 5: Can you get me a different number?  Maybe that, I don't know why it's not working.  It's ######.  There we go.  Okay.\nSpeaker 4: Okay, please do click.  OK.  Let me just take control of your machine.  What's your VPN, by the way?\nSpeaker 5: It's called Cisco AnyConnect.\nSpeaker 4: Again?\nSpeaker 5: Cisco AnyConnect.  Here, let me find it for you.  I have the download link.  Okay.  But basically if you I'll show this to you.  Okay.  I think regularly and also this is basically information that shows that the.  there is no administrator permission.  Let me see if I can approve it to you.  Okay, I'm gonna try to run as administrator.  And then it asks me what will happen.  It won't let me do anything.  And then, yeah, so that's kind of what.\nSpeaker 4: Okay, so let me take a screenshot.  Just a heads up.  also, #######, upon checking here in the system, your VPN access is still denied.  So for that, you may have to request for an access.\nSpeaker 5: It's not about requesting for access.  It's that this device is not listed as an administrator.  I'm needing the administrator username and password to make any changes.\nSpeaker 4: Yeah, I do understand.\nSpeaker 5: But users doesn't apply to the device.\nSpeaker 4: Yeah.  I do understand your situation, #######, but upon checking here in the system, your VPN access is still denied.  I just want to let you know, okay?  So for this, let me just check my resources.  And while checking, let me just put...\nSpeaker 5: Sorry, what do you mean with VPN access denied?  What does that mean?\nSpeaker 4: Even if we will be able to install successfully your VPN, you will still be unable to connect through the VPN if you don't have a VPN access.\nSpeaker 5: Okay, and that is applied through administrator access?\nSpeaker 4: No, that's another thing.\nSpeaker 5: Okay, I will update that permission then.  My client works at a hospital.\nSpeaker 4: Yeah, so let me just check this one first with my support here, okay?\nSpeaker 5: Okay, thanks.\nSpeaker 4: While checking, let me just put the phone on hold for two minutes.  Thank you for patiently waiting on the line, #######.  I'm still reinstalling the latest version of the effector right now.  All right.  Okay, so we'll be inviting a level two support here in our session to assist us with the troubleshooting, okay?  Okay, I already invited a level two support here in our session.  So while the level two support will take control of your machine, is it okay if I put you on hold for another two minutes?  It's fine, thank you.  Thank you for patiently waiting on the line.  Please click.  Okay.\nSpeaker 5: Oh, yeah.  Okay, basically, it triggered a user account control pop up.  Do you want to allow this app to make changes to your.  Yes, or no.\nSpeaker 4: Yes.\nSpeaker 5: Okay.  Yes.\nSpeaker 4: Okay, this may take some time.  #######, is it okay if we continue here in the remote session?  We can communicate through the chat box that you can see on your screen right now.\nSpeaker 5: Okay.  How long does it usually take?\nSpeaker 4: It may take some 30 minutes.\nSpeaker 5: Okay.\nSpeaker 4: Okay, so we can now wrap up the call.  You're welcome.  Thank you for calling Service Desk and have a great day.  Bye for now.  Take care.\nSpeaker 5: Bye.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk because they couldn't download applications, specifically a VPN (Cisco AnyConnect), on their new device. The helpdesk agent, ######, confirmed the issue and initiated a remote session via 123rescue.com to troubleshoot. The employee experienced difficulties downloading the remote access application, requiring a restart of their machine. The employee also mentioned a \"vecto users\" policy that hadn't been applied and raised concerns about administrator permissions. The agent discovered that the employee's VPN access was denied, separate from the administrator issue. The agent reinstalled the effector and invited a level two support technician to join the remote session for further assistance. Due to the potentially lengthy troubleshooting process (around 30 minutes), the agent suggested continuing the session via chat and ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with downloading applications, specifically a VPN, and the steps taken by the helpdesk agent. The information is relevant and focuses on the main topic of troubleshooting the device. The summary is coherent, with a clear structure and flow of ideas, making it easy to understand. The accuracy of the summary is high, as it correctly reflects the details of the call, such as the remote session initiation, the restart of the machine, and the involvement of level two support. However, the summary could be slightly more complete by mentioning the specific issues with administrator permissions and the \"vecto users\" policy in more detail. Overall, the summary provides a fair description of the main problems and resolutions based on the original call transcript.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with downloading applications and the helpdesk agent's troubleshooting efforts. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly identifies the employee's issue, the agent's actions, and the discovery of the denied VPN access. However, some minor details, such as the employee's concern about the \"vecto users\" policy, are glossed over.\n\nRegarding completeness, the summary provides a fair description of the main problems and resolutions, but could benefit from a more detailed explanation of the final resolution, such as the outcome of the level two support technician's assistance.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript, but could benefit from a bit more detail and clarity in certain areas.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (inability to download applications/VPN)\n2. Accurately describes the troubleshooting steps taken (remote session attempts, machine restart)\n3. Correctly mentions the two distinct issues (VPN access denial and administrator permissions)\n4. Includes the resolution path (Level 2 support engagement)\n5. Notes the conclusion (transition to chat support)\n\nThe summary is concise while maintaining essential details, has good flow, and accurately represents the conversation. However, there are minor areas for improvement:\n- Could have mentioned that this was for client work from home (context)\n- Could have specified that the administrator access issue was preventing software installation\n- The term \"effector\" could have been clarified as it's unclear from the transcript\n\nOverall, the summary achieves its main goals with only minor omissions, maintaining strong accuracy and coherence while being appropriately concise.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "d38f6550-3797-47cf-a975-fbb1cc862c63",
    "train_trial_index": 0,
    "predicted_text": "An employee, ########, contacted the IT helpdesk due to issues accessing Teams and sending emails. They were prompted to sign in repeatedly, and their laptop was flagged as incompliant, showing AirFox and MyID errors. The helpdesk agent, after confirming the user's details, initiated a remote session via 123rescue.com to diagnose the problem.\n\nDuring the session, it was discovered that the user had two laptops, an old one and a new one, and the old one was the source of the compliance issue. The agent worked to remediate the old laptop, coordinating with Level 2 support to remove conditional access. The user expressed frustration that a previous attempt to fix the new laptop had been unsuccessful. The agent assured the user they would work on both laptops and provide updates via the remote session chat or Microsoft Teams before ending the call.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, MyConcierto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personal number...\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to Gone Fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you...\nSpeaker 4: Hello, thank you for calling Service Desk.  My name is ##########.  Your personnel number, please.\nSpeaker 5: Hello.  Hello.\nSpeaker 6: What do you need, ma'am?\nSpeaker 4: May I have your personnel number?\nSpeaker 7: Yeah, my personnel number is ########.\nSpeaker 5: Thank you.\nSpeaker 4: And may I have your call back number?\nSpeaker 6: Callback number is ############.\nSpeaker 4: Thank you.  May I know your Accenture email?\nSpeaker 6: #################################.\nSpeaker 4: Thank you for that ########.  May I know how can I help you?\nSpeaker 6: Well, the problem is that whenever I'm going to my team, I'm seeing that, OK, please sign in again.  It could be a request from your IT department or teams or a result of password update.  That is what it is showing.  I'm not able to send an email.\nSpeaker 7: So that is another problem.\nSpeaker 6: Click Sign In.\nSpeaker 7: It takes me that your laptop is incompliant.\nSpeaker 6: And it shows me two apps.  OK.  Check Compliance.  It shows me two apps.\nSpeaker 5: One is AirFox and MyID.  OK?  OK.  Yep.  Sorry for the inconvenience.\nSpeaker 4: Let me caution that I'm accessing your account.  And I am really happy to help you with that.\nSpeaker 5: Yeah.  Let's go ahead and check.  your laptop, okay?  Can you please open your browser and then go to 123rescue.com.\nSpeaker 6: 123rescue.com, okay.\nSpeaker 7: Okay, what is the support connection number?\nSpeaker 4: Okay, yep, one second, I will provide you.  Okay.  Okay.\nSpeaker 5: For your six-digit code, it is #######.\nSpeaker 6: #######.\nSpeaker 4: Uh-huh.  Yep.\nSpeaker 5: And then please do click Start Download.\nSpeaker 4: And once you download the file, please open the file.\nSpeaker 6: Okay.  Trying to bring up.\nSpeaker 4: Okay.\nSpeaker 6: Okay.  Waiting for technician.  Okay.\nSpeaker 4: Please do click.  okay.\nSpeaker 6: Okay, I did.\nSpeaker 4: Okay, thank you.  Okay, thank you.  I will take the control of your laptop, okay?  I will check the error message that you are receiving.  While checking, can you please just call and hold for two minutes?\nSpeaker 6: Sorry?\nSpeaker 5: While checking for your laptop, can you please just call and hold for two minutes?  Yeah, yeah.  Okay, thank you.  Yes.\nSpeaker 4: Thank you for patiently waiting.\nSpeaker 5: ########, since your machine has a compliance issue, we will go ahead and do a remote session.\nSpeaker 4: May I know if this is the machine that you are using?\nSpeaker 6: Yes.  No.  Can you, can you?  No, not that machine I'm using, ma'am.\nSpeaker 7: Yeah.\nSpeaker 4: How about this?\nSpeaker 5: Where is this laptop?  Where is your other laptop?\nSpeaker 7: Other laptop is with me and it is fixed.  You know, but it is with me, ma'am.  I have to return it.  I'm just planning to return it today.  But the above one, I'm using it, ma'am.\nSpeaker 4: Okay.  We have one moment.  I will go ahead and double check it on my end, okay?\nSpeaker 5: Yep.  ########, I will place the call on hold again for two minutes, okay?\nSpeaker 6: Okay, ma'am.  Okay.  Thank you.\nSpeaker 5: Are you able to open your other device?\nSpeaker 6: Yes, ma'am.\nSpeaker 5: You can open it.\nSpeaker 7: I can open it, ma'am.\nSpeaker 5: Okay.  Yep, that's good to hear.  To remediate that laptop, go ahead and remove your under-conditioned access for you to be able to access your account.  Is it okay?\nSpeaker 6: Ma'am, you want me to speak a little slowly?  What do you want me to do?  Tell me.\nSpeaker 5: Can you please open the other laptop?  And then we will do our remediation on that laptop.\nSpeaker 6: Okay.  Okay.\nSpeaker 5: Okay, thank you.  And then, yeah, please let me know once you open it.  Okay.\nSpeaker 6: Okay, man.\nSpeaker 4: Thank you.  Yeah, please let me know if it is in for a 60 goes for me to provide.\nSpeaker 6: OK, yeah.\nSpeaker 4: It is asking now.\nSpeaker 6: No, just one second.  OK.\nSpeaker 4: OK.\nSpeaker 6: It's coming up more.  Just give me one second.\nSpeaker 4: Okay.\nSpeaker 7: Okay, what should I do, ma'am?\nSpeaker 5: Yeah, please go back to 123ask.com.\nSpeaker 6: Okay.\nSpeaker 4: Then please let me know if it is asking for a 60-shot code, okay?\nSpeaker 6: Yeah, it's coming up.  It just started.  Okay.\nSpeaker 4: Can you provide me the code?  Okay.\nSpeaker 5: For eight digit code, it is ########\nSpeaker 6: ########.  Downloading the software.\nSpeaker 4: Yes, please.  And then open it after.\nSpeaker 6: Okay.\nSpeaker 5: Okay.\nSpeaker 4: Yeah.\nSpeaker 5: I will close the remote session to your machine that doesn't have a compliance showcase.\nSpeaker 7: Okay.\nSpeaker 4: And then we will do a remediation.  Yes.  Yeah.  Okay.\nSpeaker 5: Yeah.  Okay.\nSpeaker 6: Okay.\nSpeaker 4: Yeah.  Thank you.  Okay.  Thank you.\nSpeaker 5: And yep, I will look for a second.  I will double check if I can.\nSpeaker 4: Okay.\nSpeaker 5: Yep.  I will go ahead and look for an available tech right now.  And then I will transfer the remote session to them.  And then.  Please wait for them to connect with you, okay?\nSpeaker 7: Okay, ma'am.  So last time they came here, they fixed something, but it did not fix my laptop, the new laptop.  So they have to fix it, ma'am.\nSpeaker 5: You have to... Go ahead, sorry.\nSpeaker 7: So they fixed my old laptop, but they did not fix my new laptop, ma'am.  So I'm not sure what they have to do with this laptop.\nSpeaker 5: Okay, yep, no worries.  I will let them know that you have a two laptop.  And then this laptop has a compliance issue and needs to remediate.  And then after we remove you in the under...\nSpeaker 7: Ma'am, they already remediated this.  They already did that.  I was on the call with them.  They installed titanium and they did something for 360, but they are not able to fix my new laptop.\nSpeaker 5: Okay, I will let them know.  Okay, let's make it to be compliant.\nSpeaker 7: And then after that, because they don't talk, they don't talk.  And then it is just through that.  And then he left whoever was there.\nSpeaker 6: So I'm going to.\nSpeaker 7: I have been here for two hours.  And again, two hours will go.  And then again, I'm just worried that I'm not going to get the same result.  So what do you need?  You think that this new laptop is non-compliant?  Or old laptop is non-compliant?\nSpeaker 5: The old laptop is not compliant.\nSpeaker 7: But he made it compliant.  Then you are saying that if you fix the old laptop, it should fix the new laptop also?\nSpeaker 5: Yes, ########.  That's what they did, ma'am, last time.\nSpeaker 7: That's what they did.\nSpeaker 5: And then he left.  Okay.  No worries.  I will go ahead and coordinate with them, and then I will double check the issue, okay?\nSpeaker 7: Okay.\nSpeaker 5: Okay.  Yep.  I will use the remote session chat box, and then I will inform you once you already removed within the under conditional access for you to be able to access your account, okay?\nSpeaker 6: Okay.\nSpeaker 4: Who is going to remove?\nSpeaker 5: You are going to?  Our level to support.  I don't have any access to removing your account, OK?\nSpeaker 4: One second.\nSpeaker 5: Can you please try to access your teams on your new computer, on the other one?\nSpeaker 6: Sorry?\nSpeaker 5: Can you please try to access your Microsoft Teams to your new computer?\nSpeaker 7: Right, yeah.  New computer, yes, I'm trying to access.\nSpeaker 6: Yes, ma'am.\nSpeaker 5: Are you able to access it now?\nSpeaker 6: No, not now.\nSpeaker 5: It's still not working.\nSpeaker 7: No, I'm able to access, ma'am.  But my email is not going.  OK?  I send a test mail to my friend.  It is not going.  It is in outbox.  And I get that, you know, please sign in again.\nSpeaker 6: The team is saying.\nSpeaker 5: I will double check, OK?  Can you please go back to 123rescue.com to your new device and then I will provide a new code.\nSpeaker 7: Then you will come out of here, right?\nSpeaker 5: Yes, I'm #######.\nSpeaker 6: Yeah.\nSpeaker 5: OK, yeah.  Yes, ########, can you just follow me first?  Can you please go to 123sq.com?  And then I will let Level 2 support that you are still under conditional access after they remediate your laparoscopy.\nSpeaker 6: Okay.\nSpeaker 7: Okay, what is the code then?\nSpeaker 5: For a code, it is ######.  Yeah.\nSpeaker 4: Please click start download and then once you download the file, please open it.\nSpeaker 6: Okay.  Okay.  Coming up.\nSpeaker 4: Yeah, please do click okay.  Second.\nSpeaker 5: Yep, ########, can you please just hold on for two minutes while checking again?  Yes, yes.  Thank you.  Thank you for patiently waiting.  Yep, we are working now to your both laptops.  So is it OK to wrap up the call?  And then I will inform you using the remote session chat box.  Or I will ping in Microsoft Teams.  OK, OK.  Thank you so much, ######.  And yeah, thank you for calling Service Desk and have a great day.\nSpeaker 4: Bye for now.\nSpeaker 7: So you are going to work on both the laptops, right?\nSpeaker 5: Yep, I am working for your two laptops, okay?\nSpeaker 6: Okay, thank you.\nSpeaker 5: Okay, thank you so much and have a great day.\nSpeaker 4: Bye for now.\nSpeaker 6: Bye.\n</call_transcript>\n<summary>\nAn employee, ########, contacted the IT helpdesk due to issues accessing Teams and sending emails. They were prompted to sign in repeatedly, and their laptop was flagged as incompliant, showing AirFox and MyID errors. The helpdesk agent, after confirming the user's details, initiated a remote session via 123rescue.com to diagnose the problem.\n\nDuring the session, it was discovered that the user had two laptops, an old one and a new one, and the old one was the source of the compliance issue. The agent worked to remediate the old laptop, coordinating with Level 2 support to remove conditional access. The user expressed frustration that a previous attempt to fix the new laptop had been unsuccessful. The agent assured the user they would work on both laptops and provide updates via the remote session chat or Microsoft Teams before ending the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the user's issues with accessing Teams and sending emails, the compliance problem with the laptops, and the steps taken by the helpdesk agent. It is relevant and focuses on the primary concerns and actions taken during the call. The structure is coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript without any misleading content. However, the summary could be slightly more complete by mentioning the specific steps the agent took during the remote session and the user's frustration with the previous unsuccessful attempt. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the key issues and resolutions discussed during the call. The structure and flow of ideas are clear, making it easy to understand and follow. The information presented is factually correct, with no apparent false or misleading information. However, the summary could be improved in terms of completeness, as some details, such as the initial automated messages and the user's personnel number, are omitted. Nevertheless, the summary provides a fair description of the main problems and resolutions.\n\nConsidering these factors, the summary scores well in conciseness, relevance, coherence, and accuracy, but slightly lower in completeness. Overall, the summary is of high quality, effectively conveying the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issues (Teams access, email problems, compliance flags)\n2. Correctly describes the situation with two laptops and the compliance complications\n3. Maintains good coherence by presenting events in logical order\n4. Concisely presents the interaction without unnecessary details\n5. Includes relevant context about previous unsuccessful fix attempts\n\nHowever, there are a few minor gaps:\n1. Doesn't mention specific email issue (emails stuck in outbox)\n2. Could have included that Level 2 support would handle the conditional access removal\n3. Doesn't mention the installation of specific solutions (titanium, 360) that were discussed\n\nOverall, the summary provides a clear, accurate, and well-structured overview of the key points while maintaining brevity. The omissions are relatively minor and don't significantly impact the summary's effectiveness.",
        "claude_score": 8.0
      }
    }
  },
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    "instance_id": "bf69107c-8c59-4992-8d43-c48815e0aa60",
    "train_trial_index": 0,
    "predicted_text": "An employee called the IT helpdesk due to login issues with MyKey, encountering a \"gone phishing\" page. The automated system acknowledged high call volume due to this widespread MyKey problem and assured callers that the IT team is actively working on a resolution. The system advised against creating additional tickets or contacting the service desk about this specific issue. Despite the automated message, the employee was eventually connected to a live agent who requested their personnel number. The call likely proceeded with the agent gathering information, even though the issue was already known and being addressed.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 369.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.441199541091919,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.7407407407407408
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, #### and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.\nSpeaker 2: Press.  1 to speak to a live agent or use the site.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold if you would prefer not.\nSpeaker 5: Hi, thank you for calling CIO.  This is ######.  Can I have your personal number please?\n</call_transcript>\n<summary>\nAn employee called the IT helpdesk due to login issues with MyKey, encountering a \"gone phishing\" page. The automated system acknowledged high call volume due to this widespread MyKey problem and assured callers that the IT team is actively working on a resolution. The system advised against creating additional tickets or contacting the service desk about this specific issue. Despite the automated message, the employee was eventually connected to a live agent who requested their personnel number. The call likely proceeded with the agent gathering information, even though the issue was already known and being addressed.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main issue of the call, which is the login problem with MyKey and the \"gone phishing\" page. It mentions the high call volume and the automated system's advice against creating additional tickets, which are relevant details. The summary is coherent and easy to follow, with a clear structure. However, there are some inaccuracies: the transcript does not explicitly state that an employee called, nor does it confirm that the employee was connected to a live agent who requested their personnel number. The summary also speculates about the call proceeding with the agent gathering information, which is not confirmed in the transcript. Despite these inaccuracies, the summary captures the main problem and the automated system's response well.",
        "gpt_score": 7.0,
        "llama_reasoning": "The summary is concise, conveying the main issue and the automated system's response within a few sentences. It is also relevant, focusing on the employee's login issue with MyKey and the IT team's response. The summary has a clear structure, starting with the employee's issue, followed by the automated system's message, and ending with the connection to a live agent. The information presented is factually correct, matching the details in the call transcript. However, the summary could be improved in terms of completeness, as it does not explicitly state the resolution or next steps, although it implies that the issue is being addressed. Overall, the summary effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call, particularly the MyKey login issue and \"gone phishing\" page problem. It accurately reflects the automated message about high call volume and the team's ongoing work to resolve the issue. The summary maintains good coherence by presenting events in a logical sequence and connects the automated message to the eventual live agent interaction.\n\nHowever, there are a few minor issues:\n1. The summary implies this was definitely an employee call, when the transcript doesn't confirm this\n2. It speculates about the call proceeding with information gathering, which isn't shown in the transcript\n3. It could have mentioned the initial IVR menu options to provide more context\n\nThe summary is concise while covering the main points and maintains relevance throughout. It accurately represents the known facts without major misinterpretations. The writing is clear and well-structured. Despite the minor speculative elements, it provides a good overview of the interaction and the system's response to the widespread issue.",
        "claude_score": 8.0
      }
    }
  },
  {
    "instance_id": "6694959b-65b7-4c3a-8b70-9eb36afc10bc",
    "train_trial_index": 0,
    "predicted_text": "An employee, #######, contacted the IT helpdesk, reporting a \"non-compliant device\" pop-up on their computer, despite their device appearing compliant on their end. The agent, ####in, verified the employee's details and confirmed the issue. After initial confusion, the agent requested screenshots via Teams to investigate further. The agent confirmed that the device had non-compliant parameters and offered to transfer the employee to a Level 2 technician for remediation to prevent account disablement. The agent instructed the employee to download a file from 123rescue.com via a Teams link, run it as administrator, and await further instructions from the technician after the transfer. The call concluded with the agent transferring the employee to the Level 2 support team.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1361.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.6520841121673584,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as... For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: Hi.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: Hello.  Thank you for calling.  Say No Service Desk.  This is ####in.  Could you provide to me your personnel number or your employee ID number?\nSpeaker 3: This is ########.\nSpeaker 4: I'm going to confirm ########. #####..  Yes.  Okay, I'm gonna go ahead and check your account.  Can you provide to me your callback number?  ############.  Okay, so for me to confirm, ###, then after that?  ############.\nSpeaker 3: ######.\nSpeaker 4: #, okay.  So for me to confirm, #######, did I say that?\nSpeaker 3: ####.\nSpeaker 4: Okay, thank you.\nSpeaker 3: Sorry, ##.\nSpeaker 4: Okay.  So can you provide to me your Accenture email?\nSpeaker 3: Yes, ###########.  Okay, thank you.\nSpeaker 4: Okay, and I'm going to help you today.  Okay.  Okay.\nSpeaker 3: My computer.  See, she have a pop up, like, noncompliant device.  However, when I go to the, my device, my computer is.  So I know, I don't know if I need to do something about that.\nSpeaker 4: Okay.  I don't understand what you're saying, #####, but since you have me on the line, we'll do our best to help you regarding which we can say.  So for me to confirm, you are receiving an email that your device is non-compliant, but as per checking there on your end, your machine is compliant, right?  Yes.  Okay, so can I reach out to you?\nSpeaker 3: I reached out to you in my computer.  It's not my name, but this is a pop-up.\nSpeaker 4: Okay, so I don't understand with this.  So I'll be reaching out to you on Teams, #####.  And can you provide to me the screenshot of your machine being compliant?  Okay.  Yes.  Okay, my name is ######.\nSpeaker 3: I'm going to.\nSpeaker 4: Okay, so I've already reached out to you on Teams, #####.  Are you able to see my ping or chat?  Okay, great.  So I'll go ahead and check as well here on my end regarding with this one.  So as per checking here on my end, #####, There are parameters of your machine that are not compliant with.  So can you please click these details beside this compliance?  Can you please click these details for us to check?  Okay.  And please provide me the screenshot.  Okay.  I'm going to go ahead and check your account here on my end regarding with this one.  Okay.  So as we're checking here on our end right now, #####, there are parameters of your machine that are not compliant with.  I'm going to check first with our support regarding with this one.  Okay.  Stay on the line for two minutes and I get back to you.  Thank you.\nSpeaker 3: Okay.\nSpeaker 4: Thank you.  Hello, thank you for waiting on the line, #####.  So as we're checking here on my end right now, yes, there are parameters of your machine that are not compliant with and it's not reflected on your end.  So to make your machine compliant, we needed to remediate your machine with the help of our level two technician.  We can create a remote session right now and I can transfer you to them directly so that we can avoid your account being disabled, okay?\nSpeaker 3: Okay, perfect.\nSpeaker 4: Okay, so on your laptop right now, can you please open a browser and search for 123rescue.com?\nSpeaker 3: Can you repeat that?\nSpeaker 4: One.  Okay, so I'll be providing you a link via Teams, then kindly open the link and download this for me, okay?  Okay, perfect.  Okay.  And after downloading the file, please do not open the file, okay?  Wait for my instruction.  Are you able to download this?  Okay.  So are you able to download the file?  That's great.  And after downloading the file, please do not open yet, okay?  Wait for my instruction.  Okay.  So please look for this file.  the unlock me and rescue.  then right click this one and after right clicking look for the show more option and on the show more option look for this run as administrator and choose Accenture Business as your reason.  Okay so I'll be connecting with you if you have.  if you tend to see any prompt on your end can you click okay or allow.\nSpeaker 3: Okay.\nSpeaker 4: Okay that's great.  Okay.  So I'll be finding a technician for you, so the technician will be the one to remediate your non-compliant machine, okay?  This will be your conversation, since after I transfer you to them, you will be communicating with our technician through these chat box, okay?  Thank you.  So right now, we can now end the phone call, then I can transfer you directly to our support, okay?  Thank you so much.  And a bye for now.  Bye.  Thank you.  Thank you.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk, reporting a \"non-compliant device\" pop-up on their computer, despite their device appearing compliant on their end. The agent, ####in, verified the employee's details and confirmed the issue. After initial confusion, the agent requested screenshots via Teams to investigate further. The agent confirmed that the device had non-compliant parameters and offered to transfer the employee to a Level 2 technician for remediation to prevent account disablement. The agent instructed the employee to download a file from 123rescue.com via a Teams link, run it as administrator, and await further instructions from the technician after the transfer. The call concluded with the agent transferring the employee to the Level 2 support team.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue of the non-compliant device, the verification process, and the steps taken to resolve the issue. It maintains relevance by focusing on the main topic of the call. The structure and flow are coherent, making it easy to follow. The information is accurate and matches the details in the transcript. However, the summary could be slightly more complete by mentioning the initial confusion and the agent's repeated instructions to ensure the employee followed the steps correctly. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with the \"non-compliant device\" pop-up and the steps taken to resolve it. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. The information presented is factually correct, matching the details provided in the call transcript, which ensures accuracy. Lastly, the summary provides a fair description of the main problem and its resolution, covering the key points discussed during the call, thereby achieving completeness. The only minor issue is the mention of some specific details like the website \"123rescue.com\" which, while accurate, might not be crucial for a summary. However, this does not detract significantly from the overall quality.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (non-compliant device popup)\n2. Includes the verification process and initial confusion\n3. Documents the progression from initial assessment to solution\n4. Captures the resolution steps (transfer to Level 2 support and download instructions)\n5. Maintains proper chronological flow\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while including all crucial information. It's coherent, with a clear progression from problem identification to resolution. The technical details are accurately represented, including specific steps like using 123rescue.com and running as administrator. The only minor improvement could be mentioning that communication with Level 2 support would continue through the chat box, but this is a relatively minor detail.\n\nThe summary successfully balances brevity with completeness while maintaining accuracy and relevance throughout.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "370ccf07-344f-4f1e-b0a1-98837d79518c",
    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 5) contacted the IT helpdesk (Speaker 4) after receiving a pop-up message stating their new laptop was non-compliant with Accenture Security Policy 56, threatening loss of access to Accenture tools. The automated system initially indicated a high call volume due to \"MyKey\" performance issues. Speaker 5 provided their email address and callback number to the helpdesk agent, who confirmed the non-compliance. Due to the unavailability of the remote tech team, the agent scheduled a remediation appointment for Monday at 3 PM Eastern Time, assuring the employee that the remote team would reach out. The employee agreed to the appointment as long as they maintained access until then.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  when users attempt to log in They are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other costs.\nSpeaker 4: Hi, good day.  This is ##### from CIO Service Desk.  May I have your personal number, please?\nSpeaker 5: I don't know.\nSpeaker 4: I don't know it.  No worries for that one.  How about your enterprise ID, like your essential email address?\nSpeaker 5: ###################### dot ######## ###############.\nSpeaker 4: All right.  Thank you for this information, #######.  And also, can I ask for your best callback number?  ############.\nSpeaker 5: All right.\nSpeaker 4: Awesome.  Thank you for this information.  So, I'm going to hop it to you, #######.\nSpeaker 5: All right.  So, we were part of an acquisition, and we just got all of our new laptops.  And mine is all set up, and I've been using it for a couple of days.  I keep getting a pop-up that says my device is noncompliant with Accenture Security Policy 56. and to contact technology support to avoid losing access to Accenture tools.\nSpeaker 4: Okay, I see.  Well, I don't really understand your situation here, but don't worry, I will do my best to help you with this one.  So, for this one, #######, let me go ahead and check your account here on my end, all right?  So, can you give me one to two minutes?  Let me just check this one.  Sure, sure.  All right.  One moment, please.  Thank you so much for patiently waiting, #######.  So for this one, upon checking here on my end, it seems that your machine is not compliant.  So what we're going to do here is we need to remediate your machine.  But upon checking here on our end, there's no available remote tech team to do the remediation of your machine.  Is it okay if I can schedule you by Monday for this one?\nSpeaker 5: As long as I don't lose... Yeah, that's fine.  As long as I have access tonight.\nSpeaker 4: I see.  Well, so for this one, can I ask for your available time on Monday?  We do have 8 a.m.  Eastern time after 7 p.m.  Eastern time.\nSpeaker 5: I guess anytime after 2 is fine.  After 2 p.m.  Eastern.  Anytime after 2 p.m.  Eastern.\nSpeaker 4: All right.  So I'll be assigning your remediation around 3 p.m.  Eastern Time.  Is that okay with you?\nSpeaker 5: Okay.\nSpeaker 4: All right.  Awesome.  So for this one, our remote tech team are going to reach you out regarding for this one, for the remediation.  All right?\nSpeaker 5: Okay.\nSpeaker 4: All right.  So thank you for calling CIO, and have a wonderful day.\nSpeaker 5: All right.  Thank you.  Bye.\nSpeaker 4: All right.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) contacted the IT helpdesk (Speaker 4) after receiving a pop-up message stating their new laptop was non-compliant with Accenture Security Policy 56, threatening loss of access to Accenture tools. The automated system initially indicated a high call volume due to \"MyKey\" performance issues. Speaker 5 provided their email address and callback number to the helpdesk agent, who confirmed the non-compliance. Due to the unavailability of the remote tech team, the agent scheduled a remediation appointment for Monday at 3 PM Eastern Time, assuring the employee that the remote team would reach out. The employee agreed to the appointment as long as they maintained access until then.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the non-compliant laptop, the high call volume due to \"MyKey\" issues, and the scheduling of a remediation appointment. It is relevant, focusing on the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the employee's concern about maintaining access until the remediation and the specific times offered for the appointment. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's concern and the helpdesk's response. The structure is coherent, making it easy to follow the sequence of events. The information presented is accurate, aligning with the details in the call transcript. The summary also captures the main problem (the non-compliance issue) and the resolution (scheduling a remediation appointment), thus scoring well on completeness. The only minor detail omitted is the initial part of the call where the system mentions performance issues with \"MyKey,\" but this is not crucial to the main issue at hand. Overall, the summary does an excellent job of distilling the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Conciseness: Efficiently presents the main issue and resolution in a single paragraph without unnecessary details\n2. Relevance: Focuses on the core problem (security policy non-compliance) and its resolution (scheduled remediation)\n3. Coherence: Follows a logical flow from problem identification to solution\n4. Accuracy: Correctly represents the details including the specific policy number, timing, and resolution approach\n5. Completeness: Includes important context about the new laptop from acquisition, the compliance issue, and the scheduled fix\n\nMinor improvements could include:\n- Could have mentioned that the employee was from an acquisition more prominently\n- The MyKey issue mentioned in the automated message wasn't directly relevant to the caller's issue\n- Could have been slightly more concise by omitting the automated system information\n\nOverall, the summary effectively captures the essential elements while maintaining clarity and accuracy.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "75c76ec5-f59c-40f8-983a-55d02586f771",
    "train_trial_index": 0,
    "predicted_text": "An employee, #########, contacted the IT helpdesk, likely experiencing issues with myT. The automated system initially directed callers to various support options. Due to high call volume related to widespread \"gone phishing\" page errors when logging into myT, a pre-recorded message informed callers that the issue was being actively addressed and discouraged creating additional tickets. Despite this message, the employee reached a live agent, ###########, who requested their personnel number. The call likely aimed to report or inquire about the myT login problem.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.7777777777777778
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, MyConcerto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services, press 2.\nSpeaker 2: For Technology and Business Application Support, Press 1.  For mobile communication support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many...\nSpeaker 5: Hello, you're calling Service Desk.  My name is ###########.  Your personnel number, please...\nSpeaker 4: Uh, yes.  ###############.\nSpeaker 5: Sorry, #####...\nSpeaker 6: #########.\n</call_transcript>\n<summary>\nAn employee, #########, contacted the IT helpdesk, likely experiencing issues with myT. The automated system initially directed callers to various support options. Due to high call volume related to widespread \"gone phishing\" page errors when logging into myT, a pre-recorded message informed callers that the issue was being actively addressed and discouraged creating additional tickets. Despite this message, the employee reached a live agent, ###########, who requested their personnel number. The call likely aimed to report or inquire about the myT login problem.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call transcript, including the high call volume due to the \"gone phishing\" page error and the automated system's instructions. It is relevant as it focuses on the main issue with myT and the steps taken by the helpdesk. The coherence is good, with a logical flow from the automated system to the live agent interaction. However, there are some inaccuracies: the summary assumes the employee's issue is with myT, but this is not explicitly stated in the transcript. Additionally, the summary mentions the employee reached a live agent, but the transcript does not confirm a complete interaction with an agent. The summary is fairly complete but could be more precise in detailing the interaction with the live agent.",
        "gpt_score": 7.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with myT and the helpdesk's response. The summary has a clear structure, starting with the employee's contact and ending with the likely purpose of the call, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not explicitly state the resolution or outcome of the call, only that the issue was being actively addressed. Despite this, the summary provides a fair description of the main problem and the helpdesk's response.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the context (IT helpdesk call)\n2. Notes the main issue (myT login problems/gone phishing page)\n3. Mentions the high call volume warning\n4. Describes the flow from automated system to live agent\n5. Maintains chronological order and logical flow\n\nThe summary is concise while including relevant details and maintains coherence throughout. It accurately reflects the transcript's content without adding speculation or incorrect information. The only minor weakness is that it could have been more explicit about the resolution - the pre-recorded message indicated the team was working on it, but no actual resolution was provided in the call.\n\nThe summary successfully balances detail and brevity, maintaining factual accuracy while providing proper context. The writing is clear and professional, making it easy for readers to understand the situation quickly.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "ae5a0b4e-6e8d-4b79-a5c9-745059214e8f",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, called the IT helpdesk seeking assistance with Alteryx software. They had previously been approved for a license but lost the license ID and needed help downloading the software. The helpdesk agent, #####, initiated a remote session to assist. After some initial confusion and a brief hold, the employee located their product key from a previous case. The agent then attempted to bring in a technician to assist with the download, but the employee was able to download the software themselves. The agent confirmed the download and closed the ticket, considering the issue resolved.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8518518518518517
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conference, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile, please enter your 8-digit personnel number so we can locate your details if you are a contractor.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues.\nSpeaker 4: Hi, thank you for calling CIO.  This is #####.  Can I have your personnel number, please?  ########.\nSpeaker 5: ############.\nSpeaker 4: I'll repeat that ########.  Am I correct?  Correct.  Thank you.  And can I have your enterprise ID, please?\nSpeaker 5: ####### Okay.\nSpeaker 4: Can I have your best callback number just in case our call gets disconnected?  ############.  Thank you.  And how may I help you today, ###?\nSpeaker 5: Actually, several months back, I have requested a software called Alteryx.  And actually, I think I have got approved and then got a license ID.  But I think I lost that ID and I need some help.  I need your help to help me to retrieve that.\nSpeaker 4: Let me clarify, ###.  What software is that?\nSpeaker 5: Alteryx.  A-L-T-E-R-Y-X.\nSpeaker 4: Okay, Alteryx.  For this one, ###, I need a new part.  And yes, stay on the line, we have to fix that one.  Can you please hold for a minute or two?  I just have to check this one.  Sure.  Okay, just stay on the line.  Thank you.  Okay.  Hello, ###.  Thank you very much for patiently waiting.\nSpeaker 5: Yes.\nSpeaker 4: Yeah.  By the way, can I call you on your first name?\nSpeaker 5: Yeah, that's fine.\nSpeaker 4: Okay.  #####, can we do a remote session for this one?  Sure.  Can you open a browser?  Yeah.  Can you open a browser and then type 123rescue.com?\nSpeaker 5: Sure.\nSpeaker 4: Thank you.\nSpeaker 5: Okay.\nSpeaker 4: Yeah, and I'll be providing you a six-digit code.\nSpeaker 5: Yep.\nSpeaker 4: Okay, while I'm still generating your six-digit code.  Your six-digit code, #####, is 150395.  And then download the app.  Okay.  Okay.  Thank you.  I'll be accessing your computer now.  #####.\nSpeaker 5: Okay.\nSpeaker 4: Can you click?  Okay.  Thank you.\nSpeaker 5: I did.\nSpeaker 4: So let me clarify, that's Alteryx, right?\nSpeaker 5: That's correct.  A-L-T-E-R-Y-X.  A-L-T-E-R-Y-X.  Yes.  It should be, no, the second one.\nSpeaker 4: Yeah, that one.  Yes.  So you need to have the... Oh, wow.\nSpeaker 5: I have this one.  If you look at my case, the history, the case, it's been approved.  I think I recall I received a license code.  But I just right now cannot locate it.\nSpeaker 4: Okay, can you please hold for another minute or two?  Just have to check this with the support team.\nSpeaker 5: Sure.\nSpeaker 4: Okay, just stay on the line.  Thank you.  Okay, thank you very much for patiently waiting.  Yeah, hello, #####.  I need additional 1 to 2 minutes to place this call and hold while checking for your license code.  Hold on.\nSpeaker 5: You can see my screen, right?  Hold on.  So I think right now.  You see here, do you see my screen?\nSpeaker 4: Yeah.\nSpeaker 5: So actually, you see, this is like back in November last year.  I actually have the product key.  But right now, I think my question is, where can I download the ####### Designer?\nSpeaker 4: OK.  So you want to download now the Alteryx?\nSpeaker 5: Yes.  OK.  Can you?  Right now, I'm in their Alteryx.com, but.\nSpeaker 4: OK.  I don't know.\nSpeaker 5: I don't know.\nSpeaker 4: Yeah.  Can I control first your computer?\nSpeaker 5: Go ahead.\nSpeaker 4: Okay.  Thank you.  #####, can I please just go and hold for another minute or two?  I just have to invite technician here on the remote session to download the Alteryx.  Yeah, that's fine.\nSpeaker 5: That's fine.  Just stand in line.  Thank you.  Hello.  Hello.  Hello.  Hello.  Hello.  Can you hear me?\nSpeaker 4: Hello, #####.  Yes, I'll be.  Hello.\nSpeaker 5: I think I'm downloading right now.  I think right now I'm okay.\nSpeaker 4: Okay.  So you checked the download already?\nSpeaker 5: Yes.\nSpeaker 4: OK.  So are you good now?\nSpeaker 5: Yes.\nSpeaker 4: OK.  So for this one, #####, yeah, supposed to be I'll be inviting a technician here on the remote session.  But then since you were able to download now, Yeah, I have to close this ticket as a result.  And thank you for calling, #####.  And have a great day.\nSpeaker 5: Yeah, thank you.\nSpeaker 4: You're welcome.  Bye bye.\n</call_transcript>\n<summary>\nAn employee, #####, called the IT helpdesk seeking assistance with Alteryx software. They had previously been approved for a license but lost the license ID and needed help downloading the software. The helpdesk agent, #####, initiated a remote session to assist. After some initial confusion and a brief hold, the employee located their product key from a previous case. The agent then attempted to bring in a technician to assist with the download, but the employee was able to download the software themselves. The agent confirmed the download and closed the ticket, considering the issue resolved.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the Alteryx software, the helpdesk agent's actions, and the resolution. It maintains relevance by focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the main events and interactions from the transcript. However, the summary could be slightly more complete by mentioning the specific steps taken during the remote session and the fact that the employee initially had trouble locating the product key. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with Alteryx software and the helpdesk agent's assistance. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly states the employee's problem, the agent's actions, and the resolution. However, it slightly glosses over the initial confusion and the agent's intent to bring in a technician, which was ultimately unnecessary. Despite this, the summary does not contain false or misleading information.\n\nRegarding completeness, the summary covers the main problem (the employee's lost license ID and need for assistance with downloading Alteryx) and the resolution (the employee's successful download of the software with the agent's help).\n\nOverall, the summary effectively conveys the essential information from the call transcript, with only minor omissions that do not significantly impact its overall quality.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Correctly identifies the main issue (Alteryx software access/download)\n2. Accurately describes the sequence of events (lost license, remote session, finding product key)\n3. Properly concludes with the resolution (user self-downloading)\n4. Maintains good coherence with clear progression\n5. Stays concise while including essential details\n\nHowever, there are minor areas for improvement:\n1. Could mention the specific timing (November last year) of the original license\n2. Could note that the agent attempted to check with support team before the resolution\n3. Could mention the use of 123rescue.com for remote access\n\nOverall, the summary achieves its main goals of conveying the important information while maintaining clarity and accuracy, with only minor details omitted.",
        "claude_score": 9.0
      }
    }
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    "train_trial_index": 0,
    "predicted_text": "An employee, #####, called the IT helpdesk (CIO Service Desk) regarding a mobile device return initiated through an open ticket. ##### had previously encountered issues but managed to resolve them independently while on the call. They were filling out a form related to the return and had questions about shipping methods and recurring costs. The helpdesk agent, unable to see the specific form or provide detailed guidance, explained that the form was managed directly by the mobile communications team. The agent offered to reassign the ticket to the communications team if further issues arose. ##### completed the form successfully and confirmed the process went through. The agent updated the ticket to reflect the call and ended the call after confirming no further assistance was needed.\n",
    "base64_images": [],
    "stats": {
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services, press 1.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisted.\nSpeaker 4: Hello, this is ##### from CIO Service Desk.  Can you provide your personnel number, please?  ########.  That's ########.  Yeah.  And your enterprise ID, please?\nSpeaker 5: ############.\nSpeaker 4: Thank you.  I will be needing as well your best call back number.  ############.  Thank you so much.  #####, how can I help you today?\nSpeaker 5: Actually, I have an open incident and I am returning.  I want to return my mobile device.  So earlier I was not, I think I should call you back or you should be on the line.  Earlier I have an open ticket, mobile ticket and I was asked to return it so I was not able to go past it.  and now I figured out because of WBS.  Now while I was calling I was trying certain things And it opened up.  So right now I feel I'm okay.  But I'm filling up.  I want to see if you can hold.  I will fill it because I don't know if I will bump into something.\nSpeaker 4: Okay,###.  Apologies for the inconvenience.  I'll be more than happy to assist you, but apparently, I will not be having a reference with regards to the template or ticket or anything that you will be filling up on your end.  We don't have a reference copy.\nSpeaker 5: Okay.  Shipping method, what should I use overnight?  That's the only option I see.  So, I filled basic information.  You must click confirm activity to be processed.\nSpeaker 4: Okay.\nSpeaker 5: Total recurring cost.  What is that cost?  Any idea?\nSpeaker 4: No, I don't know.  Okay, that's fine.\nSpeaker 5: I'm just confirming whatever.  Let me see what happens.\nSpeaker 4: Yeah, apparently as much as I want to walk you through, but we don't have the, I mean, we on our end don't have the reference of the provided information to you by the support team because the template or what you are filling up right now is directly coming from the mobile communications team.  If you want, if you encounter issues upon filling up, you can, yeah, you can contact us back.  Then we can able to assign the ticket again to the communications team or we can able to communicate with the assigned support.\nSpeaker 5: Okay, I think I'm fine.  It went through.  Yeah, so let me wait.  What happens next is you will receive an email.  As a reminder, please use the new sim that came with your device.  I don't know, upon activation.  Anyway, I'm fine, I think, for now.  Thank you.\nSpeaker 4: Thank you, ####, for your time today.  I'll just update the ticket that has been created for you to notify the support that you contacted us back today, okay?  Thank you so much for the time today, ######.  Hello?  Hello?  Still there?  Since there's no further assistance needed, I will now be ending this call.\n</call_transcript>\n<summary>\nAn employee, #####, called the IT helpdesk (CIO Service Desk) regarding a mobile device return initiated through an open ticket. ##### had previously encountered issues but managed to resolve them independently while on the call. They were filling out a form related to the return and had questions about shipping methods and recurring costs. The helpdesk agent, unable to see the specific form or provide detailed guidance, explained that the form was managed directly by the mobile communications team. The agent offered to reassign the ticket to the communications team if further issues arose. ##### completed the form successfully and confirmed the process went through. The agent updated the ticket to reflect the call and ended the call after confirming no further assistance was needed.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the mobile device return, the form-filling process, and the helpdesk agent's limitations and assistance. It maintains relevance by focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the conversation accurately without introducing any false details. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific issue with the \"gone fishing\" page, which provides context for the call. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the mobile device return and related issues. The summary has a clear structure and flow of ideas, making it coherent and easy to understand. The information presented is factually correct, with no false or misleading information, making it accurate. The summary provides a fair description of the main problems and resolutions, covering the employee's initial issues, the helpdesk agent's assistance, and the resolution of the form completion, making it complete. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Correctly identifies the context (mobile device return)\n2. Accurately describes the progression (initial issues resolved during call)\n3. Captures the main interaction points (form filling, questions about shipping/costs)\n4. Notes the helpdesk agent's limitations (unable to see the form)\n5. Includes the resolution (form completed successfully)\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details. It follows a logical flow from problem to resolution, making it easy to understand. The information presented is accurate to the transcript, without any misrepresentations. It covers both the customer's concerns and the agent's responses appropriately.\n\nMinor improvement could be including the initial IVR system context, but this isn't crucial to the main interaction.\n\nThe summary achieves excellence in most criteria, with only minimal room for improvement.",
        "claude_score": 9.0
      }
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    "predicted_text": "A new Accenture employee called the IT helpdesk seeking their EID number and enterprise password, as they hadn't received their credentials. The automated system initially directed callers to online resources or password reset options. Unable to provide a personnel number, the employee was transferred to the \"PeopleLine\" for HR and payroll assistance. The PeopleLine system then presented options related to benefits, employment verification, and other inquiries. The caller encountered issues with the automated system not recognizing their input and was eventually placed on hold. A recorded message then provided new phone numbers for benefits inquiries.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for enterprise password reset and unlock.\nSpeaker 1: To repeat, press 3.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: They are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find some.\nSpeaker 4: Thank you for calling Service Desk.  And if you don't have your personnel number, please.\nSpeaker 5: I'm sorry.  I don't have my personnel number.  I am a new hire.  I didn't receive my credentials from ICS tech support.  And I was trying to call and get the EID number and the enterprise password.\nSpeaker 4: How about your extension email address?\nSpeaker 5: Like I said, I don't have any of the information.  I need my ID number to know my essential email address.\nSpeaker 4: All right.  What's your name?\nSpeaker 5: #############.\nSpeaker 4: Okay, #####.\nSpeaker 5: Yes.\nSpeaker 4: I will transfer you #####.  And the last name say that again for me, the last name, please.\nSpeaker 5: #######.  \nSpeaker 4: Okay.  All right. So, I will transfer you to people line.  That's where the right department to get your credentials.  Okay.  All right.  That's where, you know.\nSpeaker 6: Thank you for calling Accenture PeopleLine, your resource for HR and payroll answers.  To continue in English, press 1.  If you are calling from Canada's Quebec province and want to talk with someone in French, press 2.\nSpeaker 2: I'm sorry, I didn't get that.\nSpeaker 7: For inquiries about your health benefits and insurance, flexible spending account, 401K, or pension, press 1.  If you are an Accenture Federal Services employee, press 2.  For verification of employment, press 3.  If you are a managing director, press 4.  For all other inquiries, press 5.  Press 9 to repeat the options.\nSpeaker 2: I'm sorry, I didn't get that.\nSpeaker 7: For inquiries about your health benefits and insurance, flexible spending account, 401k, or pension, press 1.  If you are an Accenture Federal Services employee, press 2.  For verification of employment, press 3.  If you are a Managing Director, press 4.  For all other inquiries, press 5.  Press 9 to repeat the options.\nSpeaker 2: I'm sorry, I didn't get that.\nSpeaker 6: Please wait while we connect you to a representative.\nSpeaker 7: If you are calling from the US.,  please press 1.  If you are calling from Canada, please press 2.  You have pressed an invalid option.  Please choose again.  If you are calling from the  US,  please press 1.  If you are calling from Canada, please press 2.\nSpeaker 8: Please note the new phone number for your benefits starting on August 30th will be 1-888-3255.  That number again is 1-888-259-6059 for health and insurance plans and 1-888-4018-258 for the 401k plan.\n</call_transcript>\n<summary>\nA new Accenture employee called the IT helpdesk seeking their EID number and enterprise password, as they hadn't received their credentials. The automated system initially directed callers to online resources or password reset options. Unable to provide a personnel number, the employee was transferred to the \"PeopleLine\" for HR and payroll assistance. The PeopleLine system then presented options related to benefits, employment verification, and other inquiries. The caller encountered issues with the automated system not recognizing their input and was eventually placed on hold. A recorded message then provided new phone numbers for benefits inquiries.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the new employee's request for their EID number and enterprise password, the automated system's initial directions, and the transfer to the PeopleLine. It also mentions the issues with the automated system and the provision of new phone numbers for benefits inquiries.\n\nHowever, there are some inaccuracies and omissions. The summary does not mention the specific steps the automated system provided for passwordless accounts or the detailed options given by the PeopleLine system. Additionally, the summary implies that the caller was placed on hold and then given new phone numbers, but the transcript does not clearly indicate this sequence of events.\n\nThe summary is relevant and coherent, but it lacks some completeness and accuracy in detailing the specific interactions and options provided during the call.\n\nOverall, the summary is fairly good but could be improved with more precise details and a clearer representation of the call's flow.",
        "gpt_score": 7.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the caller's issue and the steps taken to address it. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. The information presented is factually correct, ensuring accuracy. However, the summary could be improved in terms of completeness. While it mentions the caller's problem and the transfer to the PeopleLine, it does not explicitly state the resolution of the caller's issue (obtaining their EID number and enterprise password). Despite this, the summary provides a fair description of the main events in the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Identifies the caller as a new hire seeking credentials\n2. Notes the initial automated system response\n3. Describes the transfer to PeopleLine\n4. Mentions the system navigation challenges\n5. Includes the final outcome with benefits numbers\n\nThe summary is concise while maintaining essential details. It's coherent, following a logical progression from the initial call to the final outcome. The information is accurate, with no misrepresentations of the transcript content.\n\nHowever, there are minor completeness issues:\n- Doesn't mention the specific interaction where the agent asks for the caller's email and name\n- Doesn't explicitly state that the caller's problem wasn't resolved\n- Could have mentioned the \"gone fishing page\" error\n\nThe summary maintains good focus on relevant information, avoiding unnecessary details about specific menu options while capturing the essential flow of the interaction.",
        "claude_score": 8.0
      }
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    "predicted_text": "An Accenture employee, #####, called the CIO helpdesk because their account was blocked, preventing access to applications on their laptop. This has been an ongoing issue since 2 a.m. The helpdesk agent, #####, found two open tickets related to the issue.\n\nThe first ticket involves the \"N4Del threat support team\" and requires the employee's manager to approve a phone sign-in request via an \"adaptive card\" sent through Outlook and Teams. The agent followed up with the manager. The second ticket advised the employee to wait 30 minutes and try logging in again. If the problem persists, they should call back. The agent also mentioned a third ticket related to setting up an authenticator app, which can be addressed once the manager provides the ticket number. The agent will mark the first ticket as resolved, and the employee will receive a survey.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, tele...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.\nSpeaker 1: If you are unable to login to your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via.\nSpeaker 3: Thank you for calling CIO.  This is #####.  Can I have your personnel number, please?\nSpeaker 4: Yeah, my external personnel number is ########.\nSpeaker 3: Thank you.  And can I also have your enterprise ID, please?\nSpeaker 4: I'm sorry.  What was the question?  I couldn't hear it.\nSpeaker 3: Can I have your enterprise ID, please?\nSpeaker 4: Oh, okay.  I believe that would be ###########################.\nSpeaker 3: Thank you.  And can I also have your callback number, please?  It's ############.  All right.  Thank you so much.  #####, how can I help you today?\nSpeaker 4: Yeah, I've actually called a number of times already.  My Accenture account is blocked, so I can't access any of the applications on my laptop.  So I was wondering if we can escalate.  I've been blocked since about 2 a.m.  this morning.\nSpeaker 3: Sorry to hear that, #####, that you need to call us back for the same issue.  But no worries, since you have me on the line, I'll do my best to assist you with your concerns.  And since you mentioned, #####, that you already called us here many times, is it okay if I'll be putting the phone on hold first for one to two minutes?  I'll just be checking an open ticket in your account.\nSpeaker 4: Okay, sure.\nSpeaker 3: Okay, thank you so much.  Hello, #####.  Thank you so much for patiently waiting in the line.  So, #####, do you have access on your Teams on your phone?  Can you send me a screenshot on the error message on when you're trying to access a site or an application?\nSpeaker 4: I don't have Teams on my phone.  I only have it on my laptop.\nSpeaker 3: All right.  Then you cannot access that right now, am I correct?\nSpeaker 4: I cannot access Teams, no, not on my laptop.\nSpeaker 3: All right, got it.  Sorry for that.  So let me go ahead first and ask assistance with my support.  So is it okay if I'll be putting the call on hold again for another one to two minutes, please?\nSpeaker 4: Yes.\nSpeaker 3: Okay, thank you so much.  Hello, #####.  Thank you so much for patiently waiting in the line.  So, #####, I'm seeing here an open ticket.  You have two open tickets here in your account.  So, the one ticket, it has been assigned to support team, which is to the N4Del threat support team.  Because this is also with regards to the error message that you're receiving that your sign-in was blocked.  And the ticket that I'm seeing here is that the agent advised you for phone sign-in enabled, and they sent an adaptive card to your manager to proceed with the verification process to enable the phone sign-in, but I'm still confirming with my team.\nSpeaker 4: Okay.  I'm sorry.  Could you repeat that?  What was sent to my manager?  Because I checked with my manager, and he said he hasn't received anything yet.\nSpeaker 3: Adaptive card.\nSpeaker 4: Adaptive card.  Adapting card?\nSpeaker 3: Adaptive card, yeah.\nSpeaker 4: Adaptive card, okay.  I'm not quite sure what that is.  Is that sent to them via e-mail?\nSpeaker 3: Yeah.  Your manager will receive that adaptive card through Outlook as well and through Teams workflows.\nSpeaker 4: Okay.  Was it sent to ###########?  I believe that's my manager, and he said he hasn't received anything.  Can you tell me who it was sent to?  I could double-check with that person, but ########### did not receive anything.\nSpeaker 3: Unfortunately, #####, we cannot provide you the manager's EID because that's the new policy here in Accenture.  The only thing that I can do for you is I'll be pinging that manager, I'll do a follow-up to approve the request and to provide you the ticket number because it is part of the verification.\nSpeaker 4: Okay, so what do we have to do at this point?\nSpeaker 3: So at this point, I'll be pinging that manager and you have to wait for the ticket number from your manager.  And I'm also confirming the other ticket that is here in your account because it has been forwarded to support team.  So please bear with me, please.  Is it okay, #####, if I'll be putting the call on hold again for another one to two minutes while confirming the other ticket?\nSpeaker 4: Yes.\nSpeaker 3: Okay.  Thank you so much.  Hello, #####.  Thank you so much for patiently waiting on the line.\nSpeaker 4: Okay.  Hi.\nSpeaker 3: All right.  So ##### has checked here on the other ticket.  There's an update from the support team.  So they advise you to try logging in back to your applications and sites after 30 minutes.  So please monitor that one within 30 minutes and try accessing again.  If you encounter the same issue, please call us back again.  And with the other ticket with regards to setting up your Authenticator app, you can also call us back with the ticket number from your manager so we can assess you on setting up your Authenticator app successfully.\nSpeaker 4: Okay.  All right.  So I just have to wait to hear from my manager for the second ticket about sending out the authenticator app.  But the previous ticket, the advice is to just try to log in in about 30 minutes, right?\nSpeaker 3: That is correct.  That is correct, #####.\nSpeaker 4: Okay, I'll try that.  Okay, thank you.\nSpeaker 3: Okay, thank you so much, #####.  So with the other ticket, #####, I'll be just tagging this as resolved since we already provided an update for you to log in within 30 minutes or after 30 minutes.  So upon resolving the ticket, you will be receiving a survey in your email, and your feedback is highly appreciated.  But no worries, #####, you can still reopen this within 72 hours, okay?\nSpeaker 4: Okay.\nSpeaker 3: Thank you.  All right.  Thank you so much as well.  Bye-bye for now.\n</call_transcript>\n<summary>\nAn Accenture employee, #####, called the CIO helpdesk because their account was blocked, preventing access to applications on their laptop. This has been an ongoing issue since 2 a.m. The helpdesk agent, #####, found two open tickets related to the issue.\n\nThe first ticket involves the \"N4Del threat support team\" and requires the employee's manager to approve a phone sign-in request via an \"adaptive card\" sent through Outlook and Teams. The agent followed up with the manager. The second ticket advised the employee to wait 30 minutes and try logging in again. If the problem persists, they should call back. The agent also mentioned a third ticket related to setting up an authenticator app, which can be addressed once the manager provides the ticket number. The agent will mark the first ticket as resolved, and the employee will receive a survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the blocked account, the two open tickets, and the steps taken by the helpdesk agent. It is relevant, focusing on the main issue and the actions taken to resolve it. The structure is coherent, with a logical flow of ideas that makes it easy to follow. The information is accurate, reflecting the details from the transcript without any false or misleading information. However, it misses some minor details, such as the repeated holds and the specific error message mentioned. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue and the helpdesk agent's resolutions. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly identifies the employee's problem, the two open tickets, and the agent's actions. However, it mentions a \"third ticket\" related to setting up an authenticator app, which is actually part of the second ticket. This minor inaccuracy slightly affects the summary's completeness, but overall, it still provides a fair description of the main problems and resolutions.\n\nGiven these strengths and a minor weakness, the summary scores well overall.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the main points of the call while maintaining brevity. It accurately presents the core issue (blocked account) and clearly outlines the two main tickets discussed. The summary maintains good coherence by presenting information in a logical sequence - from problem identification to resolution steps.\n\nHowever, there are a few minor accuracy issues:\n1. The summary mentions a \"third ticket\" related to the authenticator app, but the transcript suggests this is part of the second ticket, not a separate one\n2. The agent actually resolved the second ticket (about waiting 30 minutes), not the \"first ticket\" as stated in the summary\n\nThe summary includes all relevant information about the resolution steps (waiting 30 minutes, manager approval needed) and maintains good flow. It successfully captures the essential details while omitting unnecessary conversational elements.\n\nDespite the minor inaccuracies, the summary effectively communicates the key points of the interaction and provides a clear understanding of both the problem and next steps.",
        "claude_score": 8.0
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    "predicted_text": "An employee, ######, contacted the CIO's emergency desk to follow up on an existing ticket (INC48608413) regarding a defective laptop charger. After navigating through automated menus for password resets and technical support, ###### provided their Enterprise ID and callback number to the helpdesk agent. ###### explained that a replacement charger was promised but hadn't been shipped because the WBS element was needed, which they had already sent via message. The agent confirmed the WBS element was documented in the ticket and that the local tech support team was working on the issue. They assured ###### that the tech support team would contact them via Teams chat or phone to provide instructions on receiving the replacement charger. ###### expressed satisfaction and thanked the agent.\n",
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        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage, and other video conferencing technologies, press 2.  For MyLearning support, press 3.  For AEH applications such as Arc, MyWizard SI, MyWizard Governance, MyConcerto, press 4.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash go passwordless.  If you are passwordless, Press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  To check if your account is passwordless, please visit go.accenture.com.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  To check if your account is passwordless, please visit go.accenture.com.  Press 1.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.\nSpeaker 4: Hi, this is ###### from CIO's emergency desk.  May I have your personnel number, please?\nSpeaker 5: So, I have my Accenture EID.\nSpeaker 4: Sure.  Could you please provide me your Enterprise ID or Accenture email?\nSpeaker 5: Yes, that is ########### dot ######, as in ########### dot Accenture dot com.\nSpeaker 4: Okay.  Just to confirm, your ########## ID is ## dot ######.  Is that correct?\nSpeaker 5: That's correct.\nSpeaker 4: Okay.  And how about your callback number?  ############.  Okay.  And, yep.  How can I help you today, ######?\nSpeaker 5: Yes, I'm not sure if I posted the right number to get to someone, but I do have an existing ticket number.\nSpeaker 4: Mm-hmm.  Could you please provide me that address, ######?\nSpeaker 5: Yes, it's INC48608413.\nSpeaker 4: Okay, let me just go ahead and try to pull up this ticket.\nSpeaker 5: Okay, thank you.\nSpeaker 4: Uh-huh.  And by the way, may I ask what is this ticket all about, ######?\nSpeaker 5: Yes, my charger does not work.  They were supposed to replace my charger.  That happened Friday, and they did say that they would send a replacement, but they need my WBS element, and I could send that in a message.  So I did send that in a message to the person that was assisting me.  Within an hour of them assisting me, but I never seen that they read the message, so it doesn't look like A charger is being shipped to me, but I did order my own charger because I do need to, you know, I need to work.  Yeah, but I don't have the charger still.\nSpeaker 4: So, yeah, by the way, you're better to hear for that.  you're not able to use your charger as it is defective and it's not working and you forced to buy your own charger while waiting for the replacement.  But don't worry, since you got me here on the line, I am more than happy to check that here on our end, okay?  So, by the way, ######, as per checking here in the ticket that you provided, the WBS element or code is already documented and it is currently working on by the agent from your local tech support team or tech from your local tech support team.  So they will be reaching out to you via Teams chat or call back number that you provided and they will be addressing the issue that you have.  And by that, you can communicate with them and then they will be instructing you on how to get or how you will receive the replacement charger of your laptop or machine, okay?\nSpeaker 5: Okay, thank you.  I appreciate it.\nSpeaker 4: You're very much welcome.  So, I think we're all set now, ######.\nSpeaker 5: Okay.  Sorry.  I was just waiting on them, but they did get it.  Okay.  Thank you.\nSpeaker 4: Okay.  Perfect.  You're very much welcome.  Have a great day and bye for now.  Thank you.\nSpeaker 5: Have a great day.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the CIO's emergency desk to follow up on an existing ticket (INC48608413) regarding a defective laptop charger. After navigating through automated menus for password resets and technical support, ###### provided their Enterprise ID and callback number to the helpdesk agent. ###### explained that a replacement charger was promised but hadn't been shipped because the WBS element was needed, which they had already sent via message. The agent confirmed the WBS element was documented in the ticket and that the local tech support team was working on the issue. They assured ###### that the tech support team would contact them via Teams chat or phone to provide instructions on receiving the replacement charger. ###### expressed satisfaction and thanked the agent.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with the defective charger and the steps taken to resolve it. It avoids unnecessary details about the automated menu options, which are not directly relevant to the main issue. The summary is relevant, sticking closely to the main topic of the defective charger and the follow-up actions. It is coherent, with a clear structure and logical flow of ideas, making it easy to understand. The information is accurate, correctly reflecting the details of the call, including the ticket number, the issue with the charger, and the steps taken by the helpdesk agent. The summary is also complete, covering the main concerns and resolutions discussed in the call. Overall, the summary meets all the evaluation criteria effectively.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with the defective laptop charger and the resolution provided by the helpdesk agent. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the details of the call, including the ticket number, the issue with the charger, and the resolution provided by the agent. The summary is also complete, providing a fair description of the main problem and resolution.\n\nHowever, the summary could be improved by omitting some of the extraneous details, such as the employee navigating through automated menus, which is not directly relevant to the main issue.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: Efficiently condenses a lengthy transcript with automated menus into core interaction\n2. Relevance: Focuses on the main issue (defective charger) and follow-up actions\n3. Coherence: Well-structured flow from initial contact through to resolution steps\n4. Accuracy: Correctly represents the ticket number, situation with WBS element, and promised follow-up actions\n5. Completeness: Includes important context that ###### had to purchase their own charger while waiting, and captures both the problem and resolution path\n\nMinor improvement could be made by mentioning that ###### initially wasn't sure if they called the right department, but this is a minor detail. The summary successfully balances including necessary details while remaining concise and focused on the key aspects of the interaction.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "a8357890-4523-4865-8ca6-d27ed873e9ab",
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    "predicted_text": "An employee, #####, contacted the IT helpdesk because they were unable to access Accenture resources, receiving an error message stating they couldn't access the resource due to not meeting the criteria. The helpdesk agent, #########, confirmed the issue and initiated a remote session via 123rescue.com to investigate. During the session, it was determined that the employee's device was non-compliant, specifically due to an outdated Adobe Creative Cloud Suite. The agent then escalated the remote session to a Level 2 technician who would remediate the issue directly through the remote session, without a phone call. The call ended with the agent thanking the employee and informing them that the Level 2 technician would take over.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, Thank you for calling CIO.\nSpeaker 2: This is #########.  Can I have your personal number, please?\nSpeaker 3: Hi, #########.  You want my employee ID?\nSpeaker 2: Yep.  Employee ID number?  #########.  That's #########.\nSpeaker 3: Yes, that's correct.\nSpeaker 2: Thank you.  How about your enterprise ID?  ######### And then may I ask about your best callback number?\nSpeaker 3: Sure.  ############.\nSpeaker 2: That's ############.\nSpeaker 3: Yes.\nSpeaker 2: Yeah, thank you very much.  And how can I help you today?\nSpeaker 3: I'm unable to access anything on the internet.  I'm trying to log on to my scheduling and it says I'm not, I cannot access this resource.  So I'm just wondering what's going on there.  I was able to do it until yesterday.\nSpeaker 2: Oh, okay.  Yeah, for this one, first of all, we need to apologize for the inconvenience that has caused this.  you're actually having a problem accessing any of the Accenture resources.  I know that's really inconvenient on your part, but don't worry, I'll be more than happy to help you out and fix this problem for you, okay?\nSpeaker 3: Okay, thank you.\nSpeaker 2: You're welcome.  And then, yeah, by the way, #####, just wanted to confirm, so the exact error message when you're trying to access Accenture link, it says you cannot access this right now, right?\nSpeaker 3: Yes, you cannot access this right now.  Your sign-in was successful, but does not meet the criteria to access this resource.  For example, you might be signing in from a browser, yeah.  But yeah, I mean, this is what I was working into yesterday.\nSpeaker 2: Yeah, for this one, #####, I'll just need to check some information about this.  So, #####, can I just place you on hold for just a minute?\nSpeaker 3: Yes, sure.\nSpeaker 2: Thank you very much and stay in the line.  Hello, #####.  Thank you very much for patiently waiting on the line.  Regarding this one, #####, about this error, I will actually need to do a remote session so that I'll be able to check what's exactly happening.  By the way, #####, can I ask if you are available for a remote session now?\nSpeaker 3: I am.  And then, I'm also checking the compliance in my devices, and it says the Adobe Creative Cloud Suite needs to be upgraded.  Do you think that's the issue?  That's just a non-compliance.  But yeah, I can do a remote session with you right now.  Okay, thank you.  The thing with the remote session is you need me to be on Teams, right?\nSpeaker 2: I know.  So all you have to do, you can go to 123rescue.com.\nSpeaker 3: 123rescue.com?\nSpeaker 2: Yep.  Go to that website.\nSpeaker 3: All right.  And pin?\nSpeaker 2: And then, let me check.  Yeah, for the pin.  So I'm currently generating it.  One moment.  Yeah, I'm still generating it here, #####.  Bear with me.  Oh yeah, so the six digit code will be ############?  Yep.\nSpeaker 3: Should I download it or run the applet?\nSpeaker 2: Oh yeah, you have to download it.\nSpeaker 3: It says the app should download automatically.  Okay.\nSpeaker 2: Yeah, I'll try to connect on your machine right now.  Please bear with me.  Yeah, so I'm already connected.  So right now, #####, can you let me see the exact error message?\nSpeaker 3: Okay, so this is a non-compliant.  And then when I, for example, do... Yeah, this is the message.  You see my screen?\nSpeaker 2: Yep.\nSpeaker 3: So yeah.\nSpeaker 2: So actually, #####, as per checking here, the main reason why you were unable to access any Accenture sites or links, it's because your account is actually under non-compliant or your device is actually non-compliant.  So yeah, for this one to be resolved, I will actually need to escalate this remote session over to our Level 2 Technician and they will be the one who will be able to remediate your machine, okay?\nSpeaker 3: Also, before you escalate, is it because of this?  Adobe Creative Suite because this is only non-compliant thing?\nSpeaker 2: Yep.\nSpeaker 3: So should I just uninstall this?\nSpeaker 2: No, no, no.  For that one, actually our Level 2 Technician will be the one who will actually fix this problem for you.\nSpeaker 3: Okay.  Okay.\nSpeaker 2: Yeah, so for now, yeah, we can actually just end this call and once I have the available level to technician, I'll just go ahead and transfer this remote session over to him.  Okay.\nSpeaker 3: Okay.  Okay.\nSpeaker 2: And yeah, by the way, so he'll just a heads up that they do not do phone calls, but instead you can actually communicate with the level to technician through this remote session.  This 1.  Okay.  Okay.  Yeah, so thank you so much.  Oh, yeah, that's me.\nSpeaker 3: Okay.  Okay.  Thank you.\nSpeaker 2: You're welcome.  And goodbye for now.\nSpeaker 3: Okay.  Thank you.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because they were unable to access Accenture resources, receiving an error message stating they couldn't access the resource due to not meeting the criteria. The helpdesk agent, #########, confirmed the issue and initiated a remote session via 123rescue.com to investigate. During the session, it was determined that the employee's device was non-compliant, specifically due to an outdated Adobe Creative Cloud Suite. The agent then escalated the remote session to a Level 2 technician who would remediate the issue directly through the remote session, without a phone call. The call ended with the agent thanking the employee and informing them that the Level 2 technician would take over.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue, the helpdesk agent's actions, and the resolution process. It maintains relevance by focusing on the key aspects of the conversation related to the technical issue and its resolution. The structure and flow are coherent, making it easy to follow the sequence of events.\n\nHowever, there are minor inaccuracies and omissions. The summary states that the issue was specifically due to an outdated Adobe Creative Cloud Suite, but the transcript indicates that the agent did not confirm this as the sole cause. Additionally, the summary does not mention the employee's initial difficulty accessing the internet or the specific error message details provided by the employee. These details are relevant to understanding the full context of the problem.\n\nOverall, the summary is mostly accurate and complete but could be improved by including these additional details and ensuring precise accuracy regarding the cause of the non-compliance.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing Accenture resources and the steps taken to resolve it. The summary has a clear structure, starting with the problem, then the investigation, and finally the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, making it complete. However, some minor details, such as the employee's initial attempt to troubleshoot the issue, are not included. Overall, the summary is well-written and effectively conveys the necessary information.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (inability to access Accenture resources)\n2. Accurately describes the troubleshooting process (remote session via 123rescue.com)\n3. Correctly identifies the root cause (device non-compliance due to Adobe Creative Cloud Suite)\n4. Accurately describes the resolution (escalation to Level 2 technician)\n5. Maintains proper chronological flow\n\nThe summary is concise yet comprehensive, including all crucial details without unnecessary information. It accurately represents the conversation and maintains coherence throughout. The only minor omission is the specific error message detail (\"Your sign-in was successful, but does not meet the criteria to access this resource\"), though this doesn't significantly impact the summary's effectiveness. The summary also appropriately includes the communication method for the Level 2 technician (remote session only, no phone calls), which is an important detail for the resolution process.",
        "claude_score": 9.0
      }
    }
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  {
    "instance_id": "978727a4-6e11-41f0-8c42-b795a11f4513",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, called the CIO Services helpdesk to schedule an appointment with local tech support to reset their Accenture password. They had previously contacted support and were told the issue was redirected to local tech support. The helpdesk agent, #####, explained that while they couldn't book an appointment directly, a ticket was already open and assigned to the #######, ####### office, the closest location to the employee's location in ##########. The employee was informed that the local tech support would contact them via phone or email to schedule an appointment or provide further instructions. Since the employee couldn't access their Accenture email, they provided a personal email address for contact. The agent confirmed the callback number and updated the ticket with the personal email. The employee was advised to expect a call or email from tech support for password assistance.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1500.0,
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      "call_summarization_score": 0.8888888888888888
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site.  Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There is no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can...\nSpeaker 4: Hi, thank you for calling CIO Services.  My name is #####.  May I please have your personal number?\nSpeaker 5: Yeah, hi.  ################.\nSpeaker 4: May I have a call back number as well, please?\nSpeaker 5: It's ###################.\nSpeaker 4: Thank you so much.  Now, please confirm your enterprise ID.\nSpeaker 5: It's ###################################.\nSpeaker 4: Well, hi, #####.  How may I assist you?\nSpeaker 5: Hi.  So I just wanted to book an appointment with my local tech support.  So I just wanted to...\nSpeaker 4: Book an appointment, you said?\nSpeaker 5: Yes.\nSpeaker 4: For what reason, #####?\nSpeaker 5: To set up my password, my Accenture password.  So earlier I had called regarding the same issue and they said that they have redirected the issue to the local tech support.  So I just wanted to set up a meeting and appointment with the tech support.\nSpeaker 4: Okay, well I understand and I'm more than happy to help you with that.  ###, your apologies for the inconvenience.  So, yeah, just for checking, a ticket is already open and assigned to your local tech support.  Now, regards on this one, we can't actually, like, book an appointment, but we can open up a ticket and assign it to them, and then for further resolution, they'll be contacting you via phone call or via email to book the appointment or to, like, let you know if needed that you go to the office, then they'll be the one to tell you that, okay?  But, again, ####, the ticket is already assigned to them.  So from here on, you just wait for them to reach out to you.  And if needed, that you go to the office again, they'll be the one to tell you that.\nSpeaker 5: Yeah, because when I checked with my office, they told that the local tech support is not within my office campus, and it's at a different location.\nSpeaker 4: What was your current location?\nSpeaker 5: ##########, #######.\nSpeaker 4: #######.  Okay, so that's your current location, #######?  Yes.  Let me just check.  ####### here.\nSpeaker 5: So the ####### local office told you that you don't have a ticket with them?  No, they said the tech support is in a different location.\nSpeaker 4: Right, because we don't.\nSpeaker 5: And they asked me that I have to set up an appointment.  They asked me to call this number, set up an appointment, so I can go and get, like, I don't know if it's an in-person appointment or a virtual appointment with the local tech support.\nSpeaker 4: ####### exactly are you right now?\nSpeaker 5: ##########.\nSpeaker 4: ##########.  okay well unfortunately yes we don't have a local office in ##########.  that's why we had to assign it to the #######, ####### office because that's the only office location near your area.\nSpeaker 5: Okay may I know the address for that location?\nSpeaker 4: Well let me confirm because we cannot provide you that detail but it can be looked up from the support.accenture.com.  But again, the process, #####, is that we will assign the ticket, and it is already assigned to the #######, ####### office.  And then from here, you just wait for them to reach out to you.\nSpeaker 5: Okay.  I just wanted to make sure that they would be reaching out over my phone number because I don't have access to my Accenture email.\nSpeaker 4: Okay.  How about a personal email address that I can note on the ticket?\nSpeaker 5: Oh, yes, that would be great.  Shall I?  Are you ready?  Yeah, go ahead, please.  It's ########################################.\nSpeaker 4: Okay, I will repeat.  That's their first name, ############.\nSpeaker 5: Yep.\nSpeaker 4: And then # for #####, # for #####.  So ######################### and then # for ##################.  Yes, perfect.  Okay.  Okay.  Well, I have noted that on the ticket already, just in case.  The callback number that I have in here is ############.  Yes.  Okay.  It's already assigned, and I have just updated that you have a personal email address, just in case they won't be able to call you or reach out to you via phone call.  We have your personal email address as our point of contact.  Okay?\nSpeaker 5: Okay.  Got it.  Yeah, because this is the first time I'm trying to log into my system.  So I don't have access to any of my Accenture emails as of now.\nSpeaker 4: I understand.  Right.  So for further RF solution and assistance for them to assist you on resetting or providing a password, please expect a call or an email from the local tech support for further assistance.  Okay?\nSpeaker 5: Okay.  Got it.\nSpeaker 4: Okay.  Well, I apologize again for the inconvenience, #####.  You have a good one.\nSpeaker 5: All right.  Thank you.\nSpeaker 4: You're welcome.\n</call_transcript>\n<summary>\nAn employee, #####, called the CIO Services helpdesk to schedule an appointment with local tech support to reset their Accenture password. They had previously contacted support and were told the issue was redirected to local tech support. The helpdesk agent, #####, explained that while they couldn't book an appointment directly, a ticket was already open and assigned to the #######, ####### office, the closest location to the employee's location in ##########. The employee was informed that the local tech support would contact them via phone or email to schedule an appointment or provide further instructions. Since the employee couldn't access their Accenture email, they provided a personal email address for contact. The agent confirmed the callback number and updated the ticket with the personal email. The employee was advised to expect a call or email from tech support for password assistance.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's request to reset their password, the redirection to local tech support, and the communication details. It maintains relevance by focusing on the key aspects of the conversation. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the details from the transcript without any misleading content. However, it misses some minor details, such as the employee's initial confusion about the location of the tech support and the specific mention of the high call volume due to MyT performance issues. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with resetting their Accenture password and the helpdesk agent's assistance. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the employee's initial request, the agent's explanation of the process, and the resolution of noting a personal email address for contact. The summary also captures the main problem (the employee's inability to reset their password and the need for local tech support) and the resolution (the ticket being assigned and the expectation of a call or email from tech support), making it complete.\n\nOverall, the summary meets all the criteria effectively, with no notable omissions or inaccuracies.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple aspects:\n1. Conciseness: It effectively condenses a lengthy conversation into one clear paragraph while maintaining essential details.\n2. Relevance: It focuses on the key points - password reset issue, ticket status, and contact arrangements.\n3. Coherence: Information flows logically from the initial request through to the resolution steps.\n4. Accuracy: Details are precisely captured, including the location specifics (##########/######), contact arrangements, and the fact that direct appointment booking wasn't possible.\n5. Completeness: Covers all crucial elements - initial request, previous contact history, current situation, and next steps.\n\nThe summary successfully captures both the problem (password reset, inability to access Accenture email) and the resolution path (ticket assigned to ####### office, await contact via phone/personal email). It maintains clarity while including all relevant context and next steps. The only minor improvement could be mentioning that this was the employee's first time trying to log into their system, but this detail isn't crucial to the main narrative.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "41339dc7-c791-4eb7-9335-d31d085a672a",
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    "predicted_text": "An employee, #####, contacted the IT helpdesk because they were locked out of their account after getting a new phone and experiencing issues with the Authenticator app. They had previously generated a temporary password with help from another agent, but it resulted in their account being blocked.\n\nThe helpdesk agent, #####, guided the employee through enabling passwords on their passwordless account via mypasswordless.accenture.com. However, the employee was unable to reset their password immediately through myid.accenture.com due to replication time. The agent advised waiting 30 minutes to an hour before trying again and offered to follow up via Teams to monitor progress. The agent tagged the password reset ticket as resolved but noted it would be reopened within 72 hours for follow-up.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help option.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor...\nSpeaker 2: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue dialing.\nSpeaker 3: Thank you for calling CIO.  This is #####.  Can I have your personnel number, please?\nSpeaker 4: Yeah, it's ##########.\nSpeaker 3: Thank you.  Can I have your enterprise ID, please?\nSpeaker 4: Is that my email?  Mm-hmm.  Yeah, it's #####, #########.\nSpeaker 3: Thank you.  And can I also have your call back number please?  ############.  All right, got it.  Thank you so much.  How can I help you today, #####?\nSpeaker 4: Hi, I've called twice now.  I got a new phone and so my multi MFA was not logged out of my old phone when they wiped my phone, so I was having issues with that this week.  And then now we had finally gotten the old phone removed, my new phone added, but when I went to set it up on the Authenticator app, I typed in a temporary password that the person on the phone helped me generate, and it's saying my account is blocked.\nSpeaker 3: Sorry to hear that, #####, that you need to call us back for the same concern.  But no worries, since you have me on the line, I'll do my best to assist you with your concern.  So you mentioned you already generated a temporary access pass.  But when you enter that temporary access pass, there's an error that your account is blocked.  Am I correct?  Yes.  All right.  Sorry for that.  So #####, is it okay if I'll be putting the call on hold first for one to two minutes?  I'll just be checking this concern during my end.\nSpeaker 4: Yeah, that's fine.\nSpeaker 3: Okay, thank you so much.  Hello, #####.  Thank you so much for patiently waiting on the line.  So, #####, I would like to ask, so are you the one who generated the temporary access pass, or the agent requested the temporary access pass for you?  The agent did it last night.  All right.  Got it.  So, yeah, I checked your open ticket with regards to this concern that your account has been blocked, and as advised with my support, We need to reset first your password or change the password.  Then after successful password change, the risk will be automatically dismissed, meaning to say after resetting your password, the error message on your Authenticator app will be dismissed.  So I see that you're currently a passwordless, so we need, I mean, yeah, passwordless, so we need first to enable your password and reset your password after that.  So do you have, I mean, open your browser, please, and can we access mypasswordless.accenture.com for us to enable your password?\nSpeaker 4: Yeah.  It's, so I'm going to type it in.  What was the site again?\nSpeaker 3: mypasswordless.accenture.com.  Perfect.\nSpeaker 4: Okay, I'm there.\nSpeaker 3: So, are you seeing Go Passwordless request?\nSpeaker 4: I'm seeing Go Passwordless request, you said?\nSpeaker 3: Is that correct?\nSpeaker 4: Yes.\nSpeaker 3: Okay, so click Get Started.  Then what are you seeing right now?\nSpeaker 4: Select your reason for requesting a password.\nSpeaker 3: So select there the hello business.  Hello for business.\nSpeaker 4: Okay.  And then types of use, issues with PIN or issues with biometrics?\nSpeaker 3: Issue with PIN.  Then for that my PIN.\nSpeaker 4: Okay.\nSpeaker 3: Then click enable password.  All right, let me know when it's done.\nSpeaker 4: It's loading.  Okay, it's done.\nSpeaker 3: Okay, so right now let's wait for one to two minutes so we can try resetting your password.  on different sites.  So, okay, we can try this if you can really reset your password.  So, please access myid.accenture.com.\nSpeaker 4: And it's saying your account is now enabled for passwords.  Click for a new password or just not click that?\nSpeaker 3: Don't click that one.  We have to access a different site.  So, open a browser or a tab, then access myid.accenture.com.  Then, if you're seeing self-service password reset and lock, click that one.\nSpeaker 4: Okay.\nSpeaker 3: Then, after clicking the self-service password reset and lock, you just have to type your Accenture email and type the corrector.\nSpeaker 4: It says, we're sorry, you can't reset your own password because you haven't registered for a password reset.\nSpeaker 3: All right, so as for this one, we just have to wait for the replication time to reset your password.  So I know that you have access on your team, so I can monitor you there if you already reset your password.  Okay.\nSpeaker 4: What should I do?\nSpeaker 3: All right, #####, so we just have to wait for 30 minutes to one hour.  Then after that, you have to try resetting again your password in myid.accenture.com.  And I'll be pinging you on Teams, #####, so you can update me if you already reset your password, okay?\nSpeaker 4: Okay, thank you.\nSpeaker 3: Okay.  Thank you so much, #####.  So right now, I'll just be tagging the password reset ticket as resolved.  Then upon resolving this, you will be receiving a survey in your email, and your feedback is highly appreciated.  But no worries, #####.  This ticket will be reopened within 72 hours, okay?\nSpeaker 4: Okay.  Thank you.\nSpeaker 3: All right.  Thank you so much.  Bye-bye for now.\nSpeaker 4: Bye.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because they were locked out of their account after getting a new phone and experiencing issues with the Authenticator app. They had previously generated a temporary password with help from another agent, but it resulted in their account being blocked.\n\nThe helpdesk agent, #####, guided the employee through enabling passwords on their passwordless account via mypasswordless.accenture.com. However, the employee was unable to reset their password immediately through myid.accenture.com due to replication time. The agent advised waiting 30 minutes to an hour before trying again and offered to follow up via Teams to monitor progress. The agent tagged the password reset ticket as resolved but noted it would be reopened within 72 hours for follow-up.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the Authenticator app and the steps taken by the helpdesk agent. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. The accuracy of the summary is high, as it correctly reflects the details of the call without any misleading information. However, the summary could be slightly more complete by mentioning the specific steps the agent guided the employee through, such as selecting \"Issue with PIN\" and enabling the password. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their account and the helpdesk agent's resolution. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the steps taken to resolve the issue and the follow-up actions. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, the summary could be improved by including more specific details about the initial issue with the Authenticator app and the temporary password. Despite this, the summary overall does a good job of capturing the essential information from the call transcript.\n\nGiven these strengths and minor weaknesses, the summary deserves a high score.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (locked account after phone change/MFA issues)\n2. Accurately describes the attempted solution (enabling passwords on passwordless account)\n3. Includes the outcome and next steps (waiting for replication, follow-up via Teams)\n\nThe summary is concise while maintaining essential details, has good flow, and accurately represents the conversation. It's structured logically, moving from problem to solution to follow-up.\n\nHowever, there are two minor points that could have been included for completeness:\n1. The specific reason for selecting \"Issue with PIN\" during the process\n2. The fact that the user couldn't reset password because they weren't registered for password reset\n\nDespite these minor omissions, the summary provides an excellent overview of the interaction and captures all critical information needed to understand the situation and resolution.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, #####, called the IT helpdesk regarding an unresolved laptop issue (ticket INC 48662411) that was pending manager approval for over 48 hours. April, the helpdesk agent, collected #####'s personal information including personnel number, enterprise ID, callback number, asset tag, personal email, and current location. April explained that the ticket was still pending manager approval and would be forwarded to local tech support for direct assistance. ##### was advised to keep their line open for a call from local tech support. April apologized for the delay and long hold times.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to the gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions.\nSpeaker 4: Calling CIO, this is April.  May.  I have your personal number?\nSpeaker 5: N2587105.\nSpeaker 4: Thank you.  Let me repeat.  It's # for #####, #######.  Is that correct?\nSpeaker 5: Yes, that's correct.\nSpeaker 4: Thank you.  And how about your enterprise ID?\nSpeaker 5: PHRIS.\nSpeaker 4: Thank you for that one, #####.  And will you also provide your pass callback number?  ############.  Thank you for that information.  Let me repeat, ############.  Is that correct?  Yes, that's correct.  Thank you.  And how can I help you today, #####?\nSpeaker 5: I was calling about an incident that I was having an issue with my laptop and I was told to provide this information to you guys so that it can be resolved.\nSpeaker 4: Yeah, can you provide me the incident ticket?\nSpeaker 5: Yes, it's INC 48662411.\nSpeaker 4: Thank you for that information.  Let me go ahead and check this ticket first.  And while checking the ticket, can I please stay on hold for one to two minutes and stay on the line?\nSpeaker 5: Yeah.\nSpeaker 4: Thank you.  Hi, thank you for patiently waiting.  #####, I am seeing here that the ticket's still pending here.  And for this one, since it's already beyond 48 hours, we will be providing the ticket to the local tech support so that they will be the one to further assist you.  Because you provided me the right ticket number.  However, here in our system, the manager still did not approve the request.  still pending here in our system.\nSpeaker 5: Okay, I'll let my team lead now.\nSpeaker 4: Yeah, for this one I'll be creating a ticket for this one.  I mean I'll be follow up or forward this ticket to the local tech support since your manager did not approve within 48 hours and so that the local tech support will be the one to contact you for further assistance.  But for this, while getting the ticket for you, let me place a phone call for one to two minutes and stay on the line, okay?  All right.  Thank you.  Hi, #####.  Thank you for patiently waiting.  Will you please provide me the asset number of your machine?  You are going to see it at the back side of your machine.  It will start with US.\nSpeaker 5: I'm sorry.  Can you repeat that?\nSpeaker 4: At the back side of your machine, you will see the machine name, or what I mean the asset tag.  It will start with US.  provide me the ###.  or the asset tag?\nSpeaker 5: ###.  #######.\nSpeaker 4: Thank you for that information.  And then the best number that the local tech can reach out to you is the number that you provided to me and the number that you are using right now?\nSpeaker 5: Yes, that's correct.\nSpeaker 4: Thank you.  Will you please provide me your Personal e-mail address.\nSpeaker 5: My personal e-mail address?  You said my personal e-mail address?\nSpeaker 4: Yes, your personal e-mail address.\nSpeaker 5: #####.\nSpeaker 4: I'm sorry, # for #######?\nSpeaker 5: Yes, #-#.  #############.  The number ################.\nSpeaker 4: Okay, let me confirm.  # for ###################, # for #####.  Your last name is #######.  Number ################.\nSpeaker 5: Yes, that's correct.\nSpeaker 4: Thank you.  And will you please provide me your current location?\nSpeaker 5: My current location is #####.\nSpeaker 4: #####.  #######.\nSpeaker 5: ######, #####.\nSpeaker 4: ######?\nSpeaker 5: ######.  #-#-#-#-#-#.  #####.\nSpeaker 4: Is it in ######?\nSpeaker 5: No, it's not in ######.  They say that my essential location is supposed to be ######, but I don't know why, because I live closer to ####### than I live ######.  Oh, I see.\nSpeaker 4: So that is your current location now that you are leaving.  ######, #####, is it # for #######, # for #####, # for #####, # for ######, # for #####, # for ####, then #####?\nSpeaker 5: Yes, that's correct.\nSpeaker 4: #####, #######, right, as you mentioned?\nSpeaker 5: Yes.\nSpeaker 4: Okay, thank you.  So I'm going to take note here that there will be assigning the ticket to the #######, ######, #####, #######, and then you are leaving there, right?  Not in your...\nSpeaker 5: Yeah.\nSpeaker 4: Okay.  Thank you.  One moment.  Let me forward the ticket first.  Can you give me like two minutes for providing the ticket to the local tech support?  #####?\nSpeaker 5: Yeah.\nSpeaker 4: Thank you.  Let me please hold again for one to two minutes.  Thank you.  All right.  Hi, thank you for patiently waiting, and I'm so sorry for the long hold.  So I already forwarded your ticket to the local tech support.  So just keep your lines open because the local tech support will be the one to call you for further assistance in regards to this issue that you are encountering.\nSpeaker 5: All right.  I appreciate it.\nSpeaker 4: Thank you.  So I don't want to take too much of your time.  By the way, this is #####, and have a great day.  Bye now.\n</call_transcript>\n<summary>\nAn employee, #####, called the IT helpdesk regarding an unresolved laptop issue (ticket INC 48662411) that was pending manager approval for over 48 hours. April, the helpdesk agent, collected #####'s personal information including personnel number, enterprise ID, callback number, asset tag, personal email, and current location. April explained that the ticket was still pending manager approval and would be forwarded to local tech support for direct assistance. ##### was advised to keep their line open for a call from local tech support. April apologized for the delay and long hold times.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the unresolved laptop issue, the collection of personal information, and the forwarding of the ticket to local tech support. It maintains relevance by focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the details from the transcript correctly. However, the summary could be slightly more complete by mentioning the specific performance issues and the high call volume mentioned at the beginning of the call. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the key issue of the unresolved laptop problem and the steps taken to address it. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. The information presented is factually correct, matching the details provided in the call transcript, which ensures accuracy. However, the summary could be considered slightly incomplete as it does not mention the initial automated messages and the general announcement about performance issues with \"my key\" and the resulting high call volume. Despite this, the summary covers the main problem and resolution discussed in the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: Successfully condenses a lengthy transcript into a clear, brief paragraph while maintaining essential information.\n2. Relevance: Focuses on the main issue (pending laptop ticket) and the resolution process.\n3. Coherence: Well-structured, following a logical flow from issue identification to resolution steps.\n4. Accuracy: Correctly states the ticket number, situation (48-hour delay), and resolution path (forwarding to local tech support).\n5. Completeness: Covers the main concern (unresolved laptop issue), the reason for delay (pending manager approval), and the resolution (forwarding to local tech support).\n\nMinor improvement could be made by mentioning the specific location details that were discussed at length, as this seemed important for proper ticket routing. However, this doesn't significantly impact the summary's overall quality since the key outcome (routing to local tech support) is captured.",
        "claude_score": 9.0
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    "predicted_text": "An Accenture PeopleLine representative contacted the Mayo Service Desk on behalf of a former employee, ########, who was unable to access the Accenture alumni portal. Although ######## received a welcome email, the portal didn't recognize his email address. The Service Desk agent, #####, explained that the support team needed to re-register the email address on the back end due to his change in employment status. ##### collected mandatory information from ########, including his last position level, phone number, last office location, email address, last supervisor, and last day of employment. A ticket (INC#########) was created and assigned to the former employee support team, with a resolution timeframe of up to seven days. ######## will be notified via phone or email once the issue is resolved.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices.  For technology and business application support, press 1.  For mobile, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  The number you entered must be 8 digits in length.  You entered 1-1.  Please re-enter your personnel number.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone phishing.  Page, the team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.  All agents are currently assisting other callers.\nSpeaker 2: Hi, thank you for calling the Mayo Service Desk.  My name is #####.  May I please have your personnel number?\nSpeaker 3: Hi, #####, this is ##### #### from Accenture PeopleLine.  I do have a former employee on my back line.  His name is ######################.  His employee ID number is ########.\nSpeaker 2: Okay.\nSpeaker 3: All right, so this former employee resigned lastly on ###### .  He's trying to log into the Accenture alumni portal where his email address is not getting recognized.  Upon checking with HR records, I see that he has updated his personal email address.  So he requires assistance to log into the portal.  Could you please assist on this?\nSpeaker 2: Yes, that I'm more than happy to help you guys with.  Okay, go ahead, please connect me, you see.\nSpeaker 3: Just a moment, thank you.  You're welcome.  Hello, ########, thank you for staying on hold.  Appreciate your patience.  Yeah, I'm here.  Yeah, so I do have CIO team representative named ##### on the line.  I have informed your concern that you're not able to log into the former employee portal.  They will assist you forward, okay?\nSpeaker 4: Perfect, thank you so much.\nSpeaker 3: You're welcome, and thank you for reaching out to people, and you both have a wonderful weekend.  Bye-bye.\nSpeaker 4: Thank you.\nSpeaker 2: Hi, ########h.  Again, my name is ##### from the CIO Service Desk.  So the former representative informed me that you're an alumni and cannot access the alumni portal because it says your email is not recognized.\nSpeaker 4: Yeah, although I received a, like, welcome email, like, four days back, Yeah, but now I'm trying to log in for the first time, and it says the email address you entered was not found.\nSpeaker 2: Okay.  Well, I apologize for that, ########, but no worries.  You're in the right department, and I am more than happy to help you with this.  So in regards to that concern, though you did set up your email address, your personal email address when you were still an active employee and you got an email confirmation for that, What actually needs to be done, now that you're already a former employee, is for our support team to update or re-register your email address on the back end.  So what I'm going to do is open up a ticket for you and assign it to the former employee support team, as they are the one who can update or register your email address on the back end.  So I just need some mandatory details from you.  May I know your last...\nSpeaker 4: Sorry, my email is already registered, right?  That's how I received a welcome to Exchanger Elimini network on my personal email ID.  That is something which I already received, right?  And now through the same email, I'm trying to log in.  Now it sends me a message that this email address is not registered.  It's kind of a conflicting right here.\nSpeaker 2: Right.  That's what I'm saying, that what needs to be done for the resolution for that is for our support team to update that email address just so it can be found on the system.  So this happens to a lot of former employees, though they did set up their account already, their personal email address when they are still an active employee.  Now that you guys are already a former employee, the support team needs to update that information in the back end.  So again, I'll open up a ticket for you and assign it to support.  So I want to know what is your last position level?\nSpeaker 4: Senior manager.\nSpeaker 2: So that's seven or six?\nSpeaker 4: It was six.\nSpeaker 2: Okay, got it.  Now may I have your phone number please?  The active phone number that you will use for authentication.  ############.  Okay, if I got you correctly, I have your ############.\nSpeaker 4: Yes.\nSpeaker 2: How about the last office you reported to?\nSpeaker 4: ##########, ####, ### Okay.\nSpeaker 2: How about the email address that you're going to use to access the site?\nSpeaker 4: It is the one which I have, which is #-#####, #-###, #-#####, #-######, I-#####, J-#####, ###########, #-#####, #-######, ##, at #########.\nSpeaker 2: Okay, I'll repeat.  I have ##### ###### #####, ######, #####,######, ##### ##### ######, the number ##, at #########.\nSpeaker 4: Yeah.\nSpeaker 2: How about the last supervisor or career counselor you reported to?\nSpeaker 4: Do I need all of that information?\nSpeaker 2: Unfortunately, that is a mandatory information.  If this one is missing, they may assign the ticket back to us, which will again give us a lift.  So yes, it's a mandatory detail.\nSpeaker 4: ###############.\nSpeaker 2: #######, you said #####?\nSpeaker 4: Yeah, ###############, #############.\nSpeaker 2: #######, okay, got it here.  Lastly, your last date, ### what?  ## ####.  Thank you so much.  I think I got all the necessary information I need.  So I'll provide you the ticket number for this one, ########, just in case you won't hear back from us within seven days.  Because you see, for such concern or for such issue, it may take seven days, but should not take more than that.  So I'm saying that if just in case you won't hear back from support maximum of seven days, you reach back and provide this ticket number for reference.  Kindly note down the ticket, please.\nSpeaker 4: Okay.\nSpeaker 2: It's going to be INC for incident, the number #########.  Again, number #########.\nSpeaker 4: Okay.\nSpeaker 2: Okay.  Well, again, I'll go ahead and assign the ticket now, and I apologize if you cannot access the portal for now, but we'll have the support.  update your information on the back end, okay?\nSpeaker 4: I have one question.  How would I be informed that this issue has been resolved?\nSpeaker 2: Well, we'll either... Yeah, I'm sorry.  We'll either give you a call back or send an email to you saying that the team is already done with the registration.  You may now access the site.  That's what's going to happen.\nSpeaker 4: Okay.  Okay.\nSpeaker 2: Okay, well, bye for now again, ########.\nSpeaker 4: Yeah.  Thank you for your help.\nSpeaker 2: You're welcome.  Bye bye.\nSpeaker 4: Bye.\n</call_transcript>\n<summary>\nAn Accenture PeopleLine representative contacted the Mayo Service Desk on behalf of a former employee, ########, who was unable to access the Accenture alumni portal. Although ######## received a welcome email, the portal didn't recognize his email address. The Service Desk agent, #####, explained that the support team needed to re-register the email address on the back end due to his change in employment status. ##### collected mandatory information from ########, including his last position level, phone number, last office location, email address, last supervisor, and last day of employment. A ticket (INC#########) was created and assigned to the former employee support team, with a resolution timeframe of up to seven days. ######## will be notified via phone or email once the issue is resolved.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the alumni portal, the need for re-registration of the email, and the collection of mandatory information. It is relevant, focusing on the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate and matches the details in the transcript. However, it misses some minor details, such as the initial high call volume message and the specific interaction between the representatives. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the primary concern of the former employee's inability to access the Accenture alumni portal. The structure and flow of ideas are clear, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly captures the details from the call transcript, including the reason for the issue (change in employment status requiring back-end re-registration of the email address) and the steps taken by the Service Desk agent.\n\nThe summary is also complete, covering the main problem, the resolution process, and the expected outcome, including the notification method once the issue is resolved.\n\nOverall, the summary meets all the criteria effectively, with no notable shortcomings.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple areas:\n1. Conciseness: It efficiently captures the key points without unnecessary details, maintaining brevity while covering essential information.\n2. Relevance: All information included directly relates to the main issue and its resolution process.\n3. Coherence: The summary follows a logical flow from problem identification to resolution steps.\n4. Accuracy: All facts, including the ticket number and resolution timeframe, are correctly represented from the transcript.\n5. Completeness: It captures the core problem (alumni portal access), the reason (need for back-end email registration), the information collected, and the next steps.\n\nThe summary effectively balances detail and brevity, including all crucial elements while omitting unnecessary conversation elements. It maintains professional language and clearly outlines both the problem and resolution path. The only minor improvement could be mentioning that the former employee was a Senior Manager level 6, but this detail isn't crucial to understanding the interaction.",
        "claude_score": 9.0
      }
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    "predicted_text": "An Accenture PeopleLine employee, ######, contacted the IT helpdesk on behalf of a former employee, #######, who is unable to access the Selenium Dayforce application. The former employee's personal email, though updated in HR records, is not registered in the application.\n\nThe helpdesk agent, ###, spoke with the former employee, #######, and confirmed she had an existing ticket (IMC48714619). The agent verified the ticket was assigned to back-end support and promised to update the ticket and contact ####### with an update via phone or email once the issue is resolved. ####### expressed frustration with being bounced between departments and sought assurance of a direct update. The agent reiterated their commitment to providing an update.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services, press 1.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: My name is ###.  May I have your personnel number, please?\nSpeaker 3: Hi, this is ########## from Accenture PeopleLine.  I have an employee on my back line.  Her name is ############.  Her personal number is ########.\nSpeaker 2: Thank you for that.  And may I know how should I call you?\nSpeaker 3: Yeah, so my name is ###### from PeopleLine.  So the former employee had contacted us to inform that she is not able to log in to Selenium Defoes application as her personal email address mentions that it's not registered in the application.  And upon investigating, I informed that as per HR records, her personal email address is already updated.  and we had directed to the CIO team to have it registered from your end, but I see the representative has transferred back to PeopleLine.  It's caused an inconvenience.  Can you please have a check on this profile, please?\nSpeaker 2: Yeah, for sure.  May I know if the former employee provided you an existing ticket number?  Yeah.\nSpeaker 3: Let me just bring the employee on the line, just a moment.\nSpeaker 2: Yeah, for sure.\nSpeaker 3: Thank you for staying on hold, #####.  I appreciate your patience.\nSpeaker 4: Yes, thank you.\nSpeaker 3: So, I do have a STI team representative online.  I have just informed that your personal email address has been already updated.  I've also informed that you're not able to access State and DFOS application.  They're having a check on that, okay?  Thank you.\nSpeaker 2: Hi, #####.  I'm sorry, I can't hear you.  Go on.  Hi, #####.  This is ### from CAO Service Team.  Sorry about that, that you're not able to access your Day Force account.  No worries.  I'll try my best to help you with this, but may I know if you have an existing ticket with you regarding this, #####?  I have, yes, I do have a ticket.  Okay.  Can you provide it to me, please, so I can check here?\nSpeaker 4: Sure.  It's IMC48714619.\nSpeaker 2: Thank you so much for that.  Okay.  Thank you for that, #####.  Let me just check here.  What's the status here on the ticket that you provided to me?  So give me a second.  Oh, okay.  So, #####, as per checking here, your ticket has been assigned already to the support team or the back-end support who can provide you the access to the Day 4 site, #####.  And for this one, since it's already been assigned to them but no update yet from the back-end support, #####.  So, for this one, since you called us right now, I'll be updating your ticket right now.  And once they have an update, that you have an access to the Day Foresight, #####, I will be the one to reach out back to you.  But can you, oh, yeah, I have here all the details.  So I will just reach out to you once we have an update, #####, regarding with your ticket, okay?\nSpeaker 4: Okay.  So you will call me?  Because what happened is that the guy told me that I needed to call the people line.  I just talked to the people line, and he asked me to call this other number.  and they called the other number and they asked me to go back to the people line and tell them that I needed to update my email.  So, will you be calling me and give me the status or how does it work, please?\nSpeaker 2: Yes.  So, as per your checking here, #####, you have a contact phone number and also your personal email address.  So, I'll be giving you a call back or send you as well an email once the back-end support will provide us an update regarding with your ticket.  So just wait for my email or I'll call back as well, okay?\nSpeaker 4: Okay.  Thank you.  And can I ask you another question?  Well, never mind.  Never mind.  That's it.  All right.  Thank you so much, #####.  Have a great day.\nSpeaker 2: Thank you as well, #####, and from PeopleLine as well, and have a great day.  Bye.  Yeah.\nSpeaker 3: Thank you so much.\nSpeaker 4: Thank you.  Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture PeopleLine employee, ######, contacted the IT helpdesk on behalf of a former employee, #######, who is unable to access the Selenium Dayforce application. The former employee's personal email, though updated in HR records, is not registered in the application.\n\nThe helpdesk agent, ###, spoke with the former employee, #######, and confirmed she had an existing ticket (IMC48714619). The agent verified the ticket was assigned to back-end support and promised to update the ticket and contact ####### with an update via phone or email once the issue is resolved. ####### expressed frustration with being bounced between departments and sought assurance of a direct update. The agent reiterated their commitment to providing an update.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the Selenium Dayforce application, the involvement of the PeopleLine employee, and the helpdesk agent's actions. It maintains relevance by focusing on the main topic and avoids extraneous details. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the key details from the transcript without introducing errors. However, it misses some minor details, such as the initial confusion about the personnel number and the specific back-and-forth between departments, which could provide a fuller picture of the caller's frustration. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the former employee's issue with accessing the Selenium Dayforce application. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the details of the issue, the existing ticket number, and the helpdesk agent's actions. The summary also captures the former employee's frustration with being bounced between departments, which is an important aspect of the call.\n\nThe summary is mostly complete, covering the main problems and resolutions. However, it does not mention the initial back-and-forth between the former employee and the different departments, which led to the call with the helpdesk agent. Despite this, the summary provides a fair description of the main concerns and resolutions.\n\nOverall, the summary is well-written and effectively conveys the important information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (former employee unable to access Selenium Dayforce due to email registration problems)\n2. Includes relevant details like ticket number and key participants\n3. Maintains coherence by presenting events chronologically\n4. Captures the resolution (agent's commitment to follow up)\n5. Notes the customer's frustration with being redirected between departments\n\nHowever, there are minor areas for improvement:\n- Could mention that PeopleLine initially transferred to CIO team before being redirected back\n- The name inconsistency between \"Selenium Defoes\" and \"Dayforce\" in transcript vs summary could be clarified\n- Could be slightly more concise by removing some redundant details\n\nOverall, the summary maintains a good balance between brevity and completeness while staying accurate and relevant to the main issue.",
        "claude_score": 8.0
      }
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    "predicted_text": "An employee, #####, called the IT helpdesk because their laptop was out of compliance, preventing them from logging into Office. After verifying #####'s identity and contact information, the helpdesk agent confirmed the compliance issue and explained the remediation process. Since ##### uses a Mac, the agent instructed them to download and install a remote connection tool from 123rescue.com. The agent then informed ##### that the ticket would be assigned to level two support for remote troubleshooting, which could take 30 minutes to an hour. The agent emphasized that level two support does not handle calls and that ##### should remain available during the session. Finally, the agent transferred ##### to level two support.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.\nSpeaker 2: For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate you.\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways.\nSpeaker 5: Thank you for calling your services.\nSpeaker 6: This is ########.  May I have your personal number, please?  Hi, ########.  My personal number is #########.\nSpeaker 5: Sorry, ###?  Yeah, ############, sorry, the last number, please?\nSpeaker 6: Yeah,#\nSpeaker 5: #, so.  ###############.\nSpeaker 6: Yep, that's correct.\nSpeaker 5: All right, let me check here.  Can you move a little bit closer to your microphone?\nSpeaker 6: Oh yeah, sorry, I'm actually wearing the earpods, so yeah, can you hear me?\nSpeaker 5: Right, I can hear you okay.  All right, sorry, could you confirm your Accenture email address also?\nSpeaker 6: Yes, it's ####################################.\nSpeaker 5: All right, thank you so much, #####, and sorry about this issue you're encountering right now.  I'll try my best to assist you today.  Before anything else, do you have any callback number?\nSpeaker 6: Yes, my callback number is ############.\nSpeaker 5: Thank you so much.  How can I help you today?\nSpeaker 6: Yeah, hi.  My laptop seems to be out of compliance again, and I need your help to fix that.\nSpeaker 5: Your laptop is not compliant?\nSpeaker 6: Yeah, that's correct.\nSpeaker 5: Can you still log in to Office?\nSpeaker 6: Yeah.  No, I cannot log into Office, so that's the main problem.\nSpeaker 5: All right, let me double check here.  May I place you in hold first while I check?  Just two to three minutes.  Okay, I'll get back to you.  Please stand by.\nSpeaker 6: Sure, sounds good.\nSpeaker 5: Thank you.  Thank you.  Hi #####, thank you so much for patiently waiting.  I can see that indeed you are on compliance issue.  So let's remediate that, okay?\nSpeaker 6: Okay.\nSpeaker 5: So to remediate that, you need to go to remote connection.  Our level two will do that.  May I know what laptop are you using?  Are you using a Mac?\nSpeaker 6: Yeah, this is a Mac.\nSpeaker 5: Okay.  All right, perfect.  So can you open now?  123rescue.com.  Give me 1 second here.\nSpeaker 6: Yeah.  Okay.\nSpeaker 5: Right still generating.  Just 1 moment.\nSpeaker 6: Okay.\nSpeaker 5: All right, it's #######.  Okay, start to download, please.  All right, that was it.\nSpeaker 6: Yeah.  I'm trying to install.  Okay.\nSpeaker 5: So, I will need your ticket to be assigned to our level to support for advanced troubleshooting.  So, please be aware, okay, that they will assist you remotely, and they do not handle calls.  So the remediation process may take between 30 minutes to one hour, depending on the complexity of your issue.  So please make sure you are available, okay, throughout the session.\nSpeaker 6: Yeah, yeah, okay.  Thank you so much.\nSpeaker 5: Okay, I'll transfer you now to your... Okay.  That sounds good.  Thank you.  Appreciate it.\nSpeaker 6: Okay.  You have a great day.  Okay.  Bye for now.  You as well.  Yeah.  Thanks, ########.  Thank you.  Have a nice day.  Bye.\n</call_transcript>\n<summary>\nAn employee, #####, called the IT helpdesk because their laptop was out of compliance, preventing them from logging into Office. After verifying #####'s identity and contact information, the helpdesk agent confirmed the compliance issue and explained the remediation process. Since ##### uses a Mac, the agent instructed them to download and install a remote connection tool from 123rescue.com. The agent then informed ##### that the ticket would be assigned to level two support for remote troubleshooting, which could take 30 minutes to an hour. The agent emphasized that level two support does not handle calls and that ##### should remain available during the session. Finally, the agent transferred ##### to level two support.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the compliance issue, the verification process, and the steps taken to resolve the issue. It is relevant, focusing on the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the details of the call transcript without any false or misleading information. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific issue with \"my key\" that was causing delays, as these provide context for the call. Overall, the summary is well-done but could include a bit more context for completeness.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their laptop being out of compliance and the steps taken to resolve it. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. The information presented is factually correct, matching the details provided in the call transcript, which ensures accuracy. Lastly, the summary provides a fair description of the main problem and the resolution, covering the key points of the conversation, which indicates completeness. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly identifies the main issue (laptop compliance preventing Office login)\n2. Includes the verification process of user identity\n3. Accurately describes the solution steps (123rescue.com download)\n4. Correctly notes the escalation to level 2 support\n5. Includes important details about expected resolution time and availability requirements\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem identification to resolution steps. It focuses on relevant information while omitting unnecessary details like exact personal numbers or small talk. The information presented is accurate and matches the transcript without any misrepresentation. The only minor improvement could be mentioning the initial automated message about high call volume due to MyKey issues, though this wasn't directly relevant to the caller's specific problem.\n\nThe summary achieves an excellent balance between brevity and completeness while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, identified by personnel number ########## and email #######@######.com, contacted the CIO Service Desk because their Outlook was disconnected despite having internet access. They had already tried restarting their Accenture Windows laptop. The IT support agent, after confirming the issue and the type of machine, asked for the exact error message. While providing the error message, the employee refreshed Outlook and resolved the issue themselves. The agent confirmed the resolution, tagged the call with TTS #### ########, informed the employee they would receive a review request, and ended the call.\n",
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        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing, press 0.  For Technology and Business Application Support, press 1.  For Mobile, please enter your 8-digit personnel number.  All agents are currently assisted.\nSpeaker 2: Hi, this is ###### from CIO Service Desk.  May I have your personnel number, please?\nSpeaker 3: Hi, ##########.\nSpeaker 2: Okay, and how about your Enterprise ID or Accenture email?\nSpeaker 3: #######, #############,  .#  ######, #######, as in ### # #.\nSpeaker 2: Okay, and how about your callback number, #######?  ########.  Okay.  So, yep.  How can they help you today?\nSpeaker 3: My Outlook is disconnected, and the Internet is on.  I've tried resetting and restarting my computer a couple times, and it says it was last updated at 11:23.  Uh-huh.\nSpeaker 2: Okay.  So, by the way, I'm very sorry to hear, #######, that your Outlook is disconnected, but don't worry, since you got me here on the line, I am more than happy to assist you with this one, okay?\nSpeaker 3: Okay.\nSpeaker 2: By the way, may I ask, #######, what machine you are using?\nSpeaker 3: My Accenture laptop.  It's a Circus.\nSpeaker 2: Is it a Windows or eMac?\nSpeaker 3: Windows.\nSpeaker 2: May I ask the exact Message that you're getting.\nSpeaker 3: It's just saying disconnected.  I. You can try refreshing it.  Oh, my goodness.  I'm so sorry.  I had to, I had to refresh.  I had to press the refresh button, but it's working now.\nSpeaker 2: Okay, I see.  So just to make sure.  You're very much welcome.\nSpeaker 3: Thank you.\nSpeaker 2: Yep, we will tag you TTS as #### ######## and you will get us a review by email, okay?  Have a great day!  Thank you!\n</call_transcript>\n<summary>\nAn employee, identified by personnel number ########## and email #######@######.com, contacted the CIO Service Desk because their Outlook was disconnected despite having internet access. They had already tried restarting their Accenture Windows laptop. The IT support agent, after confirming the issue and the type of machine, asked for the exact error message. While providing the error message, the employee refreshed Outlook and resolved the issue themselves. The agent confirmed the resolution, tagged the call with TTS #### ########, informed the employee they would receive a review request, and ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with Outlook, the troubleshooting steps taken, and the resolution. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key details from the transcript correctly. However, it could be slightly more complete by mentioning the initial steps taken by the employee before contacting the helpdesk, such as restarting the computer. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with Outlook and the IT support agent's assistance. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the employee's actions and the resolution of the issue. The summary also provides a fair description of the main problem and its resolution, meeting the completeness criterion.\n\nHowever, the summary could be improved slightly by omitting some details, such as the employee's email address, which is not crucial to understanding the issue or its resolution. Nonetheless, the summary is of high quality, effectively conveying the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately identifies the issue (Outlook disconnection)\n2. Notes relevant context (Windows laptop, internet working)\n3. Includes prior troubleshooting attempts (computer restart)\n4. Captures the resolution (user refreshing Outlook)\n5. Mentions follow-up actions (TTS tagging and review request)\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem identification to resolution. It avoids including unnecessary details while preserving all crucial information. The language is clear and professional.\n\nMinor improvements could include mentioning that the agent expressed empathy (\"sorry to hear\") and offered assistance, which represents good customer service. However, this is not critical to the main narrative.\n\nThe summary is factually accurate, with no misrepresentations of the conversation. It successfully condenses a back-and-forth dialogue into a clear, coherent narrative while maintaining all essential information.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "d98802d5-ec1e-4dba-87f8-b4d0ce01cf38",
    "train_trial_index": 0,
    "predicted_text": "An employee, ######, calls the IT helpdesk to report a persistent pop-up error message: \"IT security policy executable blocked.\" Despite clicking \"OK\" or closing the window, the message reappears repeatedly. The helpdesk agent, #####, offers to troubleshoot the issue via a remote session.\n\nThe agent guides the employee through connecting to 123rescue.com, downloading and running the application as administrator, and providing the generated pin code. After gaining remote access, the agent initially puts the employee on hold to investigate. The agent then suggests disconnecting the phone call and continuing the troubleshooting solely through the remote session's chat function, promising to notify the employee upon completion. The employee initially agrees but then requests to stay on the call to know when the troubleshooting is complete, but the agent insists on using the chat function.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conferencing services such as... For technology and business application support, press 1.  For mobile...\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your...\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my T. When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please.  Hi.\nSpeaker 4: Thank you for calling Service Desk.  This is #####.  Can I have your personnel number or your employee number?\nSpeaker 5: Hi, good afternoon.  This is #######.  My personnel number is ########.\nSpeaker 4: Okay, thank you so much for this one.  And I'm going to go ahead and pull up your account.  Okay, just one moment.\nSpeaker 5: Okay.\nSpeaker 4: And can you also confirm to me your Accenture email?\nSpeaker 5: It's ###############################.\nSpeaker 4: Okay, thank you so much for this one, ######.  How about your best callback number, just in case you get disconnected?\nSpeaker 5: It's ############.\nSpeaker 4: Okay, thank you.  So how can I help you today, ######?\nSpeaker 5: So I'm continuously getting a pop-up on my laptop that says, IT security policy executable blocked.  And in spite of saying OK or closing it, it is just popping up again and again and again.  Need help with resolving this?  I can share my screen if you want.\nSpeaker 4: I see.  I don't understand what you're going through right now, ######.  But no worries, since you have me on the line, I'll do my best to help you with this, OK?  So with regards of your concern that you're having a pop-up about the executable block, What we're gonna do is we'll have to undergo, I mean, to do a photo troubleshooting on your machine.  Would it be fine if we will do a remote session on your machine so that I can control it?\nSpeaker 5: Yeah, that is fine.\nSpeaker 4: Okay.  Kindly open a browser and then search for the 123rescue.com.\nSpeaker 5: 123rescue.com, right?\nSpeaker 4: Yes.\nSpeaker 5: Okay, I did it.  Enter pin code.  It's asking me to enter pin code.\nSpeaker 4: OK.  Let me just generate it here in my end.  Hold on.\nSpeaker 5: OK.  OK.\nSpeaker 4: OK.  So here it is.  2, 2, 6, 7, 4, 2.\nSpeaker 5: Sorry, can you please repeat it?\nSpeaker 4: Yeah, sure.\nSpeaker 5: 2, 2, 6, 7, 4, 2.  Okay, I put that and clicked on start download.\nSpeaker 4: Yes, start download and then once downloaded, sorry to cut you out, go to your downloads file and then right click on the link and run as administrator.\nSpeaker 5: Run as administrator.  Yep, I have done that.  I'm putting the reason as business, Accenture business.\nSpeaker 4: Yes, please.\nSpeaker 5: Okay, great.  She's waiting for technician.  Okay.\nSpeaker 4: Okay, so let me just accept you in my ad.  Hold on.  One moment.  OK, if there is a prompt in your end, kindly click OK.\nSpeaker 5: Yes, I clicked on OK.\nSpeaker 4: OK, so right now, I will be doing a further troubleshooting with regards of this executable block.  Would it be fine if I control your machine?\nSpeaker 5: Yes, please, go ahead.\nSpeaker 4: OK, just one moment.  And while navigating on that, would it be fine if I put the call and hold for two minutes?\nSpeaker 5: Yes, that would work.\nSpeaker 4: Okay, thank you.  ####, you stay on the line.\nSpeaker 5: Yeah.\nSpeaker 4: Hi, ######.  Thank you so much for patiently waiting.  I'm still navigating your machine, and I'm still doing the troubleshooting.  And for this, would it be fine if we will continue here in the remote session, continue communicating here, and we will just hang up the call?\nSpeaker 5: At what?  Yeah.  So you're saying that you are still working on this issue, right?\nSpeaker 4: Yes.  I will be staying here in the remote session, and I'll be at home.  troubleshooting your machine to resolve this executable block, and then would it be fine if we will hang up the call and continue here in the remote?\nSpeaker 5: Yeah, that would work.\nSpeaker 4: I can stay online, by the way.  Okay, so kindly stay on the remote session.  also, okay, while I'm doing the troubleshooting in your laptop.  Okay, thank you so much.\nSpeaker 5: I will stay on the phone as well.  All right, thank you.\nSpeaker 4: Yeah, thank you and have a great day.  Bye-bye.\nSpeaker 5: So you're saying that you'll drop from the call?\nSpeaker 4: Yes, and I'll be staying here in the remote session.\nSpeaker 5: Okay, okay.  It would be good if we are staying on the call.  That way I know when you have finished working and I can resume back if that would work.\nSpeaker 4: No worries.  If I'll be done doing the troubleshooting, I'll just chat you here in the remote session.  This chat box, this one.  I'll let you know here.  Okay.  Okay, got it.  Okay.  Thank you.  Have a great day.  Bye-bye.\nSpeaker 5: Thank you so much.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, ######, calls the IT helpdesk to report a persistent pop-up error message: \"IT security policy executable blocked.\" Despite clicking \"OK\" or closing the window, the message reappears repeatedly. The helpdesk agent, #####, offers to troubleshoot the issue via a remote session.\n\nThe agent guides the employee through connecting to 123rescue.com, downloading and running the application as administrator, and providing the generated pin code. After gaining remote access, the agent initially puts the employee on hold to investigate. The agent then suggests disconnecting the phone call and continuing the troubleshooting solely through the remote session's chat function, promising to notify the employee upon completion. The employee initially agrees but then requests to stay on the call to know when the troubleshooting is complete, but the agent insists on using the chat function.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue reported by the employee and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of troubleshooting the persistent pop-up error message. The structure and flow are clear, making it easy to understand and follow. The information is accurate, reflecting the key details from the transcript without any false or misleading information. However, the summary could be slightly more complete by mentioning the initial high call volume and the agent's assurance to resolve the issue, which adds context to the situation. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and steps taken during the call. It is also relevant, focusing on the employee's problem and the helpdesk agent's attempts to resolve it. The summary has a clear structure, making it easy to follow and understand.\n\nIn terms of accuracy, the summary correctly represents the events and conversations from the call transcript. However, it does not mention the initial automated messages and the agent's introduction, which are not crucial to the main issue but provide context.\n\nRegarding completeness, the summary covers the main problem (the persistent pop-up error message) and the steps taken to resolve it but does not mention the final resolution or outcome, which is not provided in the call transcript as the agent decides to continue troubleshooting via the remote session's chat function.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (executable blocked pop-up)\n2. Accurately describes the troubleshooting steps taken (remote session setup via 123rescue.com)\n3. Captures the interaction regarding call continuation\n\nThe summary is concise while maintaining essential details and follows a logical structure. It accurately represents the sequence of events and the final outcome of the conversation.\n\nHowever, there are two minor areas for improvement:\n1. Could have mentioned that this was happening on the employee's laptop (specified in transcript)\n2. Could have been clearer about the final resolution - the summary implies some ambiguity about whether the agent insisted on chat-only communication, when actually they proceeded with both chat and call\n\nDespite these small gaps, the summary maintains high standards of accuracy and relevance, effectively condensing a lengthy transcript into its essential elements while preserving the important details of the interaction.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "1f5f8b9e-f72d-4723-a183-76597176fce7",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, contacted the CIO Service Desk because they were locked out of the Teams application on their phone, stuck in a loop with the Authenticator app. The agent, ###, confirmed the issue and that the employee hadn't changed phones. While troubleshooting, Teams suddenly allowed the employee to enter a code and log in. The agent explained that phone updates or overloaded apps can cause Authenticator glitches and suggested restarting the phone if the issue recurs. They also recommended creating a temporary access pass via mypasswordlist.accenture.com as an alternative login method. The employee noted that recent chats hadn't synced, and the agent advised waiting 30 minutes for them to load. The agent mentioned a follow-up survey and the option to reopen the ticket within 72 hours if the problem persists.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.  Please enter your 8-digit personnel number.  Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a non-phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.  All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on tech support.\nSpeaker 2: Hi, this is ###.  Thank you for calling CIO Service Desk.  Can I have your employee number?  ###############.  Thank you.  And can I confirm your enterprise ID?\nSpeaker 3: #############.\nSpeaker 2: Hi #####, so in case this call got disconnected, can I have your callback number?  ############.  Thank you so much, and how can I help you today?\nSpeaker 3: I've gotten locked out of my Teams application on my phone.\nSpeaker 2: I see.  To confirm your issue, you are locked out from your Teams application on your mobile phone?\nSpeaker 3: Yep, I just come stuck in a loop between the Authenticator app and the Teams app.\nSpeaker 2: I see.  That's for sure.  I'll be assisting you with this, #####, and I'm sorry for the inconvenience.  So regarding for this, just to confirm, have you changed your phone for your Authenticator app?\nSpeaker 3: Have I changed it?\nSpeaker 2: Yes.  Is it a new phone or is it the same phone?\nSpeaker 3: No, same phone.  It just started happening in the middle of the day today.\nSpeaker 2: I see.  And what is the error that you're getting once you try to log into Teams?\nSpeaker 3: So, it says, Microsoft Teams, select an account to sign in.  I select my account.  It then opens the Authenticator app.  It says enter password, but I am passwordless.  So I use an app instead.\nSpeaker 2: Uh-huh, correct.  And then... Oh, wait.\nSpeaker 3: Is this going to work all of a sudden?  It's wild.  Hang on.  Sorry.\nSpeaker 2: So what are you seeing right now?\nSpeaker 3: For the longest time, it wouldn't let me put in a... code and now just let me, so it's loading the app right now, so let me just protect it.  It's protecting this app, so let me see what happens here once it loads.\nSpeaker 2: Yes.  So in case also the issue or your password assigning would fail again, I can recommend that you can create a temporary access pass on your Accenture machine and that would be used as a login option as well.\nSpeaker 3: Okay.\nSpeaker 2: So, shall I bring you the link for the temporary access pass case?\nSpeaker 3: It is, what is it, mypasswordlist.accenture.com.  Correct.\nSpeaker 2: And you'll be choosing temporary access pass request.  So, sometimes it happens once your phone is experiencing some updates or having overloaded too many apps that was opened.  so the Authenticator may experience some errors or some glitches.  But in case it happens, just restart your phone and try again logging in.  If it still has error, you can use the temporary access pass and it will bypass the error on your Authenticator app.\nSpeaker 3: Okay.  So I'm logged back in to Teams.  But if I'm looking at the chats, for instance, the chats from today when my phone stopped working have not synced with the chats on my laptop, if that makes sense.\nSpeaker 2: I see.  So since you just logged in, so just give it a time for it to load.  Usually, it takes around at least 30 minutes for all your messages on your teams to load back up.\nSpeaker 3: OK.  OK.  I'll see if it works, and then I'll call back if I have any more issues.  Thanks for your help.\nSpeaker 2: You're welcome, #####.  So as a resolution for this, you'll be receiving a survey via email.  But if the issue still persists, don't worry, the ticket can still be reopened within 72 hours.  If you do have some feedbacks, please provide one.  Thank you for calling and have a great day ahead.\nSpeaker 3: Thank you.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the CIO Service Desk because they were locked out of the Teams application on their phone, stuck in a loop with the Authenticator app. The agent, ###, confirmed the issue and that the employee hadn't changed phones. While troubleshooting, Teams suddenly allowed the employee to enter a code and log in. The agent explained that phone updates or overloaded apps can cause Authenticator glitches and suggested restarting the phone if the issue recurs. They also recommended creating a temporary access pass via mypasswordlist.accenture.com as an alternative login method. The employee noted that recent chats hadn't synced, and the agent advised waiting 30 minutes for them to load. The agent mentioned a follow-up survey and the option to reopen the ticket within 72 hours if the problem persists.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with being locked out of Teams, the troubleshooting steps, and the resolution. It maintains relevance by focusing on the key aspects of the conversation. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the details from the transcript without any misleading content. However, it misses some minor details, such as the employee's initial confusion about the phone change and the specific error message seen. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with the Teams application and the agent's troubleshooting efforts. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. The information presented is factually correct, matching the details provided in the call transcript, which ensures accuracy. Lastly, the summary provides a fair description of the main problem and the resolution, including the agent's suggestions for future troubleshooting and the follow-up survey, making it complete. Overall, the summary meets all the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (Teams/Authenticator loop)\n2. Includes the unexpected resolution during troubleshooting\n3. Captures both immediate and preventive solutions (restart phone, temporary access pass)\n4. Mentions the chat sync issue and its resolution\n5. Includes follow-up details about the survey and ticket reopening\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem to resolution. It accurately represents the conversation without including unnecessary details. The information is relevant and focused on the technical issue and its resolution. The language is clear and professional.\n\nMinor improvement could be made by mentioning that the temporary access pass should be created on the Accenture machine specifically, but this is a small detail in an otherwise excellent summary.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "40ff9733-9aba-4b91-a287-4f9392cc3b10",
    "train_trial_index": 0,
    "predicted_text": "Zainab called the IT helpdesk because she couldn't log into her account and needed access to an incident number for her manager's approval. Rai, the helpdesk agent, collected Zainab's information and the incident number (INC48639634). After a hold, Rai informed Zainab that the ticket wasn't visible in their system. Rai asked Zainab to confirm the manager's name, Eunice Emery-James, but it didn't match their system. Rai then asked about Andrew Domenico, a previous manager, but the ticket was still pending. Despite Zainab's manager confirming approval, the helpdesk couldn't verify it. Rai advised Zainab to contact her manager again to confirm the correct name and ticket number and then call back. The call ended with the issue unresolved due to discrepancies in the manager's name and ticket status.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: Transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, press 0.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  Please enter your 8-digit personnel number so we can locate your details if you are a contractor.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 1: My name is Rai.  Can I see your personal number?  Yes.  117-550-80.  117-550-80, am I correct?  Yeah.  Thank you so much.  One moment, please.  Can I have also your Accenture email address, please?\nSpeaker 4: zainab.yamkarawawa.accenture.com.\nSpeaker 1: And your callback number?  832-289-5152.  Okay, one moment, please.  Let me confirm your callback number is 832-289, correct?  5152.  832-289-5152.  Thank you so much.  Let me go ahead and pull up your account here.  Please bear with me.  Thank you so much.  Well, once I can sign up, I need to check your account here.  Okay.  Once I can sign up.  Okay.  Thank you so much for waiting.  By the way, Sainab, how can I help you today?\nSpeaker 4: Okay.  I have the incident number for my manager approval, so I need to be able to access my account because I can't log in right now.\nSpeaker 1: Sorry to hear about that one that you cannot log in.  You're having an issue to log in, but you already have the ticket number from your manager who were able to approve the request, correct?  Can you provide the ticket number with that?  Yeah.  INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634 INC48639634.  Okay, I need to check this ticket.  One moment.  Thank you.  Okay.  Thank you.  Hello.  Yeah.  Can you please verify, I just want to check, 48639634, right?  Yes.  Okay, and then can you please confirm the full name of your manager who vouched the request?\nSpeaker 4: Eunice Emery James, Y-U-N-U-S Emery, E-M-R-E, James, G-E-N-M.\nSpeaker 1: One moment.  Okay, again, just to make it sure, because I need to check this one to our system sign up.  Okay.  Again, I just to confirm if I get the correct incident ticket number, that would be.  486, correct?  Yes.  And then 396, correct?\nSpeaker 4: Yes.\nSpeaker 1: And then 34?  Yes.  Okay, 486, 396, 34.  So please give me like a quick, real quick for this one.  I need to check this ticket number that you provided to me, okay?  Okay.  Thank you so much.  I will be placing this call now.  Just one to two minutes of your time, please.  Just to check this for you.  Okay.  Thank you so much.  Hello?  Hi.  My apologies for the long wait.  You mentioned a while ago that your manager was already providing the ticket number.  However, upon checking the ticket that you provided here on my end, I'm sorry, it's not visible to our end right now.  The 48639634.  I really need your help real quick, Sainab, that you need to reach out back to your manager because the ticket is not showing in our system.  It's not visible.  So please reach out to your manager right away so that we can continue to help you to create a temporary access pass for you to log in to your machine, Sainab.  Okay, my apology, because you are given like 486-639.  Sorry.  It's not 639.  It's 396.  396, right?  Yeah.  Okay.  486-39634.  Yes.  Okay.  I'm so sorry.  The ticket that you provided is not visible to our system.  So please, I really need your help to reach out back to your manager.  And once she provided the ticket number, give us a call back so that we can continue to create a temporary access pass for you to be able to log in, please.  Okay?  Okay.\nSpeaker 4: So, I mean...\nSpeaker 1: Okay, but... My apology.  The one that you gave me again is 486-396-34.  Okay.  So it's not visible to our system right now.  So I really need your help to call or reach out to your manager.  And then once just to confirm the ticket that you provided to your manager is in.  Okay.  And then once it will already check, please give us a call back because we need to help you to create a temporary access pass to log in your account.  Okay.  So thank you so much for understanding.  Yes, the one that you provided is not visible to our end.  So that's the reason why we need your help to reach out back to your manager who approved the request and then give us a call back and then try to ask your manager the ticket that you have just to confirm if that is correct.  incident ticket, okay?  Okay.  I know, I know.\nSpeaker 4: I'm asking, what I'm asking is that the number, the ticket number you're looking for, what letter should it start with?\nSpeaker 1: Because I am INC.  INC, yes.  INC, India, November, Charlie, and the ticket that you provided.  Yes.  INC 48639634.  Upon checking our system, it's not showing in our end.  Okay.  Okay, that's a good question because once your manager already reached you out, that means it was already approved.  However, just to confirm again that the ticket that you provided to me is not visible to our end.  Okay, so I really need your help sign up to call back or reach out back to your manager to just to confirm if you are getting the correct ticket number as well.  That's really need for me to be able to create a temporary response because the ticket again that you provided is INC 486.  Correct?  And then.  Yeah, 39634, but asking is like between the approval or and the.  And like, we're showing it on your system, but can there be some sort of like a delay or something?\nSpeaker 4: I'm sorry, again, 486396, correct?\nSpeaker 1: Yeah, 34, yeah.  Okay, 1 moment.  I'm so sorry.  48639634, correct?\nSpeaker 4: Yes.\nSpeaker 1: Okay, I have already.  Yes, I'm sorry.  It was a delay in response to our system right now.  My apologies.  Okay.  And then can you repeat again the full name of your manager?\nSpeaker 4: Eunice Emery-James, Y-U-N-U-S, Emery, E-M-R-E, James, G-E-N-E-S.\nSpeaker 1: I'm so sorry, the manager that we provided is not marked in our system.  Do you happen to remember that one?\nSpeaker 4: I mean, there's Eunice, and then there's Andrew, Andy Domenico.  But Eunice is the one who told me he approved of my request.  So the only other person it could be was Andrew Domenico.\nSpeaker 1: He was the previous manager.  So Andrew, A-N-D-R-E-W Domenico, D-O-M-E-N-I-C-O.  Okay.  Again, I'm sorry.  The one that approved the request with the ticket number 48639634, okay, is not matching our system.  Okay, so I would like to ask right now, upon checking the ticket for 8639634, sign up.  I just want to confirm to you right now, the ticket still pending.  Okay.  And then, wait for the manager who will be reaching you out, because once your manager will get the ticket and approve the request, He or she, he or she will be reaching you out and provide and make able to confirm that the ticket was already approved.  Because upon tracking the ticket right now, for 8, 6, 3, 9, 6, 3, 4, still pending.\nSpeaker 4: But the manager already reached out to me.  He said it was approved.  He only.  he already said he got it and approved it.\nSpeaker 1: That's why.  I am really sorry, the one that provided the manager's name is not visible to our end.  Okay, but no worry, just since this is still an open ticket, if you have like a number for them to reach out, you can actually make a follow up as well.  But then again, the manager, As for check with this ticket, we cannot really check the manager's name in our system, but you can only check the INC 48639634 upon the status of this ticket still pending.  Okay.  No worry.  I will make a note here.  And then if in case your manager will be reaching you out, please give us a call back.\nSpeaker 4: Okay.  Is the manager name wrong?\nSpeaker 1: Like, is that the problem?  Did I give the wrong manager name or something?  I'm so sorry.  Regarding for the manager that you provided, it's not visible to our end.  So that's the reason why the tickets still on pending.  I am really sorry.  That's the reason why I need your help.  If there's a way you can reach out to help with your manager, you can actually coordinate with them if you have time or if you can remember those managers that are within your within their level.  So that's the reason why.  Or if you want, just wait for your managers to reach you out and give the correct full name of the manager and make sure once you have a full name of your manager who approved the request with the ticket that you provided for 8639634, I will need your help to please give us a call back.  Okay?  So thank you so much for understanding.\nSpeaker 4: Okay, so the problem is that you don't have the manager's name or like, or what is the problem?  that you don't like that?  The manager's name was incorrect.  I guess that's what I'm saying.  Because I mean, that's the name that.  So, if you like, I already did, you already have that, like, nothing's gonna change and you already submitted the approval.\nSpeaker 1: That is really a good question, but because just to set the expectation, once we check the ticket number, the INC48639634, if this ticket is already approved, we can definitely check the manager's name.  Okay.  Since the tickets sell on pending, please wait for your manager to reach you out and provide with the full name.  You need to ask with the full name of the manager who approved the request.  Okay, and then once you have the full name, because right now we're checking our system, the ticket, INC48639634 is still pending.  I'm so sorry.  Okay?  So wait for your manager to reach you out.  And once you have already the full name of your manager, since you have already the ticket, please give us a call back.  Thank you so much, and bye for now.\n</call_transcript>\n<summary>\nZainab called the IT helpdesk because she couldn't log into her account and needed access to an incident number for her manager's approval. Rai, the helpdesk agent, collected Zainab's information and the incident number (INC48639634). After a hold, Rai informed Zainab that the ticket wasn't visible in their system. Rai asked Zainab to confirm the manager's name, Eunice Emery-James, but it didn't match their system. Rai then asked about Andrew Domenico, a previous manager, but the ticket was still pending. Despite Zainab's manager confirming approval, the helpdesk couldn't verify it. Rai advised Zainab to contact her manager again to confirm the correct name and ticket number and then call back. The call ended with the issue unresolved due to discrepancies in the manager's name and ticket status.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including Zainab's login issue, the incident number, and the interaction with the helpdesk agent Rai. It effectively conveys the key details without unnecessary information, making it relevant to the main topic. The structure and flow are clear, making it easy to follow. The summary is factually accurate, reflecting the conversation accurately without any misleading information. However, it could be slightly more complete by mentioning the repeated verification of the incident number and the specific issue with the ticket being pending despite the manager's approval. Overall, it provides a fair description of the main problems and the unresolved status.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the key issue of Zainab's inability to log into her account and the discrepancies in the manager's name and ticket status. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly captures the details of the call, including the incident number, the manager's names, and the pending status of the ticket. However, it could be improved by explicitly stating that the helpdesk initially experienced a delay in their system, which contributed to the confusion.\n\nRegarding completeness, the summary provides a fair description of the main problems and the lack of resolution, but it could benefit from a clearer explanation of the next steps or the final outcome.\n\nOverall, the summary is well-written, but there is room for minor improvements in accuracy and completeness.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller (Zainab) and her issue (login access)\n2. Mentions the incident number correctly\n3. Accurately describes the back-and-forth regarding manager verification\n4. Captures the main problem (ticket visibility/pending status)\n5. Includes the resolution (need to contact manager and call back)\n\nThe summary is concise while maintaining essential details, has good flow, and accurately represents the conversation's progression. It's coherent and easy to follow.\n\nMinor improvements could be made by:\n- Mentioning the initial system delay that caused confusion\n- Including Zainab's personnel number and contact details\n- Noting the \"gone phishing\" system issue mentioned at the start\n\nHowever, these are secondary details, and their omission doesn't significantly impact the summary's quality. The summary successfully captures the core interaction and outcome, making it a very effective representation of the call.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "1716abae-6d83-4dc8-a89a-20c7a4394d50",
    "train_trial_index": 0,
    "predicted_text": "The caller reached the CIO service desk after navigating a phone menu. The initial menu offered options for access/password support, applications/technology/mobile devices, video conferencing, and MyLearning support, directing users to TechSoup for self-service. A subsequent menu addressed passwordless users and those needing password resets, directing users to myid.accenture.com for self-service or offering automated password restoration with employee details and registered mobile phone. Callers without these details were given the option to speak to a live agent, but were placed on hold due to high call volume and directed to techsupport.accenture.com for alternative support. Finally, the caller reached a service desk agent who requested their enterprise ID and phone number.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 432.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.7802796363830566,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For access and password support, press 0.  For applications, technology, telecom, and mobile devices, press 1.  For video conferencing services including TelePresence, Surface Hub, and Accenture Connected Learning, press 2.  For MyLearning support, press 3.  You can also self-manage and resolve incidents through TechSoup.\nSpeaker 2: HTTPS://go.passwordless.com/.gopasswordless.  If you are passwordless, press 1 to talk to an agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with password and unlock reset options.\nSpeaker 3: If you cannot log in to your PC due to an error in the login screen indicating that your account has been deactivated, press 9.  If you have forgotten your password or it is expired, the fastest and easiest way to restore it is to visit myid.accenture.com from any personal PC or mobile phone.  If you wish to restore your password through the automated password restoration unit, press 2.  To repeat, press 3.  You will need to have your employee number, the start date in Accenture and your registered mobile phone to receive the authentication code of a single use.  Press 1 if you have the required details and your registered mobile phone.  Otherwise, press 2 to talk to a live agent.  To repeat, press 3.\nSpeaker 4: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 3: Thank you for contacting CIO service desk.  Can I have your enterprise ID and phone number?\n</call_transcript>\n<summary>\nThe caller reached the CIO service desk after navigating a phone menu. The initial menu offered options for access/password support, applications/technology/mobile devices, video conferencing, and MyLearning support, directing users to TechSoup for self-service. A subsequent menu addressed passwordless users and those needing password resets, directing users to myid.accenture.com for self-service or offering automated password restoration with employee details and registered mobile phone. Callers without these details were given the option to speak to a live agent, but were placed on hold due to high call volume and directed to techsupport.accenture.com for alternative support. Finally, the caller reached a service desk agent who requested their enterprise ID and phone number.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call transcript. It captures the key options provided in the phone menu, the steps for password reset, and the final interaction with the service desk agent. The information is relevant and directly related to the main topic of navigating the helpdesk call menu and resolving password issues. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. It is also accurate, reflecting the details from the transcript without any false or misleading information. However, it slightly lacks completeness as it does not mention the specific URL \"HTTPS://go.passwordless.com/.gopasswordless\" and the exact details required for the automated password restoration unit. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary effectively conveys the main points of the call transcript in a concise manner, covering the initial menu options, the password reset process, and the caller's eventual interaction with a service desk agent. The information presented is relevant to the main topic of the call transcript, which is the caller's navigation through the phone menu and their request for assistance. The summary has a clear structure and flow of ideas, making it easy to understand and follow. The information is factually correct, and there are no false or misleading statements. However, the summary could be considered slightly incomplete as it does not explicitly state the caller's specific issue or concern, but this is likely due to the nature of the transcript, which primarily consists of automated menu options and introductory statements from the service desk agent.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call transcript:\n1. Conciseness: Successfully condenses multiple menu options into a clear, flowing narrative without unnecessary details.\n2. Relevance: Maintains focus on the core topic of password/access support and available options.\n3. Coherence: Presents information in a logical sequence, following the call flow from initial menu through to reaching an agent.\n4. Accuracy: Correctly represents all key information, including specific website URLs and requirements for password restoration.\n5. Completeness: Covers all major aspects of the interaction, from initial menu options to final connection with service desk.\n\nMinor improvements could include being slightly more concise, as some details (like listing all video conferencing services) could be omitted without losing essential meaning. However, the summary maintains a good balance between detail and brevity while staying faithful to the source material.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "7856eae7-951d-49c5-949d-092319dfa6fe",
    "train_trial_index": 0,
    "predicted_text": "An employee, ########, contacted the IT helpdesk reporting a malfunctioning computer. After returning from a break, the system flickered, shut down, and displayed an error related to the processing fan. The keyboard then sparked, and the computer is now unresponsive. The helpdesk agent, after confirming the employee's details, attempted basic troubleshooting by having the employee hold the power button to drain residual power. When this failed to resolve the issue, the agent created a ticket (INC #########) and transferred the case to the local tech support team in ######, #####, who will contact the employee via their Accenture email address with further instructions.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1006.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.5677993297576904,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 1.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 4: Hi, this is ####### from CIO.  May I have your personal number, please?\nSpeaker 5: ##, #######.  ###########.\nSpeaker 4: ###########.  Is that correct?\nSpeaker 5: Yes, that's correct.\nSpeaker 4: How about your Accenture email address?\nSpeaker 5: ###############################.\nSpeaker 4: And then your callback number, ########?  ############.\nSpeaker 5: ############.  Correct.\nSpeaker 4: All right.  How can I help you today, ########?\nSpeaker 5: I think my computer's dead.  I went to break and I came back and my system flickered and then it shut off by itself.  and As it started to reboot, I noticed the fan was, I couldn't hear the fan anymore.  And then it gave me like a error or a notice saying that it was trying to test the processing fan or to press escape or F2 for the bio setup.  And as I was trying to press for the bio setup, my keyboard started sparking.  So I unplugged it and now it's It's not doing anything.  Well, I haven't tried it, but I don't know what to do.\nSpeaker 4: All right.  My apologies for the inconvenience there, ########, but since you're caught on the line, I'll try my best to help you out with your laptop.  So we'll just try first to run some basic troubleshooting before we can conclude that it should be replaced.  So first, since it's unplugged already, press and hold the power button continuously for about two to three minutes.\nSpeaker 5: Okay.\nSpeaker 4: That process will leave when you leave it pressed to drain to residual power.  Then we'll try to turn back on after two to three minutes.\nSpeaker 5: Okay.\nSpeaker 4: Make sure to hold it until that time frame, okay?\nSpeaker 5: Yeah, I'm holding it.\nSpeaker 4: Okay.  Thank you.  I'm waiting.  Can we please hold for 10 minutes?  Then I'll get back to you.\nSpeaker 5: All righty.\nSpeaker 4: Thank you.  Hello, ########.  Thank you for patiently waiting.  So is it turning off?  Can you try to turn it back on?  Just pressing it once.\nSpeaker 5: It does not turn on.\nSpeaker 4: All right.  With that being said, ########, we will be assigning your ticket instead to the local tech, your local tech office.  So first, I will be confirming where are you located for me to assign this one to the nearest office location?\nSpeaker 5: My local office is ######, #####.\nSpeaker 4: Okay, thank you so much.  And do you have access to your Accenture email address?  If not, I will be getting your personal email address just in case they will email you.\nSpeaker 5: Yes, I have access to my Outlook, my Accenture.\nSpeaker 4: All right.  Okay.  With that being said, just wait for them to further assist you regarding this.  They will contact you and give you steps on how this will be resolved.  Okay.  Thank you so much for your time today, ########.  You have a great day.\nSpeaker 5: Can I have my ticket number?\nSpeaker 4: Sure.  That's INC #########.\nSpeaker 5: Thank you.\nSpeaker 4: You're welcome.  Bye.\nSpeaker 5: Bye.\n</call_transcript>\n<summary>\nAn employee, ########, contacted the IT helpdesk reporting a malfunctioning computer. After returning from a break, the system flickered, shut down, and displayed an error related to the processing fan. The keyboard then sparked, and the computer is now unresponsive. The helpdesk agent, after confirming the employee's details, attempted basic troubleshooting by having the employee hold the power button to drain residual power. When this failed to resolve the issue, the agent created a ticket (INC #########) and transferred the case to the local tech support team in ######, #####, who will contact the employee via their Accenture email address with further instructions.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the malfunctioning computer, the troubleshooting steps, and the escalation to local tech support. It is relevant, focusing on the key issues and actions taken during the call. The structure is clear and easy to follow, making it coherent. The information is accurate, reflecting the details from the transcript without any false or misleading content. However, it misses some minor details such as the initial high call volume message and the specific troubleshooting step of holding the power button for 2-3 minutes. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their malfunctioning computer and the steps taken by the helpdesk agent to resolve the issue. The summary has a clear structure, starting with the employee's problem, then describing the troubleshooting attempts, and finally outlining the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, making it complete. The only potential improvement could be including the initial automated messages and the performance issues mentioned at the beginning of the call transcript, but these are not crucial to the main issue being addressed.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple areas:\n1. Conciseness: It efficiently captures the key points without unnecessary details\n2. Relevance: All information included directly relates to the computer issue and resolution process\n3. Coherence: The summary follows a logical flow from problem description to attempted solution to next steps\n4. Accuracy: All facts match the transcript, including the sequence of events and specific details about the computer's symptoms\n5. Completeness: Covers all major aspects - initial problem (computer shutdown, fan issues, sparking keyboard), troubleshooting attempt (power button drain), and resolution path (ticket creation and local tech support referral)\n\nMinor improvements could include mentioning the initial automated menu options and system outage message, though these weren't directly relevant to the main issue. The summary effectively balances detail and brevity while maintaining accuracy and readability.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ##########, called the IT helpdesk, ###, to request a laptop upgrade due to overheating and performance issues. The employee is eligible for an upgrade since May 19, 2024. The helpdesk agent, ###, informed the employee that laptop upgrades are currently out of stock with no ETA for new inventory. ### offered a link to request an early upgrade based on business needs and scheduled a remote troubleshooting session with Level 2 support for Monday at 8 AM EST to assess the laptop's performance. The employee agreed and also requested the link for checking upgrade options. ### confirmed an email confirmation for the remote session would be sent.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning support, press 3.  For AEH applications such as Arc, MyWizard SI, MyWizard Governance, MyConcerto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, They are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways.\nSpeaker 4: Hi, this is ###.  Thank you for calling the Federal Service Desk.  Can I have your employee number?\nSpeaker 5: Hello?  Sorry.\nSpeaker 4: Yes.  Can you hear me?\nSpeaker 5: I can hear you now.  Can you hear me?\nSpeaker 4: Yes, I can hear you.  Can you provide me your employee number?\nSpeaker 5: Sure.  Hi, this is ##########.  My employee number is ########.\nSpeaker 4: Thank you and can I confirm your enterprise ID as well?\nSpeaker 5: Sure, it's ############.\nSpeaker 4: Thank you so much and in case this call got disconnected, can you provide me your callback number?\nSpeaker 5: Sure, it is ############.\nSpeaker 4: Thank you so much and how can I help you today?\nSpeaker 5: Sorry, I didn't get your name.\nSpeaker 4: My name is ###.\nSpeaker 5: ###.  Hi, ###.  ###, this is regarding my laptop.  And my laptop is due for upgrade.  My laptop is getting heated like anything.  I cannot work.  It keeps turning out, and the performance has degraded.  And I am eligible for upgrade as of May 19, 2024.  I was hoping you could help me with the upgrade of my laptop.\nSpeaker 4: So basically, you want to upgrade your laptop because you are having some issue of overheating, correct?\nSpeaker 5: Correct.  Yes, it's overheating.\nSpeaker 4: And I'm also eligible for the replacement of this laptop.  So I'll be assisting you with this.  And I'm sorry for the inconvenience.  There is a current update for the laptop replacement or upgrades.  Currently, we are temporarily out of stock of devices for the upgrade program.  So we need to wait for the upgrade invitation that will be sent to you by email.  So when the program reopens and new stock is available, we can proceed with the upgrade.  And unfortunately, we do not have an exact ETA for new stocks at this time.  But in the meantime, if you require a different laptop that meet your business needs, I can provide you the link that you can request an early upgrade, or you can check what are the available machines that would be suited for your business needs.  All requests will be carefully evaluated based on specific business requirements.  Again, we don't have the exact number, or exact APA for the new stack of this time.  So maybe the next month there should be an update.  And for the workaround, is it okay to schedule you a remote session with the level to support to do a performance troubleshooting on your machine?  And if necessary, if the troubleshooting would not work, it should be assessed would be assessed by the Level 2 if they can recommend you a new machine.  But again, other...\nSpeaker 5: I would appreciate that if you could please schedule the call and then send me the details like, you know, where I have to request for, you know, earlier form or whatever you're saying.  I can follow that.  Thank you.\nSpeaker 4: Yeah.  I can send you the link now.  And is it okay to schedule you a remote session with the Level 2 support on Monday?\nSpeaker 5: Yes, please.\nSpeaker 4: So what is the best time for you to do a remote session with them?  They're available from 8 ###.  to 7 ###.  EST.  And I send you the link where you can check for the upgrades that would meet your business needs.\nSpeaker 5: Oh, thank you.  Again, I just got your thing.  I am just checking my calendar for Monday.  Yes, one more.\nSpeaker 4: Yes.\nSpeaker 5: Oh, this multi-factor authentication is killing me.  It has to send me a text.\nSpeaker 4: Yeah, I got that a lot.  You can also ping me on things.  What is the best schedule that you would do a remote session on Monday?\nSpeaker 5: Yes, it is blocking my calendar.  I cannot view my calendar.  One more minute, please.  It is just completing my multi-factor authentication.  There we go.  And I'm checking my calendar for Monday.  Monday is at 8 AM.  They can do it from 8 AM.\nSpeaker 4: Yes, that would be fine.  So I'll be setting you a remote session schedule on Monday on 8 a.m.  Eastern Time with D-Level to support, to do a performance troubleshooting.\nSpeaker 5: Yes, I have another call from 9  a.m.,  from 8 a.m.  to 9 a.m if they can do, it would be as much as possible.\nSpeaker 4: Yes, I'll be putting a note on the ticket.\nSpeaker 5: Thank you, thank you.\nSpeaker 4: So is there anything else I can help you with, ##########?\nSpeaker 5: No, thanks.  I think I'm good for now.  I appreciate your help.\nSpeaker 4: You're welcome.  So, just wait.  You'll be receiving an email confirmation also on the remote session schedule.\nSpeaker 5: Perfect.  Perfect.  I look forward to the email.\nSpeaker 4: Thank you.  Thank you for calling ######### and have a great day ahead.  Happy weekend.\nSpeaker 5: You too.  Happy weekend.  Take care.  Bye.  Bye.\n</call_transcript>\n<summary>\nAn employee, ##########, called the IT helpdesk, ###, to request a laptop upgrade due to overheating and performance issues. The employee is eligible for an upgrade since May 19, 2024. The helpdesk agent, ###, informed the employee that laptop upgrades are currently out of stock with no ETA for new inventory. ### offered a link to request an early upgrade based on business needs and scheduled a remote troubleshooting session with Level 2 support for Monday at 8 AM EST to assess the laptop's performance. The employee agreed and also requested the link for checking upgrade options. ### confirmed an email confirmation for the remote session would be sent.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's request for a laptop upgrade due to overheating, the eligibility for an upgrade, and the current unavailability of new laptops. It also mentions the scheduled remote troubleshooting session and the provision of a link for early upgrade requests. \n\nRelevance is high as all the information presented pertains directly to the main topic of the call. \n\nThe coherence is good; the summary has a clear structure and logical flow, making it easy to understand.\n\nAccuracy is mostly correct, but there is a minor error: the employee is eligible for an upgrade as of May 19, 2024, which is in the future, not the past. This could be misleading.\n\nCompleteness is strong; the summary covers the main concerns and resolutions discussed in the call.\n\nOverall, the summary is well-done but slightly marred by the inaccuracy regarding the eligibility date.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's request for a laptop upgrade and the helpdesk agent's response. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's name, the reason for the call, and the helpdesk agent's response. However, it does not mention the initial automated messages and the wait time, which are not crucial to the main topic.\n\nRegarding completeness, the summary covers the main problem (laptop overheating and performance issues) and the resolution (remote troubleshooting session and potential upgrade). However, it does not mention the employee's frustration with the multi-factor authentication process, which is a minor aspect of the call.\n\nOverall, the summary is well-written and effectively conveys the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Correctly identifies the main issue (overheating laptop and upgrade request)\n2. Includes important details like eligibility date and current stock situation\n3. Accurately describes the two solutions offered (early upgrade link and remote troubleshooting)\n4. Maintains chronological flow and logical structure\n5. Includes specific scheduling details (Monday 8 AM EST)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while retaining crucial information. It's highly accurate with no factual errors. The coherence is strong, presenting the problem, current situation, and solutions in a logical sequence.\n\nMinor improvements could include mentioning that the laptop issues include shutdowns and degraded performance (not just overheating), but this doesn't significantly impact the summary's effectiveness.\n\nThe summary successfully balances brevity with informativeness, making it an excellent representation of the call's content.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ######, contacted the IT helpdesk regarding a non-compliant device issue. They had previously contacted the team and received a link for remediation, but the connection timed out. The helpdesk agent, after confirming the employee's email and callback number, located the previous ticket (INC 48674123). The agent then initiated a remote session using 123rescue.com, guiding the employee through downloading and running the applet as administrator. After some initial issues, the remote session was successfully launched, and the agent transferred the session to a technician to resolve the non-compliant device issue.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning Support, press 3.  For AEH applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer.\nSpeaker 4: Sorry, I don't have my personal number, but can I tell my email ID?\nSpeaker 5: Okay, sure.  Can I have that?\nSpeaker 4: ####, #-#_#, # for, # for, let's spell me out, # for ###, # for #####, # for ####, # for #########, dot, # for ####, # for #####, # for #####, # for ######, # for #####, # for #####, # for #####.\nSpeaker 5: All right, so just to confirm, the first thing is #######, am I correct?\nSpeaker 4: No, no.  #-#-#-#.  #-#-# for ####, # for #########.\nSpeaker 5: All right, got it.  Thank you so much.  Let me check this one first.  Just give me a second.  And while checking the enterprise ID you provided, can I also have your callback number, please?\nSpeaker 4: ############.\nSpeaker 5: All right.  Got it.  Thank you so much.  How can I help you today, ######?\nSpeaker 4: Actually, yesterday I made a service request with the team.  When I tried to log into my system, I got an email saying that I have one non-compliant device.  So I called the team yesterday and they shared me a link to connect.  And the link was at around 11 o'clock, but I tried to connect by around 11-4 or something.  By that time, when they connected, showing me that the maximum time limit has exceeded.  So please try again after a later time.\nSpeaker 5: Sorry for that one, ####, but don't worry, since you have me on the line, I'll do my best to assist you with your connecting.  So right now, since you mentioned that you're receiving a message that your device is not compliant, so I'll be looking for an available technician to do the remote session today if you're available.  So are you available for 30 minutes to one hour for the remediation of your machine?\nSpeaker 4: Yeah, for sure, I'm available.\nSpeaker 5: Okay, thank you so much.  So I'll just be looking first for an available technician, okay?  But I would like to ask also, do you have the ticket number from yesterday's call?\nSpeaker 4: Yeah, I do have one second.  INC 48674123.\nSpeaker 5: All right.  Let me repeat.  It's INC 48674123.  Is that right?\nSpeaker 4: Yeah, right.\nSpeaker 5: Okay.  Thank you so much.  So, ######, is it okay if I'll be putting the phone on hold first for one to two minutes?  while checking the ticket number as well?  Yeah.  Okay, thank you so much.  Thank you so much.  Hello, ####.  Thank you so much for patiently waiting on the line.  So I already checked the ticket number you provided and I already pinged the technician who handled your ticket.  So right now, let's do a remote session while waiting for the technician.  So kindly open a browser on your machine.  Any browser will do.  And type 123rescue.com.\nSpeaker 4: Just a second.\nSpeaker 5: 123rescue.com.  That is correct.  And I'll be providing you the pin code.\nSpeaker 4: Yeah.\nSpeaker 5: Are you ready?\nSpeaker 4: Yeah, I'm ready.\nSpeaker 5: Okay, so it's 418185.  Let me repeat, 418185.  Start downloading the applet.  That is correct.  Start downloading the applet.  Once done, go to your download folder.  right-click the file from our option and make sure to run it as administrator.\nSpeaker 4: Okay.  Oh, I just opened that.  Double-click that one and it opened.  It's showing me connected.  The support representative will be with you shortly.\nSpeaker 5: All right.  So we have to repeat the process because you need to run it as administrator so that technician can really OK, so you want me to close this pop-up?  Yes, please close that one.  And I'll be providing you a different PIN code.\nSpeaker 4: OK, so again, I'll have to go to 123rescue, right?  Mm-hmm, that is correct.  123rescue.com, yeah.\nSpeaker 5: OK, just give me a second.  All right, so the PIN code is 632697.\nSpeaker 4: 697, OK.  632697.\nSpeaker 5: So just do the same process.  Download the applet.  Then don't open the file directly.  You have to go to your download folder, look for show more option, and run it as administrator.\nSpeaker 4: I went to downloads option.  It's only showing me.  Yeah, here I can see this one.  Should I go to show in folder?\nSpeaker 5: Go to your folder.  Then right-click the file you downloaded.\nSpeaker 4: OK.\nSpeaker 5: Then look for Show More Options.  Click that one and run it as administrator.\nSpeaker 4: OK.  Yes.  You must provide a reason before continuing.  Select a reason.  Accenture Business.\nSpeaker 5: Accenture Business.  Mm-hmm.  That's correct.  Accenture Business.\nSpeaker 4: Yeah.  Report representative will be with you shortly.  All right.\nSpeaker 5: I'm already launching the remote session.  Please accept.\nSpeaker 4: Okay.\nSpeaker 5: All right.  I'm seeing your screen right now, ####, and I already have here the technician as well, so we can just end the call, and I'll be transferring the remote session to the technician.\nSpeaker 4: Okay, sure.  Thank you.\nSpeaker 5: Okay.  Thank you so much, ####.  Bye-bye for now.\nSpeaker 4: Thank you.  Thank you.\nSpeaker 5: Thank you as well.  You're welcome.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the IT helpdesk regarding a non-compliant device issue. They had previously contacted the team and received a link for remediation, but the connection timed out. The helpdesk agent, after confirming the employee's email and callback number, located the previous ticket (INC 48674123). The agent then initiated a remote session using 123rescue.com, guiding the employee through downloading and running the applet as administrator. After some initial issues, the remote session was successfully launched, and the agent transferred the session to a technician to resolve the non-compliant device issue.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the non-compliant device issue, the previous contact, and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key events and actions taken during the call. However, it omits some minor details, such as the initial high call volume message and the specific steps the employee had to repeat. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the non-compliant device issue and the steps taken to resolve it. The summary has a clear structure, starting with the employee's issue, then describing the helpdesk agent's actions, and finally, the resolution. This coherence makes it easy to understand and follow. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not mention the initial automated messages and the high call volume due to performance issues with MyT, but these points are not crucial to the main issue at hand. Overall, the summary does a good job of capturing the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Identifies the main issue (non-compliant device)\n2. References previous contact and failed attempt\n3. Documents the ticket number\n4. Describes the remote session setup process\n5. Mentions the final resolution (transfer to technician)\n\nThe summary is concise while maintaining essential details, has good logical flow, and accurately represents the conversation. It avoids including unnecessary details like specific PIN numbers while keeping relevant procedural information. The language is clear and professional.\n\nMinor improvements could include:\n- Mentioning that the employee confirmed availability for 30-60 minutes of remediation\n- Including that this was a follow-up to a previous day's attempt\n\nHowever, these are minor omissions that don't significantly impact the summary's effectiveness. The summary successfully balances brevity with informativeness while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, ###, called the IT helpdesk because they were locked out of their laptop and couldn't log in. The helpdesk agent, #######, verified the caller's identity by confirming their personnel number, email address, phone number, Accenture location, and start date. After verification, the agent unlocked the employee's account and informed them that it would take approximately 30 minutes for the changes to replicate through the system. The employee expressed concern about the delay due to needing access for client work. The agent explained the system limitations and suggested trying to log in after 5-10 minutes. The agent also confirmed that the employee could use either their PIN or password to log in once the account was unlocked. The call concluded with the agent updating the ticket and mentioning a potential survey.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor, or do not know your personnel number, press 1.\nSpeaker 2: Hi.  We are.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues.\nSpeaker 2: Thank you for calling Service Desk.  This is ########.  May I have your personnel number, please?\nSpeaker 3: Yes.  Sorry.  One moment, please.\nSpeaker 2: It is 1.\nSpeaker 3: #################################. correct?\nSpeaker 2: thank you so much.\nSpeaker 3: can you confirm your accent your email address uh ########## ##################.\nSpeaker 2: Thank you very much.  And sorry about this issue you're encountering right now.  Mr.  #######, I'll try my best to assist you today before anything else.  Do you have any callback number?\nSpeaker 3: Yes.  So I'm calling in because I got logged out of my laptop and I can log back in.  It says my account is locked.\nSpeaker 2: Yes.  I can see that here.  Okay.  Get your callback number first, just in case we get disconnected.  ############.  Thank you very much.  So to unlock your account, we will do the verification first, okay?  I'll do verification before I unlock your account.  So I will start now.  Just one moment.  I'll send a code to your phone number.\nSpeaker 3: Okay.\nSpeaker 2: What's the phone number, please?\nSpeaker 3: Oh, my phone number.  I'm sorry.  ############.\nSpeaker 2: All right, I already sent the code.\nSpeaker 3: It's ######.\nSpeaker 2: I'm sorry, ####?  #########.  All right.  Can you repeat again your personnel number?\nSpeaker 3: Your personnel number?\nSpeaker 2: It is ########.  What is your Accenture location?\nSpeaker 3: ########, ####.\nSpeaker 2: Official start date?\nSpeaker 3: The start date?\nSpeaker 2: Yes, your official start date to adventure.\nSpeaker 3: I believe it was #### ##\nSpeaker 2: Okay, what's the year?\nSpeaker 3: ####\nSpeaker 2: Let me double check.\nSpeaker 3: Okay.\nSpeaker 2: Okay, still checking.\nSpeaker 3: Okay.\nSpeaker 2: It's still loading on my end.  This is taking a long time.  Just bear with me, please.  #### ####.  Okay, so I'll go ahead and unlock your account here.  So can you log in in 30 minutes?\nSpeaker 3: In 20 minutes?\nSpeaker 2: 30 minutes.  There is a replication time for everything.\nSpeaker 3: Wow.  Is there any way to expedite because I have some work to do?  And I'm using a cloud PC for my client work.  I can't even access that.\nSpeaker 2: I do completely understand that, but this is system.  We can't expedite the system.  We trigger to unlock, and then the system on the back end, they do that by replication time.  So we have to wait at least.  a couple of minutes.  You try in five minutes.  If it's not going to work, try again in 10 minutes.  But there is always a replication time, okay?  All right.\nSpeaker 3: Sounds good.\nSpeaker 2: All right.  Perfect.  Thank you so much, ###.  I'll update your ticket here, and you may receive a survey through email, okay?  But may I know if you know your password?\nSpeaker 3: Uh, well, that's what I was going to ask you.  Is it going to be my PIN or the actual password?\nSpeaker 2: You can choose both PIN or password, okay?\nSpeaker 3: Okay, yeah, I have both of them.  Thank you.\nSpeaker 2: Okay, you're welcome.  You have a great day there, okay?  Bye for now.\nSpeaker 3: Thank you, you too.  Bye.\n</call_transcript>\n<summary>\nAn employee, ###, called the IT helpdesk because they were locked out of their laptop and couldn't log in. The helpdesk agent, #######, verified the caller's identity by confirming their personnel number, email address, phone number, Accenture location, and start date. After verification, the agent unlocked the employee's account and informed them that it would take approximately 30 minutes for the changes to replicate through the system. The employee expressed concern about the delay due to needing access for client work. The agent explained the system limitations and suggested trying to log in after 5-10 minutes. The agent also confirmed that the employee could use either their PIN or password to log in once the account was unlocked. The call concluded with the agent updating the ticket and mentioning a potential survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue, the verification process, and the resolution. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript correctly. However, the summary could be slightly more complete by mentioning the initial wait time and the agent's apology for the issue, which adds context to the employee's experience. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue and the helpdesk agent's resolution. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the verification process, the unlocking of the account, and the discussion about the replication time. \n\nRegarding completeness, the summary covers the main problem (the employee being locked out of their laptop) and the resolution (the agent unlocking the account and explaining the replication time). It also mentions the employee's concern about the delay and the agent's response.\n\nOverall, the summary meets all the criteria effectively, providing a clear, accurate, and concise overview of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple aspects:\n1. Conciseness: It efficiently captures the key points without unnecessary details\n2. Relevance: All information included directly relates to the account lockout issue and resolution\n3. Coherence: The summary follows a logical flow from problem identification through verification to resolution\n4. Accuracy: Details match the transcript precisely, including the 30-minute replication time and the option to use either PIN or password\n5. Completeness: Covers all major elements - initial problem, verification process, solution, timing constraints, and follow-up\n\nMinor improvements could include mentioning that the employee was using a cloud PC specifically for client work, which adds context to their urgency. However, this is a relatively minor detail in the overall interaction. The summary effectively balances detail and brevity while maintaining accuracy and readability.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "9819a6d6-d2a4-4416-a54e-ab8d81e8cf80",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee, #######, contacted the IT helpdesk because they were locked out of their Windows laptop due to a \"PIN not available\" error. Initially passwordless, they had unsuccessfully attempted to create a password via their phone after multiple restarts. The IT agent had them try a hard reboot, which led to the BitLocker page. The agent then guided ####### through a password reset process using myid.accenture.com, involving CAPTCHA, phone verification, and Authenticator app authentication. After successfully resetting their password, ####### was able to log back into their laptop. The agent advised them to create a PIN after a week to transition back to passwordless login and closed the ticket.\n",
    "base64_images": [],
    "stats": {
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.\nSpeaker 2: For technology and business application support...\nSpeaker 1: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help option.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 2: I think so.\nSpeaker 3: Yeah, the services going in and out.\nSpeaker 2: How about now?\nSpeaker 3: that's better.\nSpeaker 2: Will you please provide me your personnel number or your enterprise ID?  #################.  To confirm, it's #####################.  Okay.  I'm going to repeat it to you.  ###########?\nSpeaker 3: Yes.\nSpeaker 2: And will you please provide me your Accenture email?\nSpeaker 3: ############################.\nSpeaker 2: Will you please spell it out with phonetics and slowly please?\nSpeaker 3: #######, ############### period, #############.\nSpeaker 2: Thank you, #######.  And will you also provide me your callback number?  ###################.  And how can I help you today?\nSpeaker 3: I'm having an issue with my PIN.  This has been happening reoccurringly.  where I try to sign in and it says, your PIN is not available.  So now I'm unable to sign into my computer.\nSpeaker 2: Okay.  So is this... Okay.  When was that started?\nSpeaker 3: I'm sorry, what was that?\nSpeaker 2: When was this started?  When your PIN was not accepted?\nSpeaker 3: This morning.\nSpeaker 2: Okay, I don't understand the situation that you have right now.  I'm here to assist you.  So, will you please unplug the cables, all the cables that are attached on your laptop and then long press the power button for at least 1 minute.  We're going to try to do a hard reboot first.  Are you following me?\nSpeaker 3: So, press the power button.  Press down the power button for one minute.\nSpeaker 2: Mm-hmm.  30 seconds to one minute.  Then turn it on again.  Re-plug the cables.  And then try to log in again.  Are you using Windows or Mac?\nSpeaker 3: Windows.\nSpeaker 2: Okay.\nSpeaker 3: So, I did that and it brings me to the BitLocker page.\nSpeaker 2: Mm-hmm.  You know your BitLocker page?  BitLocker?\nSpeaker 3: Yes.\nSpeaker 2: Okay, good.  How is it now?\nSpeaker 3: It's loading.  Now it's brought me to the sign-in page.  And it says the same thing.\nSpeaker 2: Okay.  So what we are going to do is to... About checking up here, you're not the password list.  Do you have a password?\nSpeaker 3: No, I just changed that to try to log in before I called you all.  And that wasn't working.  So that's why I'm calling.  I've done my... I've restarted my device at least five times.  I'm getting the same... So when I tried to go to password, I tried to add a password through going on my phone, and that didn't work either.  So now I'm calling.  Okay.\nSpeaker 2: #######, do you have a password?  Did you try to use your password when you tried to log in on your laptop?\nSpeaker 3: I don't have a password.  All I did was select password, and it wouldn't even let me add a password.\nSpeaker 2: Okay.  So what we are going to do here is to reset a password so that you can be able to log in on your laptop.  Since you're not a passwordless, okay, you can't use a PIN when you're not a passwordless.  So since you...\nSpeaker 3: Okay, so I'm sorry.  I want to stop you real quick.  So I completely understand you can't use the PIN when you have a password.  But like I said this morning, when I tried to log on, I was passwordless and I keep getting the notification your PIN is not available.  Because I kept getting that, restarted my computer five times.  I then went through my cellular device to try to request a password and it would not let me add a password.  So that is why I'm now calling.  This morning I was passwordless.\nSpeaker 2: Okay.  So since you enabled your password now, we are going to reset your password, okay?  So we're going to try it on your end.  Will you please open a browser on your cell phone and type myid.accenture.com.  Okay.\nSpeaker 3: Okay.\nSpeaker 2: And choose the self-service password reset.  slash unlock.\nSpeaker 3: Okay.\nSpeaker 2: Enter your Accenture email and then you need to copy the CAPTCHA.  Click next.\nSpeaker 3: Okay.\nSpeaker 2: And then forgot my password.  What part are you in right now, #######?\nSpeaker 3: The capture is not working.  Give me one second.  Okay, so is that my password?\nSpeaker 2: And then click next, then text a mobile phone.  You have to enter your phone number and then click text to receive a text verification code.  Enter the code.\nSpeaker 3: Okay, I've entered it.\nSpeaker 2: And then in the second verification, you'll choose the approved notification from my Authenticator app, and then send notification, authenticate it from your Authenticator app.\nSpeaker 3: Okay.  Okay, I've done that.\nSpeaker 2: On resetting a password, #######, it consists of uppercase, lowercase, numbers, and symbols, so you have to make it long, at least nine.  or more combinations to make it work, okay?  I will see now.  Hello, #######.\nSpeaker 3: Sorry, I'm creating it.  Okay, it says my password has been reset.\nSpeaker 2: Okay, so try to log in now on your laptop using your new password.\nSpeaker 3: Okay.  I'm able to log in now.\nSpeaker 2: Okay.  So, after a week, you only push through into passwordless, so you have to create a PIN, okay?  So, the good thing of that is you're able to log in using your new password.  So, I will tag the ticket here as resolved and closed, and upon resolving the ticket, you may receive a survey by email.  If there is any feedback you wish to provide, please fill this in, as this may have a great impact on my performance.  Thank you, #######.  Have a great day.\nSpeaker 3: Thank you.  Bye-bye.  Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture employee, #######, contacted the IT helpdesk because they were locked out of their Windows laptop due to a \"PIN not available\" error. Initially passwordless, they had unsuccessfully attempted to create a password via their phone after multiple restarts. The IT agent had them try a hard reboot, which led to the BitLocker page. The agent then guided ####### through a password reset process using myid.accenture.com, involving CAPTCHA, phone verification, and Authenticator app authentication. After successfully resetting their password, ####### was able to log back into their laptop. The agent advised them to create a PIN after a week to transition back to passwordless login and closed the ticket.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the PIN, the steps taken to resolve it, and the final resolution. It is relevant, focusing on the main problem and the steps taken to resolve it. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key details from the transcript without any misleading information. However, it could be slightly more complete by mentioning the initial troubleshooting steps (like the hard reboot) in more detail. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's login issue and the resolution process. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly represents the events and details from the call transcript, including the employee's initial issue, the steps taken to resolve it, and the final outcome. The summary also covers the main problems and resolutions, making it complete. The only minor detail not included is the employee's multiple restarts before calling the helpdesk, but this does not significantly impact the overall completeness.\n\nOverall, the summary effectively captures the essence of the call transcript, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly identifies the core issue (PIN not available error)\n2. Accurately describes the user's initial situation (passwordless) and failed attempts\n3. Correctly outlines the troubleshooting steps (hard reboot, BitLocker)\n4. Details the resolution process (password reset via myid.accenture.com)\n5. Includes the important verification steps (CAPTCHA, phone, Authenticator)\n6. Notes the final outcome and future instruction about PIN creation\n\nThe summary is concise yet comprehensive, maintaining a logical flow of events. It's factually accurate and includes all relevant details while excluding unnecessary conversation elements. The technical aspects are explained clearly without being overly technical. The only minor improvement could be mentioning that the issue was recurring, but this doesn't significantly impact the summary's effectiveness.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "4aa0d3a1-f140-4d1a-b796-472b75d46854",
    "train_trial_index": 0,
    "predicted_text": "An employee, #########, called the CIO Service Desk to get help reinstalling Citrix software on their Accenture-provided laptop. They needed admin privileges to uninstall the existing version and reinstall a new one. The helpdesk agent, ####, connected remotely to the employee's machine via 123rescue.com. The agent attempted to uninstall the old Citrix version, but encountered an error. After taking screenshots of the errors, the agent put the employee on hold to consult with the support team. Upon returning, the agent suggested continuing the troubleshooting via the remote session's chat feature and ending the phone call, as the resolution might take some time. The employee agreed, and the call ended.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, MyConcierto, press 4.  You can also resolve many issues online via tech.\nSpeaker 2: For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with MyTE.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 5: Hi, this is #### from CIO Service Desk.  May I have your personnel number, please?\nSpeaker 6: Hi, it's ###############.\nSpeaker 5: Okay.  And how about your ########## ID or Accenture email?\nSpeaker 6: ####################.\nSpeaker 5: Okay.  Thank you so much for that, #########, and your call bus number as well, please.\nSpeaker 6: ############.\nSpeaker 5: Okay.  So, how can I help you today?\nSpeaker 6: Sure.  So, I have to install software for my client on my laptop called Citrix.  And first I have to delete what's already been downloaded and then re-download it.  But I can't do that unless I'm an admin.  So I need your help with that.\nSpeaker 5: Okay.  So, by the way, I just want to confirm what machine you are using.  Is it a client-provided machine or Accenture-provided machine?\nSpeaker 6: Accenture.\nSpeaker 5: Okay.  So, by the way, I am very sorry to hear, um, #########, that you're having an issue with the installation of the Citrix.  But, uh, don't worry, since you got me here in the line, I am more than happy to, um, assist you with this one, okay?  Okay.  So, uh, just to make sure that I got your concern correctly, you just want to, um, reinstall the Citrix, uh, software in your machines, is that correct?\nSpeaker 6: Yeah, but first I have to uninstall it and then reinstall.\nSpeaker 5: Okay, sure.  Could you please open a browser and then type 123rescue.com?  Sorry, 123. what?  123rescue.com.  Okay.  Okay, so is it asking for a six-digit code?\nSpeaker 6: Yes.\nSpeaker 5: Okay, so ########## six-digit code would be #############?  Yep.\nSpeaker 6: Is it download or run the applet?\nSpeaker 5: Download, please.\nSpeaker 6: Okay.\nSpeaker 5: Okay, so once downloaded, please open the file.  Okay.  I can see that you're connected now.  Okay.  So, I may ask if you're having, like.  some issues when you're trying to reinstall the Citrix on your end before you call in?\nSpeaker 6: Yeah, so I can show you.  I just need you to uninstall this, the Citrix Workspace ####.  And then, yeah, so if you could help me uninstall it and then I need to download this for Windows.  And I also need you to help me run that as admin.\nSpeaker 5: OK, sure.  So by the way, let me just go ahead and check here.  OK.  Is it OK if I control your machine for a minute?\nSpeaker 6: Sure.\nSpeaker 5: OK.  Okay, and let's go ahead and try to uninstall now the Citrix application in your machine.  Okay, uninstall.  So I think it is already uninstalled in your machine.  How come it's still showing up then?  Actually, it is already uninstalled in your machine, but it is still showing in your system.  But let's try to install the new installer up here.\nSpeaker 6: So it needs to be the first one.  Yeah.  Okay.\nSpeaker 5: Okay.  Okay, so the application is already downloaded.  We'll just need to run it as administrator before installing.\nSpeaker 6: Okay.\nSpeaker 5: Oops, I think you got disconnected.\nSpeaker 4: Me?\nSpeaker 5: Yep, you got disconnected in the remote section.\nSpeaker 6: Oh, let me see.\nSpeaker 5: But yeah, yeah, okay.  Yeah, I can see that you're active again, and I'm going to launch the remote session.  Okay, so I am already in your machine again, so it's open.  Oops.  It's already open, I think.  Here, I'll show you.  Yeah, did you run it?  No, you should go do that.  Okay, so call your machine again.  Show more options.  And run as administrator.  Okay, let's just wait.  Okay, so I think it is currently installing now.  #########, we'll just need to wait for, oops.  Okay.  Is it okay if I put this call on hold for about two minutes and I'll get back to you?  I'll just check this one with our support team.\nSpeaker 6: Okay, that sounds good.\nSpeaker 5: Okay, one moment please.  By the way, I need to take a screenshot of the error.  First, when we are trying to uninstall the Citrix workspace from your control panel.  Okay, so yeah, I'll be putting this on hold now, #########, and then I'll get back to you, okay?  Yeah, all good.  Okay.  Hi, thank you so much for patiently waiting, #########.  By the way, I'm still waiting for the update from our support team here.  And I already forwarded all the error messages that we got when we tried to uninstall and then reinstall the newer version of the Citrix.  And is it OK as well if we continue our conversation through the chat?  chat feature here of the remote session and then end our conversation through call.\nSpeaker 6: Sure, so stay on the chat and the call.\nSpeaker 5: Yeah, I just want to ask if we can stay connected in the remote session and then end our conversation through call because this might take a while.\nSpeaker 6: Okay, yeah, that's fine.\nSpeaker 5: So you'll call me back when you have an answer.  No, we'll stay connected here and we'll continue communicating here in the chat feature.  And we'll just end the call.\nSpeaker 6: OK.\nSpeaker 5: OK.  So yeah, if that's OK with you, #########, you can drop the call now and then we'll stay connected in the remote session.\nSpeaker 6: OK.  Bye.  OK.\nSpeaker 5: Bye.\n</call_transcript>\n<summary>\nAn employee, #########, called the CIO Service Desk to get help reinstalling Citrix software on their Accenture-provided laptop. They needed admin privileges to uninstall the existing version and reinstall a new one. The helpdesk agent, ####, connected remotely to the employee's machine via 123rescue.com. The agent attempted to uninstall the old Citrix version, but encountered an error. After taking screenshots of the errors, the agent put the employee on hold to consult with the support team. Upon returning, the agent suggested continuing the troubleshooting via the remote session's chat feature and ending the phone call, as the resolution might take some time. The employee agreed, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with Citrix software, the need for admin privileges, and the steps taken by the helpdesk agent. It maintains relevance by focusing on the main topic without extraneous details. The structure and flow are clear, making it easy to follow. The information is accurate, reflecting the key events and actions taken during the call. However, it misses some minor details, such as the initial high call volume announcement and the specific error messages encountered. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with reinstalling Citrix software and the helpdesk agent's attempts to resolve it. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly represents the events and details from the call transcript, including the use of 123rescue.com for remote connection, the encounter with an error, and the decision to continue troubleshooting via the chat feature. \n\nHowever, the summary could be considered slightly incomplete as it does not mention the initial automated messages and the performance issues with MyTE mentioned at the beginning of the call transcript, but these are not directly related to the main problem of the call.\n\nOverall, the summary effectively captures the essence of the call transcript, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Correctly identifies the main issue (Citrix reinstallation)\n2. Accurately describes the process (remote connection, uninstallation attempt)\n3. Includes relevant context (Accenture laptop, admin privileges needed)\n4. Captures the resolution path (consulting support team, moving to chat)\n5. Maintains logical flow and clear structure\n\nThe summary is concise while including all essential information. It's coherent and easy to follow. The information is accurate and matches the transcript without any misrepresentations. The only minor improvement could be mentioning that the old Citrix version appeared to still show up in the system after uninstallation, which was a specific technical detail discussed. However, this doesn't significantly impact the summary's overall quality as it captures the main problem and resolution path effectively.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, #######, called the IT helpdesk because they were locked out of their Windows laptop and needed the BitLocker recovery key. The IT agent, #####, verified the caller's identity by confirming their personnel number, cell phone number (sending a verification code), office location, and the first eight characters of the BitLocker recovery key ID. The agent then confirmed the asset tag of the machine to ensure the correct key was provided. After a brief hold, the agent provided the 45-character BitLocker recovery key. The agent informed the employee that the key was permanent and could be used again if the issue reoccurred. The agent also mentioned that a survey would be sent to the employee's email.\n",
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        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning Support, press 3.  For AEH applications such as Arc, MyWizard SI, MyWizard Governance, MyConcerto, press 4.  For Technology and Business Application Support, Press 1.  For mobile communication support, press 2.  Please enter your 8-digit personnel number.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with #####.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.\nSpeaker 3: Hi, thank you for calling CIO.  This is #####.  May.  I have your personal number?  \nSpeaker 4: ########. My first, or my enterprise ID is ##############, and my callback number is ############.\nSpeaker 3: Thank you.  #######, let me repeat your personal number.  It's ########.  Is that correct?\nSpeaker 4: Yes.\nSpeaker 3: Thank you.  How can I help you today?\nSpeaker 4: I got locked out of my laptop, so I need the recovery key.\nSpeaker 3: Sorry, ######.  No worries.  Let's help you to provide our recovery key.  But before doing that, I just want to make sure here, I know the exact error message that you are getting and your essential means.\nSpeaker 4: The error message says you're locked out.  Enter the recovery key to get going again.  I have a recovery key ID.\nSpeaker 3: Thank you.  One moment, please.  Okay.  Are you using a Mac machine or a Windows?\nSpeaker 4: Windows.\nSpeaker 3: Thank you.  One moment, please.  Okay.  For this one, since you're asking the BitLocker recovery key, we need to undergo the verification press for us to provide you the BitLocker.  Is it okay to you while checking my resources?  Yes.  Let me play for one to two minutes and stand in line.  Hello, #######, is it okay while checking my resources?  Let me take the call home.  Thank you.  Hi, #######.  For the verification process here, we'll ask you again your cell phone number associated here in our system.  ############.  Okay, perfect.  So I'll be sending you a text code on this mobile number, and once you receive the code, please provide me the code.  Thank you.  ######.  Thank you.  Let me repeat, ######.  Yeah.  Thank you.  And for this verification process, for asking the additional details, will you please provide me again your personnel number?  ########.  Okay.  Thank you.  And how about your essential office location?\nSpeaker 4: #########.\nSpeaker 3: #########.  Perfect.  Thank you.  And will you please provide me the first eight-digit character on your BitLocker?\nSpeaker 4: First eight-digit letter is in there?\nSpeaker 3: Yes.\nSpeaker 4: Okay.  #######. #, # #, #, ####### #, #.  \nSpeaker 3: I'm sorry, I only have here ####### # and after that?\nSpeaker 4: #### #.\nSpeaker 3: Is it # for #####?\nSpeaker 4: ####.\nSpeaker 3: # for #####?\nSpeaker 4: Nope.  # for ####, if you need another word.  # for ########.\nSpeaker 3: Oh, ########  or #####.\nSpeaker 4: Yeah.\nSpeaker 3: Thank you.  And after it's #?  #.\nSpeaker 4: ####### # #.\nSpeaker 3: Let me repeat.  It's ####### ####.  ##### # #.  ####### # #.\nSpeaker 4: Yes.\nSpeaker 3: Thank you.  So please prepare pen and paper because I'll be providing you the 45 characters for the BitLocker recovery key.  One moment.  I am still generating the BitLocker recovery key here.  I see that you have two machines.  Can you please provide me the asset tag?  I just want to make sure that I have the right recovery key that we're going to provide to you.  The asset tag, you will see it at the backside of your machine.  That will start with US.\nSpeaker 4: #######.\nSpeaker 3: Okay, thank you.  One moment, and it's okay to you while waiting for the system to generate the BitLocker.  Let me place a call and hold for one to two minutes and stay on the line, #######.  Is it okay?  Yeah, yeah.  Thank you.  Hi, thank you for patiently waiting, #######.  Are you ready to take note your BitLock recovery key?\nSpeaker 4: Yes.\nSpeaker 3: Okay, so ###.\nSpeaker 4: #########################################################################################################################################################.  Is that it?  Yes.\nSpeaker 3: The last three digits is ###.\nSpeaker 4: Oh my goodness, that took a whole piece of paper.  Okay.  I start out and just confirm it and then we don't even have to repeat it because I wrote it down.\nSpeaker 3: Yes.  #######################################################, Okay, that works.\nSpeaker 5: Thank you so much.  You're welcome.\nSpeaker 3: And then just to inform you that this number is permanent, so if you encounter this trouble again, you can grab the copy and enter the BITLocker recovery key.  No need for you to call us back, okay?\nSpeaker 4: Okay.  Thank you.\nSpeaker 3: Thank you.  You're welcome.  I'll be resolving your ticket here in our system and upon resolving, I'll be also sending you a survey in your email and your feedback is highly appreciated.  Thank you for your time and have a great day.  Bye now.\nSpeaker 4: Thank you.\nSpeaker 3: You're welcome, #######.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, #######, called the IT helpdesk because they were locked out of their Windows laptop and needed the BitLocker recovery key. The IT agent, #####, verified the caller's identity by confirming their personnel number, cell phone number (sending a verification code), office location, and the first eight characters of the BitLocker recovery key ID. The agent then confirmed the asset tag of the machine to ensure the correct key was provided. After a brief hold, the agent provided the 45-character BitLocker recovery key. The agent informed the employee that the key was permanent and could be used again if the issue reoccurred. The agent also mentioned that a survey would be sent to the employee's email.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue, the verification process, and the resolution. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are clear, making it easy to follow. The information is accurate, reflecting the steps taken by the IT agent and the employee's responses. However, the summary could be slightly more complete by mentioning the initial high call volume and the agent's multiple holds, which are minor but relevant details. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's issue with their laptop and the resolution provided by the IT agent. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the key points of the conversation, including the verification process and the provision of the BitLocker recovery key. The summary also provides a fair description of the main problem and resolution, making it complete.\n\nHowever, the summary could be improved by including more specific details about the issue, such as the error message the employee received. Additionally, some minor details, such as the employee's expression of gratitude, are not included in the summary. Overall, the summary is of high quality, but could be improved with a few minor adjustments.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly states the problem (BitLocker lockout)\n2. Accurately describes the verification process including personnel number, cell phone verification, office location, and BitLocker ID\n3. Mentions the asset tag verification step\n4. Notes the provision of the 45-character recovery key\n5. Includes the important follow-up information about key permanence\n6. Mentions the survey follow-up\n\nThe summary is concise while maintaining all crucial information, has a logical flow from problem to resolution, and is factually accurate. It omits unnecessary details like specific numbers/IDs (appropriately redacted) and routine call center dialogue while keeping the essential process steps. The only minor improvement could be mentioning that the agent put the caller on hold twice during the process, but this is not critical to the main narrative.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, Mitchell, contacted the IT helpdesk to get assistance installing a new software, Schedule Analyzer, which is an add-on to Primavera P6. After navigating the automated phone system, Mitchell provided his enterprise ID and callback number to the helpdesk agent. The agent initiated a remote session using 123rescue.com, guiding Mitchell through the download and execution process as an administrator. Once connected, the agent located the downloaded software and began the installation. After a brief hold, the agent confirmed the correct software was being installed. Mitchell then confirmed the software was installed and working. The agent closed the ticket, mentioning a survey would be sent, and ended the call.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For My Learning Support, press 3.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the Service Desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can...\nSpeaker 4: Hi, thank you for calling Service Desk.  My name is ######.  Can I please have your personnel number?\nSpeaker 5: I don't have it on top of my head.  It's okay.\nSpeaker 4: How about your enterprise ID?\nSpeaker 5: ################.\nSpeaker 4: Is it okay if you spell it out in phonetics?\nSpeaker 5: Oh, yeah.  ############### dot #############.\nSpeaker 4: Okay, thank you for that.  So, let me just pull up your account here in my end.  Okay.  Okay, and can I have your best call back number?  Just in case we get I can call you back.  Okay, thank you.  So, ########, how may I assist you today?\nSpeaker 5: Yeah, we bought a software.  This is like an add-on software to Primavera P6.  It's used to analyze the data, but I need help installing it to my machine.\nSpeaker 4: Okay, so I do apologize for the inconvenience, ########, but don't you worry, since you have me on the line, I'll do my best to assist you with your concerns from your calling in, because you bought a software and you needed assistance to install it to your machine.\nSpeaker 5: Right.\nSpeaker 4: Okay.  Yes.  Okay, sorry for cutting you out, ########.  So for me to further assist you on this concern, is it okay if we do a remote session?\nSpeaker 5: It's OK.  Yeah.\nSpeaker 4: OK.  Please open a browser and then search for 123rescue.com.\nSpeaker 5: Any browser?  What is it again?\nSpeaker 4: Yeah.  It's 123rescue.com.  And just to confirm, you're using an Accenture machine?\nSpeaker 5: Yes.\nSpeaker 4: OK.  That's great.  Is it asking for the six-digit code right now?\nSpeaker 5: Yes.\nSpeaker 4: Okay, your six-digit code, Mitchell, would be 417-245.  245?  Yes.\nSpeaker 1: Okay.\nSpeaker 5: Download?\nSpeaker 4: Yes, please.\nSpeaker 5: So downloading is done.\nSpeaker 4: Okay, and then after downloading it, do not open it right away.  Please run it as an administrator first.\nSpeaker 5: Say that again, sorry?\nSpeaker 4: Run it as an administrator.  Go to your download files.\nSpeaker 5: Okay.\nSpeaker 4: You will see there the support.  log me in file.  Right click on it.  Click show more options.  Oh yes.\nSpeaker 5: It's showing it's connecting.\nSpeaker 4: Okay.  Please click.  okay once you see a prompt on your screen.\nSpeaker 5: I did.  I clicked okay.\nSpeaker 4: Okay.\nSpeaker 5: Thank you.  Seeing my screen now?\nSpeaker 4: Not yet.  It is still connecting here in my screen, so I'm still waiting for it to establish the connection properly.  Okay.\nSpeaker 5: Okay.\nSpeaker 4: Okay, just a minute.  Still connecting.\nSpeaker 5: The remote control stopped.  How do we?\nSpeaker 4: Okay, just a minute.  I'm still connecting.  Okay, just a moment.  Okay.  Now I can see your screen.  So, um, uh, which one?  Oh, sorry.  Okay.\nSpeaker 5: Uh, where was it?\nSpeaker 4: Okay.\nSpeaker 5: I want to show you where, where that is.  I just downloaded it.  This one right here.\nSpeaker 4: Okay.  May I know what software is this?\nSpeaker 5: Schedule analyzer.  Schedule analyzer.\nSpeaker 4: Okay.\nSpeaker 5: Let me close the others.  Go ahead.  Okay.\nSpeaker 4: Okay, just a minute.  I'm still loading up.  Okay.  Let's see if it will be installed.  Okay, just a minute.  It's still loading up.  Okay, while installing the software, ########, is it okay if I put the call on hold for two minutes?  Sure.  Okay, thank you.  Thank you for patiently waiting on the line.  ######, can you please check if this is the correct one?\nSpeaker 5: Yes, it is.\nSpeaker 4: Okay.\nSpeaker 5: What is this?  Okay.\nSpeaker 4: Okay.\nSpeaker 5: Okay.  So this is the software user ID, right?  I think this is it.  Got it.\nSpeaker 4: OK.  So since we're able to install the Schedule Analyzer successfully to your machine, ######, I'll go ahead and close the ticket here in my end.  In fact, it has resolved.  And upon resolution of the ticket, you may receive the survey via email.  So any feedback would be highly appreciated, OK?  Thank you for calling Service Desk and have a great day.  Bye for now.\nSpeaker 5: Thank you.\nSpeaker 4: Bye.  Have a great weekend.\nSpeaker 5: It's over.\n</call_transcript>\n<summary>\nAn employee, Mitchell, contacted the IT helpdesk to get assistance installing a new software, Schedule Analyzer, which is an add-on to Primavera P6. After navigating the automated phone system, Mitchell provided his enterprise ID and callback number to the helpdesk agent. The agent initiated a remote session using 123rescue.com, guiding Mitchell through the download and execution process as an administrator. Once connected, the agent located the downloaded software and began the installation. After a brief hold, the agent confirmed the correct software was being installed. Mitchell then confirmed the software was installed and working. The agent closed the ticket, mentioning a survey would be sent, and ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with installing Schedule Analyzer, the steps taken by the helpdesk agent, and the resolution. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to follow. The information is accurate, correctly reflecting the events of the call. However, it misses some minor details, such as the initial high call volume message and the specific steps during the remote session. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the call, which is Mitchell's request for assistance in installing the Schedule Analyzer software. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly identifies the software being installed, the steps taken by the helpdesk agent, and the resolution of the issue. The summary also provides a fair description of the main problem and its resolution, making it complete.\n\nHowever, the summary does not mention the initial automated phone system messages and the performance issues with \"my key\" mentioned at the beginning of the call transcript. While these details are not crucial to the main topic, they do provide some context. Nevertheless, the summary is overall of high quality, effectively conveying the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly states the main purpose (installing Schedule Analyzer software)\n2. Accurately describes the sequence of events (ID verification, remote session setup, installation process)\n3. Includes relevant technical details (123rescue.com, administrator rights)\n4. Maintains coherent flow from problem presentation to resolution\n5. Concludes with appropriate mention of ticket closure and survey\n\nMinor improvements could include:\n- Mentioning that the software is used for data analysis (purpose mentioned in transcript)\n- Including that there was a brief connection issue during remote session\n- Noting that the user found their software user ID at the end\n\nHowever, these are minor details and don't significantly impact the summary's effectiveness. The summary successfully balances conciseness with completeness, maintaining accuracy throughout while focusing on relevant information.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An Accenture employee, ########, calls the CIO helpdesk on behalf of their managing director, ###########, to follow up on ticket INC ######### regarding a slow laptop. The helpdesk agent, #######, confirms the ticket details and finds that initial troubleshooting steps were taken, including clearing the Chrome cache, downloading semantic software, and unchecking IPv6. The last update on the ticket indicates that the user was to test the performance of Edge and report back if the issue persisted. The agent adds ########'s personnel number to the ticket as a contact. Since there are no new updates indicating resolution, ######## will follow up with the managing director to confirm if the problem remains.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.\nSpeaker 2: For Video Conferencing Services, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold if you would prefer.\nSpeaker 5: Thank you for calling CIO.  My name is #######.  May I have your personal number, please?\nSpeaker 6: Yeah.  Hi, #######.  This is ######## from Accenture, and I'm calling on behalf of my managing director, ###########.  So the thing is, I have raised a ticket for him regarding the laptop that is very, very slow or that is not working properly.  So I just want to make sure or to confirm if the issue has been resolved.  I have the ticket number.\nSpeaker 5: Oh yes, please.\nSpeaker 6: OK, so the ticket number is INC #########.\nSpeaker 5: Right, that would be INC #########.\nSpeaker 6: That's correct.\nSpeaker 5: All right, I'm pulling up the ticket now.\nSpeaker 4: Yes.\nSpeaker 5: All right, I am taking a look at the ticket here.  It's from the ###### representative.  This is regarding the Chrome troubleshooting here, clear cache, downloaded semantic.  Uncheck IPv6.  We'll ping back in case if it's still slow.  Pardon me.  May I know, may I have your personnel number so I can add this as a contact or caller?  You're calling in behalf of ###########, right?  Yes.\nSpeaker 6: So my number is, I'm sorry, my personnel number is #########.\nSpeaker 5: Okay, thank you.  All right, while I pull up your account here, ##### already spoke to you regarding this, and he's still experiencing a slow performance on his laptop.\nSpeaker 6: Actually, he is not responding yet, but I just want to make sure because the last time that I contacted IT, he advised me that they're going to contact him.  So I just wanted to make sure, or is there a note on the ticket if this has been resolved?\nSpeaker 5: There are no new notes yet, but I'm going to tell you the last note of the representatives.  So they say after doing some troubleshooting on his laptop, You say, user will check performance of Edge and will ping back if in case it's still slow.  So yes, the troubleshooting has been done, but it doesn't look like there are any new updates yet.\nSpeaker 6: Okay, so I'll make a follow-up with him again, okay, to confirm this issue.  Thank you so much.\nSpeaker 5: Bye-bye.  All right.  Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture employee, ########, calls the CIO helpdesk on behalf of their managing director, ###########, to follow up on ticket INC ######### regarding a slow laptop. The helpdesk agent, #######, confirms the ticket details and finds that initial troubleshooting steps were taken, including clearing the Chrome cache, downloading semantic software, and unchecking IPv6. The last update on the ticket indicates that the user was to test the performance of Edge and report back if the issue persisted. The agent adds ########'s personnel number to the ticket as a contact. Since there are no new updates indicating resolution, ######## will follow up with the managing director to confirm if the problem remains.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the follow-up on the ticket, the troubleshooting steps taken, and the lack of new updates. It is relevant, focusing on the main issue of the slow laptop and the follow-up actions. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the initial high call volume message and the specific actions taken by the helpdesk agent. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the primary topic of the call, which is the follow-up on the ticket regarding the slow laptop. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the troubleshooting steps taken and the last update on the ticket. The summary also provides a fair description of the main problem and the current status of the resolution, making it complete.\n\nThe only potential improvement could be to mention the initial automated messages and the context of high call volume due to performance issues with \"my key,\" but these details are not crucial to understanding the main topic of the call.\n\nOverall, the summary effectively conveys the necessary information in a clear and concise manner, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple aspects:\n1. Conciseness: It efficiently captures the key points of the conversation without unnecessary details.\n2. Relevance: It focuses on the main issue (slow laptop), the ticket follow-up, and the troubleshooting steps taken.\n3. Coherence: The summary flows logically from the initial inquiry to the resolution status.\n4. Accuracy: All technical details are correctly represented, including the troubleshooting steps and the current status.\n5. Completeness: It captures all essential elements - the caller's identity, reason for calling, ticket details, troubleshooting steps taken, and next actions.\n\nThe summary effectively maintains the chronological flow while including all pertinent details about the technical support interaction. It clearly explains the relationship between the caller and the managing director, the purpose of the call, and the current status of the ticket. The only minor improvement could be mentioning that the system was experiencing high call volume, but this isn't crucial to the main interaction.",
        "claude_score": 9.0
      }
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    "predicted_text": "An Accenture employee, ######, called the IT helpdesk to gain access to multi-factor authentication as a new joiner. The helpdesk agent, ####, verified ######'s personnel number, email, and callback number. After some initial confusion regarding the ticket number and manager approval, the agent was able to locate the approved request. The agent then guided ###### through setting up the Microsoft Authenticator app on their phone, providing a temporary access password. ###### successfully set up the app and was able to log in. The agent confirmed the setup and informed ###### that the ticket would be marked as solved, and a survey would be sent. The call concluded with both parties thanking each other.\n",
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        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, digital signage and other video conferencing technologies, press 2.  For MyLearning support, press 3.  For AEH applications such as ARC, MyWizard SI, MyWizard... For technology and business application support, press 1.  For mobile communication support, press 2.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other.\nSpeaker 3: Hi, this is #### from CIO.  Can you please provide your personnel number?\nSpeaker 4: Yep, that will be ########.\nSpeaker 3: Okay, thank you so much for that.  Let me just check your account first here on my end, okay?  And then... Mm-hmm.  Let me just check your account first here on my end.  And how about your EID or Accenture email?\nSpeaker 4: ##############################.\nSpeaker 3: Okay, and then your callback number?\nSpeaker 4: It'll be ###... One second, I have to pull it up.  I haven't used this number very much, so I haven't committed it to memory.\nSpeaker 3: ############.  Okay, wait a sec.  ######?\nSpeaker 4: That's me.\nSpeaker 3: Okay, thank you so much for those information from ######.  So how can I help you today?\nSpeaker 4: I should have a previous ticket in place.  I'm a new joiner, and I'm going to get access to my multi-factor authentication.\nSpeaker 3: Okay.  Let me just check that one.  But for this one, I am very sorry for the inconvenience, but since you've got me on the line, I'll try my best to help you with this one, okay?  For this one, ######, can I check for a certificate here?  Can I put this on hold for two minutes while I check the condition for you?\nSpeaker 4: Yes.  Go ahead.\nSpeaker 3: Thank you.  Okay, as per checking, ######, they sent an adaptive card to our manager and it's already approved as per checking now.  So, for this one, ######, can we continue the verification?  Can you repeat again your personnel number?\nSpeaker 4: Okay, and that will be ########.\nSpeaker 3: Okay, thank you so much for that.  And then, can you provide me the ticket number?\nSpeaker 4: I was not given one over email.  I wish I could.  Let me see if I can get in touch with someone real quick that can give me that.\nSpeaker 3: Okay.  Yeah, because of spur checking, it's already been approved.  And as a part of the verification process, you need to provide The ticket number as well, once it's approved, okay?\nSpeaker 4: All right.  Well, from what I'm seeing, it has been approved.  I just need to get that ticket number.  So I'm going to reach out now and see if I can get that ticket number real quick.\nSpeaker 3: Okay.  I'll be waiting for at least two minutes again.  I'm going to put this call on hold for a minute.  All right.  Okay.  Thank you.  All right, thank you for participating.  ######?  I'm still here.  Yeah, did you already have your ticket number?\nSpeaker 4: I'm still trying to get it.\nSpeaker 3: Okay.\nSpeaker 4: All right, I'm going to do that.  That way it's easier on you.  All right, thanks.\nSpeaker 3: Okay, thank you.  So, ########, you need to provide first the ticket number.  Okay, ########, once you have the ticket number, you can just call Spartan.  And for the verification process, go ahead.\nSpeaker 4: ####  #######, #########.\nSpeaker 3: Okay.  And then can you also provide the PID of the manager or the name of the manager who approved the request for you?\nSpeaker 4: I'm trying to get that now.\nSpeaker 3: Okay.  just the name of the man who approved the request for you, okay?\nSpeaker 4: Yeah, I'm trying to get that now.\nSpeaker 3: It's going to take a couple of seconds.  Sure, no worries.\nSpeaker 4: Yeah, because I'm not talking to that person directly, so that's why I'm going to have you go through a third person since I'm an external contractor.  So give me a couple of moments.\nSpeaker 3: Okay.  Yeah, I'm going to put this call on hold again for two minutes while I'm waiting for that one.\nSpeaker 4: Oh, all right.  It should be okay.  That works perfectly.  Are you able to get it?  ####, it should be ######, ###########, last name ######, #######.\nSpeaker 3: Okay, for this one, ######, as per checking, the name of the manager that you provided me is not correct.  So, yeah, for this one, since you provided the... My direct manager.\nSpeaker 4: Give me one moment.  Let me see who the manager is that submitted the request or that they've been in the request for.  All right.  Okay.  That should be ######## ######. \nSpeaker 3: Okay.  Thank you so much for those information.  So for the start, I'll be just requesting for a temporary access password for you.  so that to the request to your request, okay?  All right.  Okay, got it.  Okay, can you please hold on again for 10 minutes while waiting for your temporary app to be sponsored?\nSpeaker 4: All right, sounds good to me.\nSpeaker 3: Okay, thank you.  Okay, thank you for participating, ######.  I'm still here.  Okay, so for this one, can you open your Microsoft Authenticator app?\nSpeaker 2: All right, open.  Yeah.\nSpeaker 4: It's open.\nSpeaker 3: Okay, just a second, because I'm still waiting for the temporary access password, but just hold on a second, okay?\nSpeaker 4: Go ahead.\nSpeaker 3: Okay, I have it now.  So on your Microsoft Authenticator app, can you click the Add Work or School Account?\nSpeaker 4: All right.\nSpeaker 3: And then enter your name.\nSpeaker 4: Sign in, QR code, or cancel.  Sign in.  OK, got it.\nSpeaker 3: And then it would be my Accenture email.  Yeah, all right.\nSpeaker 4: installed it in.\nSpeaker 3: And then it will ask for a temporary access password.\nSpeaker 4: All right, got it.\nSpeaker 3: Okay, are you ready for the temporary access password?\nSpeaker 4: Yes, sir.\nSpeaker 3: Okay, it's capital letter G for goal, capital letter N for November, capital letter C for Charlie, Capital letter U for Umbrella.  Equal symbol.  What symbol?  Equal.  Oh, the equal sign.  Okay.  Yeah.  Capital letter C for Charlie.  Number four.  and then the percent symbol.\nSpeaker 4: Percent?\nSpeaker 3: Yeah.\nSpeaker 2: All right.\nSpeaker 4: So I have, in all caps, I have G as in golf, N as in November, C as in Charlie, U as in uniform, the equal sign, capital C as in Charlie, four, and then the percent symbol.\nSpeaker 3: Yeah, correct.\nSpeaker 4: All right.  And there's that one.  And I will go ahead and hit continue on that.  All right.  And go ahead and register the device.  Because I'm not planning on getting rid of this device anytime soon.  All right.  And I've got that set up.  All right.  All right, phone sign-in is done.  The multi-factor authentication has been completed.  Two-step verification has been checked to continue.  And it looks like I am in.\nSpeaker 3: Yeah, your Microsoft Authenticator app is already set up.  And it's also replicated here on the system as well.  It's the iPhone 14.  So you can now use the Microsoft Authenticator app to log into Accenture's site, okay?\nSpeaker 4: All right, and it looks like passwordless sign-in is enabled, so all I have to do is put in this password and I should be fine?\nSpeaker 3: Yeah, instead of password, you can now use the Microsoft Authenticator app as a login.  Okay, can you try it now to check?\nSpeaker 4: Let me see if I can get into... Let me see if I can get one back in here.  Oh, shoot.  Okay.  So let's do this.  All right.  So I've got that.  Okay.  Use the follow-up to register for a managed mobile payment.  All right.  I've already got that.  Let's see if I can go into my email and log into.  I'm going to log into my email now, just trying to see if it's working.  They just sent everything.  Oh.  Since I'm on my personal computer, it's saying that I have an unsecured or non-compliant device.\nSpeaker 3: I mean, is that on the browser?\nSpeaker 4: I'm using Opera.  Do I have to use like Google Chrome or Microsoft?\nSpeaker 3: I mean, you can actually access that one on your personal computer, but you can access the...  I don't have my client computer yet.  Once I get my client computer, I should be fine, but I just need to get...I've been trying to just get up and going.  I mean, you can just open it first on your mobile device using the Microsoft Edge because on the personal computer, you cannot really access that one due to Accenture policy, okay?\nSpeaker 4: So, I would use Microsoft Edge on the computer?\nSpeaker 3: Yeah.  I mean, your mobile device?  I mean, you cannot really access that one on your personal computer?\nSpeaker 4: I do have, actually I've got Microsoft Edge on my phone.  You can also try Microsoft Edge.  So I was going to go to email.accenture.com.  I don't know.  All right, so here, let's see if I can, okay.  All right, it's asking for a password.\nSpeaker 3: I mean, is that on the mobile phone?  I'm doing it on my mobile phone.  You can use the app instead.  Option.  All right.\nSpeaker 4: I'm going to sign in to Microsoft Edge.  Sign in.  I'm not using that one.  All right.  Let's see.  And it had to go through all the stuff for it.  So, all right.  It's trying to protect the app now.  I think it's waiting on some information, but once I get into my email, everything should be hunky-dory for you, correct?\nSpeaker 3: Yeah, correct.  The Microsoft Authenticator app is already set up as well.  You can just log in using the Microsoft Authenticator app, okay?  All right, sounds like fun.  Okay, so for this client,  ######,  I'll be now tagging your ticket here as solved and upon the resolution of the ticket, you may receive a survey via email and your feedback is highly appreciated, okay?\nSpeaker 4: All right.\nSpeaker 3: Okay, thank you so much again and have a wonderful day.\nSpeaker 4: You too, thank you.\nSpeaker 3: Okay, thank you.\n</call_transcript>\n<summary>\nAn Accenture employee, ######, called the IT helpdesk to gain access to multi-factor authentication as a new joiner. The helpdesk agent, ####, verified ######'s personnel number, email, and callback number. After some initial confusion regarding the ticket number and manager approval, the agent was able to locate the approved request. The agent then guided ###### through setting up the Microsoft Authenticator app on their phone, providing a temporary access password. ###### successfully set up the app and was able to log in. The agent confirmed the setup and informed ###### that the ticket would be marked as solved, and a survey would be sent. The call concluded with both parties thanking each other.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the verification process, the setup of the Microsoft Authenticator app, and the resolution of the issue. It maintains relevance by focusing on the key interactions and steps taken to resolve the problem. The structure and flow are clear, making it easy to follow. The information is accurate and matches the details in the transcript. However, the summary could be slightly more complete by mentioning the repeated holds and the specific issues with the ticket number and manager approval, which were significant parts of the call. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the call, which is the setup of multi-factor authentication for a new joiner. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary appears to be factually correct, matching the information provided in the call transcript. However, there are some minor details omitted, such as the initial automated messages and the mention of performance issues with \"my key.\" These omissions do not significantly impact the overall understanding of the call.\n\nRegarding completeness, the summary covers the main problems and resolutions discussed in the call transcript, including the initial confusion with the ticket number and manager approval, and the successful setup of the Microsoft Authenticator app.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the purpose (MFA setup for new joiner)\n2. Covers verification process\n3. Describes the setup process\n4. Mentions resolution and survey\n\nThe summary is concise while maintaining essential details. It's coherent, following a logical sequence of events. The information is accurate, matching the transcript's content.\n\nHowever, there are a few minor omissions that could have added context:\n1. No mention of the initial system issues with \"my key\" announced at call start\n2. Doesn't mention the discussion about browser compatibility issues\n3. Omits the detail about personal computer access limitations\n\nDespite these minor omissions, the summary succeeds in its primary goal of conveying the main interaction and resolution. The language is clear and professional, and the flow of information makes sense to the reader.",
        "claude_score": 8.0
      }
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    "instance_id": "8c3570ac-3f95-4c5a-84f3-d4e911e3d708",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee, ######, contacted the CIO Service Desk because he couldn't submit his timesheet in MyTE, receiving an error about a closed cost collector. He had already confirmed with the WBS cost collector team that he was properly added and the code was active. The helpdesk agent, June, verified his details and initially put him on hold to consult with support.\n\nJune then learned that there was no reported downtime for MyTE and asked ###### to contact his manager, people lead, and WBS owner before escalating the ticket. ###### stated he already contacted the WBS admin who confirmed he should be able to submit. June then agreed to reassign the ticket to higher-level support and communicate further via Teams, after confirming with the manager.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account for technology and business application support, press one.\nSpeaker 2: For mobile communication, please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press one.\nSpeaker 1: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 3: Hi, this is #### of CIO Service Desk.  Can I have your reply number?\nSpeaker 4: Yes, so that would be ##########.\nSpeaker 3: Thank you.\nSpeaker 4: Yeah, the employee name is #################.  And this is ######## from Accenture People Line.  So our employee is facing difficulty with ####, so can I go ahead and get him connected so that he can assist in a better way?\nSpeaker 3: Okay, please confirm the specific issue of the user regarding MyTE.\nSpeaker 4: Yes, he's unable to access MyTE.  It's giving an error.\nSpeaker 3: Okay, please transfer.  May I confirm first the name of the employee?  It's ######, right?  Yes, ######.\nSpeaker 5: That is correct.\nSpeaker 3: Okay, please transfer the user to us.  Thank you.\nSpeaker 4: Yes, he's on call.  Hey ######, so I do have my colleague online, so he'll be assisting you further with the MyTE issue.\nSpeaker 5: Okay, perfect.  Thank you very much for your help.\nSpeaker 4: Yes, thank you for calling Accenture People.  And this is ########.  Have a great day, both of you.\nSpeaker 5: Thank you.  How are you doing, ma'am?\nSpeaker 3: Hi, ######.  This is June of Shiloh Service Desk.  Okay, regarding this one, ######, before we proceed, can I confirm first your personnel number?\nSpeaker 5: Yeah, ########.\nSpeaker 3: And also your enterprise ID.\nSpeaker 5: ###############.\nSpeaker 3: Thank you.  And also your phone number.\nSpeaker 5: It is, let me check here, my address is ############.\nSpeaker 3: Thank you.  So regarding this one, #####, can you please try to elaborate your concern for my DE?\nSpeaker 5: Yeah.  Yeah, I've been trying all morning to submit my time.  When I've got everything together, I'm about to complete my submit, and I get an error message saying the cost collector has been closed.  Please follow up with the person who provided the cost collector.  Then I go ahead and I spoke with the cost collector this morning.  They went ahead and checked them from their end.  I was added.  They confirmed I was added.  I tried doing it again, and it's still showing an issue.  I tried just, instead of using a charge code, using an unassigned charge code.  And when I do that, I get the same error message of the cost collector.  So I'm unable to and have been unable to submit my time.\nSpeaker 3: OK.  Regarding this one, #####, I do apologize for this inconvenience.  But since you've been a champ, I've still had to be concerned.  And just to make sure I hear this correctly, you are having some issue right now.  Accessing or submitting your timesheet, I receive an error that the cost collector has been closed.  Am I correct?\nSpeaker 5: That is correct, yes.\nSpeaker 3: Okay.  Give me one moment.  Okay, regarding this one, #####, can I put the call on hold for about two to three minutes?  I need to check my resources regarding this one.  Give me a moment.\nSpeaker 5: No problem.\nSpeaker 3: Thank you.  Thank you for patiently waiting on the line, #####.  Okay, regarding this one, I'm still waiting for the advice from our support regarding your concern.  I will be putting the call on hold again for about two to three minutes, okay?  Please stay on the line.\nSpeaker 5: Yeah, ###, one quick question.  Is this a common thing?  Are there issues with myMyT&E today, or is this just like an isolated thing for me?\nSpeaker 3: Okay, as per checking here, man, #####, there is no reported downtime with my T&E right now.  It seems to be, it's your personal problem with the MITA right now.  So we need to check first the support or we need to wait for advice from our support regarding this concern, okay?\nSpeaker 5: All right.  Thank you.\nSpeaker 3: Thank you.  Please stay on the line.\nSpeaker 5: I think we can move it.  Is it going to be all of them?  There's all of them.  This one?  You can change it.  Whoever you assign it to.  You have to change the assignment group and then... Change it to supply chain here.  Reopen it and put that in the notes.  Okay.\nSpeaker 3: Okay.  Thank you for waiting.  Yes.  Okay.  Regarding this one, #####, I may confirm, is your colleague with WBS can submit their typesheet?\nSpeaker 5: They have been able to, yeah, nobody else on the project using WBS has had issues today.  And I talked to the CFM team, the team that owns this cost collector in WBS, and they were looking all morning.  They can't find why.\nSpeaker 3: Oh, great.  Give me a moment.\nSpeaker 5: I'm an authorized employee for this code.\nSpeaker 3: Okay.  Regarding this one, #####, as per checking here, as per advice by my support right now, we need to reassign your ticket to the higher support dedicated to MyTE.  And they will be the one that will check this one.  And then once the higher support gives us an update, we will call you back or we will provide you the update via Teams.  Okay?  And also, please inform first your manager that at this moment you cannot submit your MITEI because of this one.  And may I confirm also, before this one, you already reached out your lead or your people lead or your managers regarding this concern or this issue?\nSpeaker 5: I haven't reached out to my manager, but I did reach out to the people in charge of this charge code.\nSpeaker 3: Okay.\nSpeaker 5: I'll reach out to them right now.\nSpeaker 3: Okay, can you reach out to them right now?\nSpeaker 5: Sure.\nSpeaker 3: Okay, regarding this one... Okay, go ahead.\nSpeaker 5: Yeah.  No, tell me, tell me.\nSpeaker 3: Okay, regarding this one, since you... I mean, you just... You need first to reach out your big bullet before I will... Before reassigning your ticket at the highest support, we will wait first.  for the update from your people in, okay?  We'll ping you on Teams and then we will continue communicating through Teams, okay?  And once you confirm that your lead is an address of the issue, then we need to reassign your ticket to the higher support to update or to check your concern, okay?\nSpeaker 5: Yeah, June, just to make sure, should I reach out to my manager?  Should I reach out to my people lead?  Who should I be getting information from before you guys can go?\nSpeaker 3: Okay, please reach out your manager, your people and also the owner of the WBS.\nSpeaker 5: You want me to reach out to all three of them before reaching out back to you?\nSpeaker 3: Yes, we will continue communicating through Teams regarding this one.\nSpeaker 5: How do I reach you in Teams?\nSpeaker 3: I will bring you on Teams right now.\nSpeaker 5: Okay, so you want me to reach out to these three people before you can help me out with this?  Is that what you're saying, correct?\nSpeaker 3: Yes, because your manager, your people lead, and also the owner of WBS can help you with this one.  And if they advise to reach us back, then we need to reassign right now your ticket to the higher support.  If they cannot provide you a solution for your query or your issue right now, because as for a standard operation procedure, once you have a problem with the WBS or you cannot directly submit your time sheet, you need to reach out first to your manager or your people or the owner of the WBS itself so that they can check.\nSpeaker 5: So I reached out to the owner of the WBS or the manager of the WBS, one of the owners, and they told me here.  Let me share.  I reached out to one of the admins of the WBS, and this is what they shared with me.  I'm picking it right now.  Do you see?\nSpeaker 3: Give me a moment.\nSpeaker 5: They sent me this picture, and they showed me this, and I'm active.\nSpeaker 3: Okay.  The WPS is currently active.  Right?\nSpeaker 5: Correct, it is, yes.  And people have been charging to it.\nSpeaker 3: Okay, give me one moment.  So, for this one, #####, we will continue communicating through Teams, okay?\nSpeaker 5: Okay.  Do you need me to still check?  I can let you know once the manager on the project reviews, but do you need me to still check anything else?  Like I said, I checked with the owners, the admins of the WBS code, and they said I should be able to submit.\nSpeaker 3: Okay.  So, for this one, since you already, the owner of the WBS.  I will inform my team to reassign your ticket to the higher support, okay?  We will continue communicating on this to confirm.\nSpeaker 5: Okay, all right.  Let me know then.  Give me a call.  I have you here on the teams.  Ping me and call me if you need anything else from me.  Just got back from my manager.  He's saying I should be able to put in my time, so he doesn't understand either.\nSpeaker 3: Okay.  So thank you #####, and sorry for this inconvenience.  Bye for now.\nSpeaker 5: Okay.  Thank you.\n</call_transcript>\n<summary>\nAn Accenture employee, ######, contacted the CIO Service Desk because he couldn't submit his timesheet in MyTE, receiving an error about a closed cost collector. He had already confirmed with the WBS cost collector team that he was properly added and the code was active. The helpdesk agent, June, verified his details and initially put him on hold to consult with support.\n\nJune then learned that there was no reported downtime for MyTE and asked ###### to contact his manager, people lead, and WBS owner before escalating the ticket. ###### stated he already contacted the WBS admin who confirmed he should be able to submit. June then agreed to reassign the ticket to higher-level support and communicate further via Teams, after confirming with the manager.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with the timesheet submission and the steps taken by the helpdesk agent. It is relevant, sticking closely to the main topic of the call. The structure and flow are clear, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript without any misleading content. However, the summary could be slightly more complete by mentioning the specific error message (\"cost collector has been closed\") and the fact that the employee had already tried different methods to submit the timesheet. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with submitting his timesheet in MyTE and the helpdesk agent's attempts to resolve the issue. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nThe summary is accurate, correctly conveying the information from the call transcript. However, it may not be entirely complete, as it omits some details, such as the initial automated messages and the employee's confirmation of his personnel number and enterprise ID. Nevertheless, these details are not crucial to understanding the main issue and resolution.\n\nOverall, the summary effectively conveys the essential information from the call transcript, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the core issue (inability to submit timesheet due to cost collector error) and the key interactions between the employee and helpdesk. It maintains good conciseness while including essential details about the troubleshooting process. The information is relevant and presented in a coherent, chronological order.\n\nHowever, there are a few minor accuracy issues and omissions:\n1. The summary refers to the employee as \"he\" when gender isn't clearly indicated in the transcript\n2. It doesn't mention that other employees could submit their timesheets successfully\n3. It omits the initial context about high call volume due to MyT performance issues\n4. The resolution path through Teams communication could be more clearly stated\n\nThe summary does well in capturing the main problem and the key steps taken, but these small gaps prevent it from receiving a perfect score. The overall structure and flow are good, making it easy to understand the situation and outcome.",
        "claude_score": 8.0
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    "predicted_text": "An employee, ####, contacted the IT helpdesk because they were unable to access Accenture sites and Microsoft applications, receiving an error message about not meeting access requirements due to compliance issues. The helpdesk agent, after verifying the employee's details, confirmed the laptop was tagged as non-compliant. The agent initiated a remote session using 123rescue.com, guiding the employee through downloading and running a file as administrator. After some initial difficulties, the remote session was successfully established, and the agent transferred the employee to Level 2 tech support via a chat window to resolve the compliance issue. The employee was instructed to disconnect the phone call and continue communication through the chat.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.\nSpeaker 4: We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other call.\nSpeaker 3: I just want to check your service list and have your employee number.\nSpeaker 5: Yeah, you want the EID number?  Or the personnel number?  Personnel number is ########.\nSpeaker 3: Thank you.  And also please confirm your phone number.  ############.  Thank you.  And also your enterprise ID?\nSpeaker 5: ###########################.\nSpeaker 3: Thank you.  So for this one, ####, how can I help you today?\nSpeaker 5: I'm not sure if this is the message that if there's an ongoing error that Was noted when I called or if this is something different, but I'm getting a message that I cannot access this right now.  You're saying it was not successful.  I Don't meet the requirement to access this resource.  I'm having compliance issues with the computer.\nSpeaker 3: Okay, so regarding this one's up.  I do apologize for this inconvenience, but since you be the line I try my best to help you with your concern.  and Just to make sure I heard it correctly you're not able to access any Accenture sites or resources right now.  You'll receive an error that your sign-in was successful, but you didn't meet the criteria.  Am I correct?\nSpeaker 5: Yeah, correct.  I cannot sign into anything through Microsoft Teams or through Microsoft in general, yeah.  And Accenture sites, yeah.\nSpeaker 3: Give me one moment.\nSpeaker 5: OK, thank you.\nSpeaker 3: OK, as per checking here, your laptop was tagged as not compliant under conditional access.  And only the Level 2 tech support can help you to remediate your laptop to remove the compliance issue.  So for this one, while checking for the available technician, can I put the call on hold for about two to three minutes?\nSpeaker 5: Yes, sounds good.\nSpeaker 3: Thank you.  Please stay on the line.  Okay.  Thank you for patiently waiting on the line.  ####, regarding this one, ####, while waiting for the available technician, we will initiate the remote session right now.  So for the remote session, please open a browser on your laptop and search for 123rescue.com.\nSpeaker 5: So 123 what?\nSpeaker 3: 123rescue.com.  You are on the site right now.\nSpeaker 5: Yeah, it says support connection, enter a pin code.\nSpeaker 3: Your code is 916245.  After you click start download, it will download the file in a few seconds and please run the file as administrator.\nSpeaker 5: All right, I'm connected to the support representative.\nSpeaker 3: Okay, regarding this one, ####, we will initiate another one because the file is not, I mean, was not run as admin.  So for this one, I will provide you another six-digit code, okay?  So open again 123rescue.com.  All right.  Not bad.\nSpeaker 5: All right.  What's the new code?\nSpeaker 3: The new code is 724964.  Should I close out of the chat?  Yes.  Please close the existing chat.  After you click Start Download, it will download the file.  And after the download, please go to your Downloads folder.\nSpeaker 5: What was the code again?  724964.  Thank you.  All right.  Start Download.\nSpeaker 3: Yes.  After the download, please go to your Downloads folder.\nSpeaker 5: All right.\nSpeaker 3: Right-click.  The new file, the support log main rescue file.  Show more option.  Run as administrator.  And then Accenture Business.  for the reason.\nSpeaker 5: I only have two options.  Open or show in folder.\nSpeaker 3: Okay.  Click show in folder.\nSpeaker 5: All right.  And now try again.\nSpeaker 3: And then right-click the file, show more options, run as administrator, venture business, and then click yes.\nSpeaker 5: All right.  Now it's connecting to a chat.\nSpeaker 3: Okay, regarding this one, ####, I will transfer you directly to the Level 2 tech support to remediate your laptop, okay?  And please continue communicating with them through the chat box that you can see on your screen right now.  So, please click okay first, and then I will transfer you now to the Level 2 tech support.\nSpeaker 5: Okay, sounds good.  Looks like they have to \u2013 all right, thank you.\nSpeaker 3: Okay, so, ####, Please hang up the call right now because you need to continue communicating with the Level 2 tech through the chat box, okay?\nSpeaker 5: Okay, sounds good.  I appreciate the help.  Thank you.\nSpeaker 3: Thank you, ####, and bye for now.\nSpeaker 5: Bye.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they were unable to access Accenture sites and Microsoft applications, receiving an error message about not meeting access requirements due to compliance issues. The helpdesk agent, after verifying the employee's details, confirmed the laptop was tagged as non-compliant. The agent initiated a remote session using 123rescue.com, guiding the employee through downloading and running a file as administrator. After some initial difficulties, the remote session was successfully established, and the agent transferred the employee to Level 2 tech support via a chat window to resolve the compliance issue. The employee was instructed to disconnect the phone call and continue communication through the chat.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing Accenture sites and Microsoft applications due to compliance issues, and the steps taken by the helpdesk agent to resolve the problem. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. The information is accurate and matches the details provided in the call transcript. However, the summary could be slightly more complete by mentioning the specific error message received by the employee and the initial high call volume mentioned at the beginning of the call. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing Accenture sites and Microsoft applications due to compliance issues. The summary has a clear structure, starting with the problem, then the helpdesk agent's actions, and finally the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary is also complete, covering the main problem and its resolution, including the transfer to Level 2 tech support. However, some minor details, such as the initial automated messages and the employee's personnel number verification, are omitted, but these do not affect the overall understanding of the issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (access/compliance problem)\n2. Includes verification of employee details\n3. Describes the solution process (remote session setup)\n4. Mentions the final resolution (transfer to Level 2 support)\n\nThe summary is concise while maintaining essential details, has good flow, and accurately represents the conversation sequence. It's coherent and easy to follow, avoiding unnecessary technical details while preserving the important steps taken.\n\nMinor improvements could include mentioning the specific error message about \"sign-in was successful but didn't meet criteria\" and the fact that a second remote session attempt was needed after the first failed. However, these are not critical omissions given the summary's purpose.\n\nThe summary successfully balances brevity with completeness, maintaining accuracy throughout and focusing on relevant information that would be useful for documentation purposes.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, ######, contacted the CIO Service Desk because they were locked out of Accenture applications on their Mac due to a device registration prompt. The prompt directs them to a Mac portal app that provides no guidance. The IT support agent, whose name is redacted, initiated a remote session via 123rescue.com to troubleshoot the issue. The agent attempted basic troubleshooting steps, including clearing history and resetting keychain access, noting that a similar reset was performed a few days prior. The agent then attempted to re-register the device, but the process failed with an error message indicating the device couldn't be added. Due to the complexity of the issue, the agent requested to continue troubleshooting remotely via a chat box, allowing them to consult additional resources while keeping the employee informed. The employee agreed, and the call ended.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.  Please enter your 8-digit personnel number so we can locate your details.  if you are a All agents are currently assisting other callers.  Please.\nSpeaker 2: Hello, this is ###### from CIO Service Desk.  Can you provide your personnel number, please?\nSpeaker 3: Yes, ###################?  Yes.\nSpeaker 2: And your enterprise ID, please?\nSpeaker 3: ##################.\nSpeaker 2: Thanks ######,and can you give your best callback number?\nSpeaker 3: ############.\nSpeaker 2: And may I know how can I help you today?\nSpeaker 3: Yeah, so I got a pop-up on my computer, my Mac, that basically has stated I need to register my device or something.  It's asking me to log in and preventing me from logging into all the Accenture stuff.  And it's saying I need to register my device.  But when I click on that, it takes me to the Mac, a Mac portal page or something like that, like a Mac portal app.  that doesn't tell me what to do there.  So I'm not really sure why or what's going on.\nSpeaker 2: I apologize for the inconvenience.  I'll be more than happy to assist you with regards to this concern, ######.  And let's do a remote session on your laptop so that I could be able to assist you with device registration.  One second.  Kindly go to your browser.  Then type in 123rescue.com.\nSpeaker 3: One second here.  Okay.  I said one, two, three, rescue.com.\nSpeaker 2: Yes.\nSpeaker 3: Let me use Safari.  I went to here before.  As a matter of fact, two days ago.  There it is.  Okay.  Okay.  Pin?\nSpeaker 2: Six digit pin code will be 266739.\nSpeaker 3: 266739.  Okay.  I inputted it, waiting for stuff to download.\nSpeaker 2: Okay.\nSpeaker 3: Download has happened.  Let me open Zip.\nSpeaker 2: Okay.\nSpeaker 3: I'll be in Rescue 2, opening now.\nSpeaker 2: Okay, waiting.\nSpeaker 3: Yeah, it's taking a little bit to load up here.  All right, I should be in.\nSpeaker 2: Connecting now to your machine.  One second.  Okay, please allow the prompt.  Yeah, I think I'm already in.\nSpeaker 3: Sorry.  So, clicking that sign in there on Teams will open up.  If you already know what the solution is, I'll just be quiet.\nSpeaker 2: Sorry?\nSpeaker 3: I said if you already know what the solution is, I'll just be quiet.\nSpeaker 2: Oh, okay.  Okay.  Sorry.  It's just because What do you call this?  I've already encountered the same error, I think, before.\nSpeaker 3: I would assume that I've failed some sort of compliance, and that's why it's telling me to do this, but it's not telling me what I failed.  But who knows?  I could be wrong on that, too.\nSpeaker 2: Understand.  Just reload this one.  Is it loading?  I think it, oh, you have other monitor displayed.  I think this one.  Okay.  Clear history.  Clear history.  Okay.  Just a basic troubleshooting for Intune.  If it didn't work out, then let's check for...\nSpeaker 3: So this was done on Monday.  I did this keychain stuff.\nSpeaker 2: So someone from our team already...\nSpeaker 3: Yeah, they already did this on Monday.  They resetted this, and that allowed me to log in into Chrome.\nSpeaker 2: Can you enter your login password?\nSpeaker 3: Enter again.\nSpeaker 2: Okay.  Sorry, but was unable to obtain authorization for this.  Can we try to redo it?  Sorry.\nSpeaker 3: Can we what?\nSpeaker 2: Let's redo the reset.  Hold on.\nSpeaker 3: Okay.\nSpeaker 2: And now we ask, one second, to go to... Okay, then... This one.  Let's try this here.  if you could be able to log in from here.  Okay.\nSpeaker 3: It popped up on the right screen, company portal.\nSpeaker 2: Sign in.  Okay, can you click on sign in, sorry?  Is it going through?\nSpeaker 3: Let me hit this authorization thing.\nSpeaker 2: Oh, okay, that one, yeah.  Approve sign in request.\nSpeaker 3: Essentially, ever since we went to this authorization thing, I've had nothing but trouble.\nSpeaker 2: Sorry to hear that.  One second.  Sorry, what was the error message?\nSpeaker 3: Yeah, it's just saying.\nSpeaker 2: It's not popping.  I mean, you're not receiving the approved sign-in request, sorry.\nSpeaker 3: No, I already approved it.  I already put in the number.  That already went through.  Now it's saying this is what's popped up afterwards, which is saying it couldn't add my device.\nSpeaker 2: Let me just check my resources.  Would it be fine if we continue the communication remotely?  It might just take a while.  If you have questions for me, type it in the chat box or remote chat box provided.  Sorry, what did you say?  Would it be fine if we continue the communication remotely?\nSpeaker 3: By remotely, what do you?\nSpeaker 2: This one, the remote chat box, this icon with the plus, that one.  If you have questions for me.  Oh, sorry, sorry to interrupt.  Go ahead.\nSpeaker 3: I said, yeah, if that's what you would prefer, that's fine.\nSpeaker 2: It might just take a while.  I'll check with my resources in here for this particular issue, okay?\nSpeaker 3: Okay.\nSpeaker 2: Okay, so if you have questions for me, just type it in the chat box provided.\nSpeaker 3: Will do.\nSpeaker 2: Thank you so much.\nSpeaker 3: Thank you.\nSpeaker 2: ######, bye for now.\nSpeaker 3: All right.\nSpeaker 2: Okay, you can now disconnect the call.  Thank you.\nSpeaker 3: All right, bye.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the CIO Service Desk because they were locked out of Accenture applications on their Mac due to a device registration prompt. The prompt directs them to a Mac portal app that provides no guidance. The IT support agent, whose name is redacted, initiated a remote session via 123rescue.com to troubleshoot the issue. The agent attempted basic troubleshooting steps, including clearing history and resetting keychain access, noting that a similar reset was performed a few days prior. The agent then attempted to re-register the device, but the process failed with an error message indicating the device couldn't be added. Due to the complexity of the issue, the agent requested to continue troubleshooting remotely via a chat box, allowing them to consult additional resources while keeping the employee informed. The employee agreed, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the device registration prompt and the steps taken by the IT support agent. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the key actions and dialogue from the transcript. However, it misses some minor details, such as the employee's frustration with the authorization process and the specific error messages encountered. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with device registration and the IT support agent's attempts to troubleshoot the problem. The summary has a clear structure and flow of ideas, making it coherent and easy to follow.\n\nIn terms of accuracy, the summary appears to be factually correct, matching the information presented in the call transcript. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, there are some minor details missing, such as the employee's initial attempts to resolve the issue and the IT support agent's previous experience with the same error. Nevertheless, these omissions do not significantly impact the overall quality of the summary.\n\nOverall, the summary is well-written, effectively conveying the essential information from the call transcript in a clear and concise manner.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the core issue (device registration problem on Mac)\n2. Correctly describes the troubleshooting steps taken (remote session, keychain reset)\n3. Notes the previous attempt to fix the issue on Monday\n4. Accurately concludes with the decision to continue troubleshooting via chat\n\nThe summary is concise while maintaining essential details and follows a logical flow. It's coherent and easy to follow, moving from problem identification through attempted solutions to final resolution.\n\nHowever, there are minor areas for improvement:\n- Could have mentioned the authentication/authorization challenges the user mentioned\n- Could have noted the user's frustration with the new authorization system\n- The resolution isn't truly complete as the problem wasn't solved during the call\n\nDespite these small gaps, the summary provides an accurate and well-structured overview of the interaction that would be useful for future reference or escalation.",
        "claude_score": 8.0
      }
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    "predicted_text": "An employee, #####, calls the IT helpdesk seeking assistance with installing Microsoft Teams on their new phone. They are having trouble with the authenticator app and password. ##, the helpdesk agent, guides the employee through setting up a temporary access pass via their laptop to enable phone sign-in through the authenticator app. The agent then instructs the employee to install the Intune Company Portal app. The employee encounters an issue where the app requests an 8-digit PIN, which is different from their phone's current 6-digit lock screen PIN. The agent suggests changing the phone's PIN to 8 digits. While the employee attempts to change their PIN, the agent puts the call on hold to create a ticket.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams, press 1.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Bye.  Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue.\nSpeaker 4: Hello, thank you for calling Service Desk.  My name is ##.  May I ask for your employee number, please?\nSpeaker 5: Hello, yes.  My employee number is ###############.\nSpeaker 4: Got it.  Thank you so much.  And may I ask for your signature email?\nSpeaker 5: ##################.\nSpeaker 4: And then may I ask for a call back number?\nSpeaker 5: Phone number?\nSpeaker 4: Yes, please.  ############.  Noted, I am at.  One moment, please.  Let me pull up your account here on my end.  All right, so #####, how can I help you today?\nSpeaker 5: So I'm trying to install Teams on my phone.  and set up the Accenture account.  I had it before I changed my phone, so I registered my phone through the security login, Accenture, but when I'm trying to set up the Teams, it asks me for the password, and Authenticator gives me the code, but there is nowhere in Teams to enter the code.\nSpeaker 4: I see.  Sorry for the inconvenience, but don't worry.  I will do my best to help you with this.  For the code, it should be notifying you via authenticator.  And we're checking here, #####, that you don't have a phone signed in yet for passwordless.  So let me help you set up that, OK?  OK.  OK.  Well, just let me know.\nSpeaker 5: It's going to be a hurricane in #######, so that's why I'm setting up Teams on my phone, just in case I have to evacuate, so I can inform and be in touch with my lead.\nSpeaker 4: Do you have access on your laptop right now?\nSpeaker 5: Yes, I do have access.\nSpeaker 4: All right.  I'll be sending you a link.  Please access it.  Sorry.\nSpeaker 5: Okay.\nSpeaker 4: My name on Teams is ######.  Just let me know once you receive my chat.  All right.  That's great.\nSpeaker 5: So I click on it?\nSpeaker 4: Yes, please.\nSpeaker 5: Okay, I did.  This is temporary access pass.\nSpeaker 4: Please use the temporary access pass request with your Accenture account.  Okay.\nSpeaker 5: Okay.\nSpeaker 4: Then just click the create.\nSpeaker 5: Okay, create.  Okay, so what should I do with this code?\nSpeaker 4: Please copy it first.\nSpeaker 5: Copy first, okay.  Okay, copy it.\nSpeaker 4: And then on your authenticator app, please open it.\nSpeaker 5: Okay.  Click on Accenture email.\nSpeaker 4: Yes, please.\nSpeaker 5: Yeah, I did that.\nSpeaker 4: And then just select the enable phone sign-in or set up phone sign-in.\nSpeaker 5: Okay, got it.  Yes.\nSpeaker 4: And just continue, okay?\nSpeaker 5: Okay, and enter my code, right?\nSpeaker 4: Yes.\nSpeaker 5: Okay.  Is it case sensitive?\nSpeaker 4: Yes, it's case sensitive.\nSpeaker 5: Okay, I did that.\nSpeaker 4: All right, that's great.  Let me check here.  One signed in.  All right.  And then please install this on your mobile Intune company portal.\nSpeaker 5: Is it from Apple Store?\nSpeaker 4: Yes, please.  Yes, I'll just open it and then.  I'm sorry, go ahead.\nSpeaker 5: It says device removed.  Okay, get notified so you don't lose access.  Okay.\nSpeaker 4: All right.\nSpeaker 5: Allow notification.  Okay, I got into the application.\nSpeaker 4: And then, yes.  Please enter the code showing on the screen, and then you'll be able to log in on that.  Log in to Teams?  On the Intune company portal.\nSpeaker 5: Yes, I logged in.\nSpeaker 4: Yes, and then please reopen your Teams, and then you will be able to log in also with your Accenture.\nSpeaker 5: Okay, I reopened my Teams.  Just a second.  Checking apps status.  Your organization is not protecting its data on this site.  You need to restart the phone to continue.  Okay, so I guess I have to hang up and restart my phone.\nSpeaker 4: No, no, just the application.  Just reopen it.\nSpeaker 5: Oh, just the application.\nSpeaker 4: Okay, great.\nSpeaker 5: Exit the privacy.  Ask for the PIN.  The PIN is my Accenture employee ID?\nSpeaker 4: No, it's the PIN or a lock screen on your phone.\nSpeaker 5: What is that thing?  Sorry.\nSpeaker 4: Lock screen on your phone.\nSpeaker 5: Oh, my phone.  Oh, okay.  My phone.  Okay.  Hold on.\nSpeaker 4: But it's not 8-digit.  Oh, so it's asking for an 8-digit.  Yeah, it's... Hold on a second.  Mm-hmm.\nSpeaker 5: Yeah, it asked for 8-digit.  So should I change my lock screen?\nSpeaker 4: Okay.  May I ask if did you set up a PIN on your company portal or no?\nSpeaker 5: What was that?\nSpeaker 4: If you are able to set up a PIN on your company portal application.  If not, please try to change your PIN to a digit.\nSpeaker 5: Oh, so I don't know how to set up the pin on my application portal on my laptop.\nSpeaker 4: Oh, no, no.  On your phone.\nSpeaker 5: On my phone.  Okay.  Let me change.  So let me change my lock.  Okay.\nSpeaker 4: Oh, okay.\nSpeaker 5: To eight digits.  So where is that lock?  Is it in general?  But it's not 8 digits.  ####### is 6 digits maximum.  Let me see one more time.  Custom number ##.\nSpeaker 4: While you're changing your pin, #####, may I put the call on hold for like a minute or two to do your ticket?  Thank you so much.  One moment, please.  Thank you.  Thank you.\n</call_transcript>\n<summary>\nAn employee, #####, calls the IT helpdesk seeking assistance with installing Microsoft Teams on their new phone. They are having trouble with the authenticator app and password. ##, the helpdesk agent, guides the employee through setting up a temporary access pass via their laptop to enable phone sign-in through the authenticator app. The agent then instructs the employee to install the Intune Company Portal app. The employee encounters an issue where the app requests an 8-digit PIN, which is different from their phone's current 6-digit lock screen PIN. The agent suggests changing the phone's PIN to 8 digits. While the employee attempts to change their PIN, the agent puts the call on hold to create a ticket.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the employee's issue with installing Teams and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call. The structure is coherent, making it easy to follow the sequence of events. However, there are minor inaccuracies and omissions. For instance, the summary does not mention the employee's concern about the hurricane, which is a significant context for the urgency of the issue. Additionally, the summary could have included the final steps the agent suggested before putting the call on hold. Overall, the summary is mostly accurate but could be more complete.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with installing Microsoft Teams and the helpdesk agent's assistance. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's problem and the agent's steps to resolve it. However, it does not mention the employee's initial motivation for setting up Teams, which was to stay in touch with their lead in case of a hurricane. This omission does not significantly impact the overall accuracy of the summary.\n\nRegarding completeness, the summary covers the main problem and resolution but does not mention the employee's initial issue with entering the authenticator code in Teams. Nevertheless, it provides a fair description of the main concerns and resolutions.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (Teams installation on new phone)\n2. Accurately describes the sequence of troubleshooting steps\n3. Includes relevant context about the authenticator app challenges\n4. Correctly captures the PIN-related complications\n5. Maintains coherent flow from problem to attempted solution\n\nThe summary is concise while including essential details. It's particularly strong in accuracy, with no factual errors noted. One minor detail that could have been included is the employee's motivation (preparing for potential hurricane evacuation), which provides important context. However, this omission doesn't significantly impact the summary's effectiveness.\n\nThe summary successfully balances brevity with completeness, maintaining clear structure and professional language. It effectively communicates both the technical issue and the resolution attempt, making it useful for documentation purposes.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "c283d245-d200-483f-b685-d53704bda1d1",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee (Speaker 5) called the IT helpdesk (Speaker 4) to inquire about transferring their personal cell phone to a corporate plan. After providing their personnel number and email, they explained they wanted Accenture to cover their cell phone bill. The helpdesk agent (Speaker 4) offered to guide them through the process via a Teams link. The process requires a WBS code, which the employee didn't have. The agent explained the WBS code is project-specific and used for billing, suggesting the employee check their timesheet or ask their financial officer for the code. The employee, unsure who their financial officer is, thanked the agent for the help and ended the call.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 4: Hi, thank you for calling Service Desk.  This is ########.  May I have your personnel number, please?\nSpeaker 5: Yes, it's ###############.\nSpeaker 4: Thank you very much.  Can you also confirm your Accenture email address?\nSpeaker 5: My Accenture email is ###############################.  Great.\nSpeaker 4: Thank you so much, #####.  And sorry about that issue you're encountering right now.  Rest assured, I'll try my best to assist you today.  But before anything else, do you have any callback number?  #######.  Perfect.  How can I help you today, #####?\nSpeaker 5: Yes.  Can you help me with the process to transfer my personal cell phone to a corporate plan?\nSpeaker 4: Yes, sure.  Absolutely.  Have you ordered already?\nSpeaker 5: I haven't done anything.  I just started the company a couple months ago and I want to transfer my personal line to a corporate line so that Accenture pays the bill.  Okay.  I have my own cell phone.  I have my own cell phone.\nSpeaker 4: So you have your own cell phone.\nSpeaker 5: Just need to transfer your personnel line to the corporate, to a corporate account.\nSpeaker 4: Okay.  Can I message you on teams?  We have a send you the link.  Okay.  Right.  Register moment.  All right, just 1 moment.  Please still loading.  All right, here's the process.\nSpeaker 5: Have you guided anybody through this process before?  Because I've seen this page, but it asks for a WBS code.\nSpeaker 4: Oh, yes.  It's your project, WBS.  It's mandatory.  It's where the monthly billing will be charged to on your project.\nSpeaker 5: Yeah.  Do you know where I can get that?\nSpeaker 4: Do you know where I can get that?  Mostly that's the WBS you use on your My Timesheet.  But you can ask your CFO, your financial officer, for that.  Okay.\nSpeaker 5: So, a financial officer.  Yes, for our group.  Okay.  I don't know who that is.  Okay.  Thank you for your help today.\nSpeaker 4: You're welcome.  Right?  You can message me there if you need to.\n</call_transcript>\n<summary>\nAn Accenture employee (Speaker 5) called the IT helpdesk (Speaker 4) to inquire about transferring their personal cell phone to a corporate plan. After providing their personnel number and email, they explained they wanted Accenture to cover their cell phone bill. The helpdesk agent (Speaker 4) offered to guide them through the process via a Teams link. The process requires a WBS code, which the employee didn't have. The agent explained the WBS code is project-specific and used for billing, suggesting the employee check their timesheet or ask their financial officer for the code. The employee, unsure who their financial officer is, thanked the agent for the help and ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the employee's request to transfer their personal cell phone to a corporate plan. It includes relevant details such as the need for a WBS code and the suggestion to contact the financial officer. The structure and flow are clear, making it easy to understand. However, the summary misses some minor details, such as the initial high call volume message and the agent's offer to message the employee on Teams. These omissions slightly affect completeness but do not significantly impact the overall understanding of the call. The summary is factually accurate and does not contain misleading information.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main topic of the call transcript within a brief length. The information presented is relevant to the main topic, focusing on the employee's inquiry about transferring their personal cell phone to a corporate plan. The summary has a clear structure and flow of ideas, making it easy to understand and follow.\n\nThe summary is also accurate, with the information presented being factually correct and not containing any false or misleading information. However, the summary could be improved in terms of completeness. While it mentions the main problem and the resolution provided by the helpdesk agent, it does not mention the initial automated messages and the employee's uncertainty about who their financial officer is, which could be considered important context.\n\nOverall, the summary is well-written and effectively conveys the main information from the call transcript, but could be improved with additional context.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the conversation:\n1. Conciseness: It efficiently condenses the interaction while maintaining essential details\n2. Relevance: Focuses on the main topic (cell phone plan transfer) without including unnecessary IVR menu details\n3. Coherence: Presents information in a logical sequence from initial request through to resolution attempt\n4. Accuracy: Correctly represents the conversation details, including the need for WBS code and suggestion to contact financial officer\n5. Completeness: Captures both the initial request and the outcome (employee lacking WBS code information)\n\nMinor improvements could include mentioning that the agent offered continued support via Teams messaging at the end. However, this is a relatively minor detail. The summary successfully captures the core interaction, the obstacle encountered (WBS code requirement), and the suggested solution path, making it a highly effective summary of the conversation.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An Accenture employee, ####, contacted the CIO helpdesk because they were unable to access the MyT&E site to submit their time card, receiving an error message. The helpdesk agent, #########, collected ####'s personnel number, enterprise ID, and callback number. After apologizing for the inconvenience, the agent initiated a remote session via 123rescue.com. The agent then cleared the cache and cookies on ####'s browser, resolving the issue. The agent informed #### that they would receive a survey regarding the call and advised them to clear their cache and cookies if the issue reoccurs. The ticket was tagged as resolved.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Sign for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor, or do not know your personnel number, press 1.  You have not.\nSpeaker 1: The number you entered must be 8 digits in length.  You entered.\nSpeaker 3: Hi.  Thank you for calling CIO.  This is #########.  Can I have your personal number, please?\nSpeaker 4: Yes, it is ##########.\nSpeaker 3: That's ##########?\nSpeaker 4: Yes.\nSpeaker 3: Yeah, thank you very much.  And how about your enterprise ID?\nSpeaker 4: Should be ###########, #########, at Accenture.\nSpeaker 3: Oh, thank you very much, ####.  And can you provide to me as well your best callback number?\nSpeaker 4: Yes, so it'll be this number, ############.\nSpeaker 3: That's ############.\nSpeaker 4: Yes.\nSpeaker 3: Yeah, thank you very much, ####.  And how can I help you today?\nSpeaker 4: So I've been trying to submit my time card through my T&E.  And every time I click on the link through the Accenture portal, I'm getting a light blue screen that says, we apologize for the inconvenience.  This site is temporarily unavailable.  Support teams are working as quickly as possible to restore the service.\nSpeaker 3: Oh, okay.  Yeah, for this one, first of all, I really do apologize, ####, for the inconvenience this has caused to you, since you're actually having a problem accessing the MyT&E site.  I know that's really inconvenient on your part, but do not worry.  I'll be more than happy to help you out and fix this problem for you.  Okay?\nSpeaker 4: Great.  Thank you.\nSpeaker 3: You're welcome.  So, right now, ####, yeah, we will actually need to do some troubleshooting on your machine.  So, can you May I ask if you are available for a remote session?\nSpeaker 4: I am.\nSpeaker 3: Okay.  Can you please open your browser, then go to 123rescue.com?  123rescue.com.\nSpeaker 4: Okay.\nSpeaker 3: Oh yeah, so if you're being asked to enter a code, so the six digit code will be ######.\nSpeaker 4: Okay, do I hit download?\nSpeaker 3: Oh yeah, click download.\nSpeaker 4: So it's waiting for the technician.\nSpeaker 3: I'll try to connect on your machine.  I'm still trying to connect on your machine, ####.  Please bear with me.\nSpeaker 4: Did I just hit OK?\nSpeaker 3: Yep.  Can you let me see the exact error message when you're trying to access my T&E?  Yes.  I can actually see on your other screen.\nSpeaker 4: Okay, cool.\nSpeaker 3: For now, ####, I'll just need to check some information about this.  Can I just basically unhold for just a minute or two?\nSpeaker 4: Sure, no problem.\nSpeaker 3: Thank you so much and stay in the line.  Thank you very much for patiently waiting on the line.  Regarding with this error, ####, we will actually need to troubleshoot it because upon checking here, there was really no problem with the MyTNE site.  The first troubleshooting step we need to do is we have to clear the cache and cookies on your browser.  Allow me for a minute.  Yeah, let's just wait for that one to be completed.  By the way, ####, just wanted to ask, when did this happen?  Or when did it start?\nSpeaker 4: This has been going on for the last, I think, like, three days.  I've been trying to log in, and I thought, oh, maybe it was down for a little bit, and then it would come back up, but it never did.  So, clearly, it's my machine's problem, but I would say three days.\nSpeaker 3: Oh, okay.  Yeah, let me just... Oh, yeah, so it's finished, so I'll try to restart your browser.  One moment.\nSpeaker 4: Okay.\nSpeaker 3: Done.  So, next is I'll be going to reopen.  You might see any sites.  Let's check if it's working.\nSpeaker 4: Okay.  I think that's it.\nSpeaker 3: Oh, yeah.  So, yeah.  For this one, ####, just in case when this happens in future, You can actually just try to clear the cash and cookies first, okay?  Just in case.\nSpeaker 4: Okay, yeah.  That sounds good.\nSpeaker 3: By the way, ####, since you are now able to access MyT&E, so I'll be tagging the ticket as resolved, and upon resolving the ticket, you will receive an email regarding the survey, and your response is highly appreciated.\nSpeaker 4: Great.  Sounds good.  Thank you so much.\nSpeaker 3: You're welcome, and thank you very much, ####, for contacting CIO.  And you do have a nice day.\nSpeaker 4: You too.  Bye-bye.\nSpeaker 3: Bye.\n</call_transcript>\n<summary>\nAn Accenture employee, ####, contacted the CIO helpdesk because they were unable to access the MyT&E site to submit their time card, receiving an error message. The helpdesk agent, #########, collected ####'s personnel number, enterprise ID, and callback number. After apologizing for the inconvenience, the agent initiated a remote session via 123rescue.com. The agent then cleared the cache and cookies on ####'s browser, resolving the issue. The agent informed #### that they would receive a survey regarding the call and advised them to clear their cache and cookies if the issue reoccurs. The ticket was tagged as resolved.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with accessing the MyT&E site, the steps taken by the helpdesk agent, and the resolution. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript correctly. However, the summary could be slightly more complete by mentioning the duration of the issue (three days) and the specific error message received (\"we apologize for the inconvenience. This site is temporarily unavailable. Support teams are working as quickly as possible to restore the service\"). These details provide additional context to the problem faced by the caller.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's issue with accessing the MyT&E site. The summary has a clear structure and flow of ideas, making it coherent and easy to understand. The information presented is factually correct, with no false or misleading information, making it accurate. The summary also provides a fair description of the main problem and resolution, including the steps taken by the helpdesk agent to resolve the issue, making it complete. However, some minor details, such as the employee's attempts to access the site over three days, are not included, but these are not crucial to the overall understanding of the issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly identifies the problem (MyT&E access issue)\n2. Includes relevant details about the process (personnel verification, remote session)\n3. Documents the solution (clearing cache/cookies)\n4. Mentions follow-up actions (survey, future prevention advice)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while maintaining all crucial information. It follows a logical structure, starting with the problem, moving through the resolution process, and ending with the conclusion.\n\nThe information presented is accurate and matches the transcript without any misrepresentations. The summary also maintains good coherence, with ideas flowing naturally from one to the next.\n\nOne minor improvement could have been mentioning that the issue had been ongoing for three days, as this provides context about the problem's persistence. However, this omission is not significant enough to substantially impact the summary's quality.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "ac63c76b-dd68-4931-9861-08dfe7974965",
    "train_trial_index": 0,
    "predicted_text": "An employee, ######, contacted the IT helpdesk because their escalated ticket for local IT support hasn't resulted in a call back after over 24 hours. The employee had previously called multiple times and the issue was reassigned to local IT. The helpdesk agent, #######, confirmed the active ticket and its assignment to a technician. The agent then contacted back-end support to expedite the ticket and reach out to the assigned technician. The agent assured the employee that the ticket would be expedited and the technician contacted. The agent also provided their Teams contact information and instructed the employee to message them if the technician still doesn't reach out, so they can follow up again.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For technology and business... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, Press 3.  To check if your account is passwordless, please visit go.accenture.com.  slash go passwordless.  If you are passwordless, press 1 to speak to a live agent.  Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 2: Gone fishing page, the team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.  Hi, this is ####.\nSpeaker 3: May I have your personal number, please?  ########.  Just to confirm, it's ########, correct?  Correct.  Thank you so much.  And can you please also confirm to me your enterprise ID, your EID?  Yep.  It's ####################.  Thank you so much, ######.  So let's first try to pull up your account here in my end.  While waiting, ######, may I have also your call top number?\nSpeaker 4: Yep, ############.\nSpeaker 3: Thank you so much, ######.  Okay.  Yeah, I already put your account here in my end, ######.  How may I help you today?\nSpeaker 4: I've called multiple times, so hopefully it's noted in that I'm trying to get my case escalated for local IT support to call me.\nSpeaker 3: Okay, just to confirm, you already called in multiple times, and you have an active ticket here that is already assigned to the local tech support, correct?\nSpeaker 4: Correct.  Because nobody has been able to help me over the phone, so they reassigned it to local IT.  But local IT is not calling me, and it's been over, well over 24 hours.  An entire day.\nSpeaker 3: I do apologize for the inconvenience.  Let me go ahead and further investigate that active ticket here on my end.  Okay, ######, I already seen the, I mean, the access ticket here in my end is, yeah, that is already assigned to the local tech support.  But this one, let me go ahead and, I mean, reach out our back end support to, so that they can reach out also the assigned technician of the ticket.  Because as per second here, it has already a technician assigned to it.  So, can it be second hold for one to 10 minutes, ######?  Can it be reassigned?\nSpeaker 4: Can it be reassigned?  Because that person's not calling me.\nSpeaker 3: Okay, yeah.  I will ping our back-end support for that one.  I will document and advise them about your concern, okay?\nSpeaker 4: Okay.\nSpeaker 3: Okay.  So yeah, let's just first reach out to them, my back-end support.  So can I please hold the phone for one to two minutes?  Is that okay for you?\nSpeaker 4: Sure.\nSpeaker 3: Thank you so much, ######.  Hello, ######.\nSpeaker 4: Hello.\nSpeaker 3: Yeah, thank you so much for patiently waiting on the other line, ######.  Just an update.  I'm still waiting for the response of my back-end support.  So, I mean, I'm just waiting for the response because they're further investigating your ticket.  So, can you please hold again for one to two minutes?  I'll be back for an update.\nSpeaker 4: Okay.\nSpeaker 3: Thank you so much.  Hello, ######?\nSpeaker 4: Hello.\nSpeaker 3: Yeah, thank you so much for patiently waiting on the audio line.  So, yeah, as we're checking here, I'm going back and forth with the ready response.  So, what we'll do here now is that they will expedite the ticket and they will be also reaching out the assigned technician about your ticket, okay?  So, for assurance, just to confirm, they have access on your, being set on your phone right now?  Yes.  Okay.  I'll be pinging you in Teams and send me an update if the technician is still not reaching out to you so that I can ping my back-end support again.  Okay.  I already sent you a message in Teams.  My name is #############.\nSpeaker 4: Got it.  Thank you.\nSpeaker 3: You're welcome.  So, just an update.  If the technician is still not reaching out to you.  Okay, that I can.  Okay, thank you so much.  Yeah.  You're welcome.\nSpeaker 4: Bye bye.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the IT helpdesk because their escalated ticket for local IT support hasn't resulted in a call back after over 24 hours. The employee had previously called multiple times and the issue was reassigned to local IT. The helpdesk agent, #######, confirmed the active ticket and its assignment to a technician. The agent then contacted back-end support to expedite the ticket and reach out to the assigned technician. The agent assured the employee that the ticket would be expedited and the technician contacted. The agent also provided their Teams contact information and instructed the employee to message them if the technician still doesn't reach out, so they can follow up again.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the lack of response from local IT and the helpdesk agent's actions to expedite the ticket. It is relevant, focusing on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. It is accurate, reflecting the key details from the transcript without any false or misleading information. However, it misses some minor details, such as the repeated holds and the agent's multiple updates, which could provide a fuller picture of the interaction. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with not receiving a call back from local IT support and the helpdesk agent's efforts to resolve the issue. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's concern, the helpdesk agent's actions, and the resolution. The summary is also complete, providing a fair description of the main problem and resolution.\n\nHowever, the summary could be improved by including more specific details, such as the employee's previous attempts to contact the helpdesk and the agent's communication with back-end support. Nevertheless, the summary provides a good overview of the call transcript and effectively conveys the main points.\n\nGiven the strengths and weaknesses of the summary, I would score it an 8 out of 10.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: Efficiently presents the main issue and resolution in a single paragraph without unnecessary details\n2. Relevance: Focuses on the core problem (delayed local IT response) and the steps taken to address it\n3. Coherence: Follows a logical flow from problem identification to resolution steps\n4. Accuracy: Correctly represents the conversation details, including the 24-hour wait time and the agent's actions\n5. Completeness: Covers both the initial problem and the resolution path, including the follow-up process via Teams\n\nMinor improvements could include mentioning that the agent had to put the caller on hold multiple times while investigating, but this isn't crucial to the main narrative. The summary successfully balances detail with brevity while maintaining accuracy and providing a clear picture of both the issue and resolution path.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "2264fa1e-9a91-4025-980b-ba3dfb3b27e7",
    "train_trial_index": 0,
    "predicted_text": "An employee, ####, contacted the IT helpdesk because they were unable to set up their new phone with the Microsoft Authenticator app. They encountered an error when scanning the QR code. The helpdesk agent, ######, confirmed the issue and initiated a remote session to assist. The agent guided #### through removing the old device from the Authenticator app and re-adding the new phone using a temporary access pass. After registering the device, the Authenticator app was successfully set up on the new phone. The agent marked the ticket as resolved and informed #### about a feedback survey.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.\nSpeaker 2: For Video Conferencing Services such as Teams, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.  For technology and business application support, press 1.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 4: If you are a contractor Hi, we are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue.\nSpeaker 5: Hi, thank you for calling Service Desk.  This is ######.  Can I have your employee number, please?\nSpeaker 6: Sure. ########.  \nSpeaker 5: Sorry, but you're cutting in and out.  Can you please confirm?\nSpeaker 6: Yes, it's ########. ####.\nSpeaker 5: All right.  Thank you.  Just give me a moment.  Let me just pull up your account.\nSpeaker 6: Mm-hmm.\nSpeaker 5: Can I also have your enterprise ID?\nSpeaker 6: Yes, it's ##########.\nSpeaker 5: Okay.  What about your best callback numbers, just in case we get disconnected?  ############.  All right.  Thank you so much for that, ####.  What can I do to help you today?\nSpeaker 6: Yeah, I got a new phone.  I was following the online guidance to set up it as my new authenticator.  I got as far as having to scan the QR code on my new phone, and I received an error, and that's why I'm calling.  Gosh, I did not make a note of that.  I'm sorry.  I tried.\nSpeaker 5: Yeah, no worries, ####.  So let me just confirm it first.  You called in because you're trying to set up your new phone into the Authenticator app, right?  And you get an error.  when you scan the QR code.  Is that correct?\nSpeaker 6: That's right.\nSpeaker 5: I see.  I totally understand your situation right now, but since you have me on the line, I'll do my best to help you with this one.  So let me just confirm.  Do you have your Accenture laptop with you right now?\nSpeaker 6: Yes.\nSpeaker 5: Yeah.  Is it okay if we will do a remote session so that I can check and guide you in how we're going to set up your authenticator?  Sure.  Yeah.  So please open a browser.  And then go to 123rescue.com.\nSpeaker 6: Okay.  All right, it's asking for a pin.\nSpeaker 5: Yeah, here's the code.  289622.\nSpeaker 6: Okay.\nSpeaker 5: Then start download.  And run it as administrator.\nSpeaker 6: the file.  Okay.\nSpeaker 5: All right, connecting here.  Then please click okay.  Okay, so let me just take control here and I'll try to check here.  MySignIn.\nSpeaker 6: Yeah, I already removed the device.  I tried to.\nSpeaker 5: OK.  All right, so it's already deleted here.  All right, can you please open your Authenticator app in your new phone, ####, and then try to check there.  if that plus sign, can you see it?\nSpeaker 6: Yes, right now I still have my ########################### on there with an action required badge.  But yes, do you want me to hit the plus sign instead?  Yes.  All right, I've done that.\nSpeaker 5: Okay, hold on for a second.  And then what can you see in your end now?\nSpeaker 6: What kind of account are you adding?\nSpeaker 5: All right.  Can you try to delete that one first?  And let's re-add your authenticator in the system.\nSpeaker 6: OK.  I'll delete my old one.\nSpeaker 5: OK.\nSpeaker 6: I can say this app only or all apps?  Just your account.  Should I remove it from this, just from the Authenticator app, or for all my apps?  Probably all of them?\nSpeaker 5: Yeah, in the Authenticator app only.\nSpeaker 6: Oh, okay, this app only, okay.  Okay.  All right.\nSpeaker 5: All right, and then can you see a plus sign there in the upper part of your screen?\nSpeaker 6: Mm-hmm.\nSpeaker 5: Yeah, and then click that one, and then tell me what you can see after clicking the plus sign.\nSpeaker 6: It says, yeah, what kind of accounts are you adding?  Personal, work, or school, or other?\nSpeaker 5: Yes, select the worker school account.\nSpeaker 6: Okay, then it says sign in, scan QR code, one or the other.\nSpeaker 5: Can you try to sign in?  And try to check there if you'll be asking for a temporary password.  All right.\nSpeaker 6: Yes, it's asking, enter temporary access pass.\nSpeaker 5: All right, so input this temporary password right here, this one.\nSpeaker 6: I would say sign in with your phone.  I can continue.  Now it's asking me to register my device.\nSpeaker 5: Yeah.  Click register.  OK.\nSpeaker 6: It's loading.  Okay, account's been added.\nSpeaker 5: That's great.  Yeah, it's already added here also.  This one right here.  You're using an iPhone, right?  Okay.\nSpeaker 6: Yes.\nSpeaker 5: Yeah, so it's now registered, ####.  So you can now use your Authenticator app in logging in, okay?\nSpeaker 6: Okay, thanks for your help.\nSpeaker 5: Yeah, you're welcome.  So for this one, I'll go ahead now and tag this ticket here as resold.  And upon distribution of your ticket, you may receive a survey via email, and your feedback will be highly appreciated.  Thank you so much, ####, and have a great day.  Bye for now.  Bye-bye.  Bye.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they were unable to set up their new phone with the Microsoft Authenticator app. They encountered an error when scanning the QR code. The helpdesk agent, ######, confirmed the issue and initiated a remote session to assist. The agent guided #### through removing the old device from the Authenticator app and re-adding the new phone using a temporary access pass. After registering the device, the Authenticator app was successfully set up on the new phone. The agent marked the ticket as resolved and informed #### about a feedback survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with the Microsoft Authenticator app and the steps taken to resolve it. The information is relevant and sticks to the main topic without unnecessary details. The structure and flow are clear, making it easy to understand. The summary is accurate, reflecting the key actions and outcomes from the call transcript. However, it misses some minor details, such as the initial high call volume message and the specific steps taken during the remote session. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's issue with setting up the Microsoft Authenticator app on their new phone. The structure is coherent, making it easy to follow the sequence of events from the problem to the resolution. The information presented is accurate, reflecting the details from the call transcript without any false or misleading information. The summary also provides a fair description of the main problem and its resolution, covering the key points discussed during the call. However, some minor details, such as the initial automated messages and the mention of performance issues with myT, are omitted, but these do not impact the overall understanding of the issue at hand.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk interaction:\n1. Clearly identifies the main issue (problems setting up Authenticator on new phone)\n2. Accurately describes the solution process (remote session, removing old device, using temporary access pass)\n3. Includes the resolution outcome (successful setup)\n4. Mentions the follow-up (ticket resolution and survey)\n\nThe summary is concise yet comprehensive, avoiding unnecessary technical details while maintaining the essential flow of events. It's coherent, presenting information in a logical sequence that's easy to follow. All information is accurate to the transcript, with no misrepresentations or errors.\n\nMinor improvement could be including the initial automated message about myT performance issues, though this wasn't directly relevant to the caller's specific issue.\n\nThe summary successfully balances brevity with informativeness, making it an excellent representation of the call transcript.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "c54aecfe-4a68-4fa6-829e-c5423e2a41fc",
    "train_trial_index": 0,
    "predicted_text": "An employee, #######, calls the CIO Service Desk for the third time today, frustrated with setting up their new phone. They are unable to access Authenticator, and their password isn't working, blocking them. They express frustration with previous agents providing temporary fixes and disappearing, leaving them in a cycle of repeated troubleshooting.\n\nThe helpdesk agent, ####, after confirming employee details and ticket number, guides the employee through resetting the authenticator app, generating a temporary access pass, and setting up Outlook and Teams on the new phone. The employee expresses frustration with the lack of documentation for new phone setups and the added security measures like PINs. The agent confirms the new phone is successfully registered and MFA is working, enabling the employee to access company resources. The call concludes with the employee expressing gratitude and the agent offering a feedback survey.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock.  For technology and business application support, press 1.\nSpeaker 2: For mobile communication support, please enter your 8-digit personnel number so we can locate your details.\nSpeaker 1: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page. The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: Hello, this is #### from CIO Service Desk.  Can I have your employee number?  ##########.  Mm-hmm.  ##########.  And can you please confirm me your Accenture email?\nSpeaker 3: ###############################.\nSpeaker 2: All right, #######, thank you.  And can I have your callback number?  ############.\nSpeaker 3: You know, the thing is, no one ever calls me back, but everyone asks for it.\nSpeaker 2: Okay, I do apologize for that, but could you please confirm your issue, #######?\nSpeaker 3: My issue?  There's a ticket.  There's a ticket log.  This is my third time today, this morning, calling helpdesk.  So, if I have to call a fourth time, I think I'm going to do something else.  So the ticket number is INC48640054.  I'm getting very frustrated because I'm at a client site and it's almost 2 p.m.  Eastern and I literally spend my time dealing with my phone, setting up my phone.\nSpeaker 2: Okay.\nSpeaker 3: I don't know.  When do you expect me to do any work if I have to spend all day dealing with my phone?\nSpeaker 2: Okay, I completely understand that.  I do apologize for that, but no worries.  Let me just check your ticket, okay?  So we can proceed in your issue, okay?  One moment, please.  All right, #######, may I confirm if you already set up your new phone on MySignIn?\nSpeaker 3: Ma'am, I have done so many times.  I'm unable, I'm unable to get into Authenticator.  My password does not work on Authenticator.  It says I'm blocked.  My company blocked me.  So I don't know where I set up myself.  I've been through so many links.  someone who is going to be able to check everything with me, stay with me, work with me, and not just say, oh, we need to wait for 15 minutes.  I will ping you back.  Let's wait for 15 minutes, and then we'll work again.  And then 15 minutes are all over, 30 minutes over, and this person just disappears, like does not respond anymore.  Like, you know, it's not a... It's just horrible, horrible, horrible, horrible, all I can say.  I'm sorry, but it's just not working.  So I don't know what I set up.  Let's start over.  And that's what I explained to this person.  I am going to get someone new.  if you're not continuing working with me, then we're going to start over, over and over and over.\nSpeaker 2: I completely understand your situation right now, #####, but no worries.  I'm here to help you so that we can fix this and resolve this.  Your issue, okay.  And may confirm if you're able to access any Accenture sites from your laptop.\nSpeaker 3: My laptop, my laptop is fine.  I got new phone.  And I'm unable to get set up on my new phone.  That's the issue.  My laptop is fine.\nSpeaker 2: Yes, I understand that.  But are you able to access any Accenture sites?  Because we need to access my sign-in.\nSpeaker 3: Did it say anywhere in tickets that I'm having issues with my sign in?  No, it doesn't.  So we've been through, we've been through tap self-service.  We've been through my ID.  We've been through go passwordless request, my passwordless.  She just told me again, tap self-service.  I tapped my self-service.  I got new code.  I don't even know where to go anymore.  I'm so confused.  I'm, like, running like a squirrel in a circle.\nSpeaker 2: Mm-hmm.  And I need you to calm down, #######, so I can able to help you, uh, with this, okay?  But, like, it was, like...\nSpeaker 3: Have you... Have you been... I'm telling you, I have done so much, and that's why they need to log everything in a ticket.  They create tickets with no information.\nSpeaker 2: Yeah, that's why I'm here, #######.  Your ticket here is still pending, as you need... As we're checking here.  The previous agent advised you to wait a replication time due to the error message that you are getting.  So right now, #######, can we just follow the steps that I will be providing to you?  Can we open your Authenticator app in your new phone?  And can you tell me if your account is already listed there?\nSpeaker 3: Which account?  I don't know which account.  Like I have Accenture ####### ##########################.  Yeah, I got that.  Okay.\nSpeaker 2: And could you please try again to go to mypasswordless.accenture.com and kindly try to generate a temporary access pass again.\nSpeaker 3: But now I have to wait another 15 minutes.  That's what I was told.\nSpeaker 2: Yeah, but let us try right now as the replication already passed.\nSpeaker 3: Okay, okay.  So there's three options.  I don't remember anymore.  Do I say middle one, get started on gold passwordless request, or temporary access?  Can you get with me so I can share my screen so you can tell me where to click?  Can you share with me on screen?\nSpeaker 2: Okay.  Okay, one moment.  Okay, my name is #####, and I've sent you a message right now.\nSpeaker 3: Let me share my screen.\nSpeaker 2: Okay.\nSpeaker 3: And here are all the things we have done.  So my password was, okay, which one do I select now?\nSpeaker 2: The temporary access pass request.\nSpeaker 3: Okay.\nSpeaker 2: Select the first option.  Okay.\nSpeaker 3: Okay, I'm sorry.  I'll go back.  And then that one.\nSpeaker 2: Okay.\nSpeaker 3: So, but I just recently created one.  So now I have another one.  It says you can only have one in every 30 minutes.  So I don't know.  Now we're creating another nightmare, you know?\nSpeaker 2: Okay.  Can you copy that chat?  Because it will be moved.  Yeah, I'm breaking it down.  Okay.\nSpeaker 3: Okay.  So now where do I go?\nSpeaker 2: So can you open your authenticator up right now?  My authenticator.  On my phone.\nSpeaker 3: On my phone.  Correct.\nSpeaker 2: Yes, on your phone and then.\nSpeaker 3: Do I click enable phone sign in?\nSpeaker 2: Right?  Correct.\nSpeaker 3: Okay.  All right.  Continue.\nSpeaker 2: Okay.\nSpeaker 3: It says enter temporary access pass.  Do I enter this crazy number I just got?  Okay.\nSpeaker 2: Correct.\nSpeaker 3: Okay.  Hold on.  Okay, now it says enter password.\nSpeaker 2: Do you have the password since you are still password-enabled?\nSpeaker 3: I don't have a pass.  I mean, I have one.  I set it up previously with the person.  Sure, I can try, but that password didn't work.  Oh, OK.  So one, I know.\nSpeaker 2: Yes, as we're checking here, #######, you're still password enabled.  You're not yet passwordless, which means you're still using a password.  I was.\nSpeaker 3: I was passwordless.  Trust me, I was passwordless.  And this morning, We have done all kinds of crazy stuff.  And I became passwordless.  And I became back to password.  So let me just say that I don't even know what state I'm in anymore.  It's like you get three different people advising you on stuff.  It's just not working.\nSpeaker 2: Okay.  May I confirm what was the last password that you remember?  That you created?  That should be the password.  And let me try to log in.\nSpeaker 3: Do you want me to tell you the password or?\nSpeaker 2: No need.  You can just put it in your MFA.\nSpeaker 3: I'm sorry.  When am I uploading?  Okay.  I am right now.  Let me just enter this password on my phone.  Is that what you want me to do?\nSpeaker 2: Yes.  Yes, correct.  Let me enter the password, the last password that you remember.\nSpeaker 3: I can't type and talk at the same time, please.  Just one sec.  I'm typing fifth time, please.  Okay, approve sign-in request 90.  Where do I enter?  Okay, 90.  I think it's actually finally worked.  So bingo.  Help us keep your device secure.  Register your device to continue.  Do I click register?  Yes?  Correct.  Okay, let's register.  Oh, boy.  What do you want?  Approve sign-in request 21, okay, yes.  Sign in with your phone, so check, check, check.  I don't know, nothing really happened, so I don't know what to do.  I don't know.  Enter code manually.  Your account provider will display a QR code.  I don't know what QR code.  I'm not sure what to do.\nSpeaker 2: I don't know what to do.  Did something happen?\nSpeaker 3: It went away.\nSpeaker 2: May know what are you seeing right now on your phone?  after you click register device?\nSpeaker 3: I don't really see anything.  I'm back to like authenticator.  On top I have authenticator, search plus.  and I see Accenture ####### ########################## and then there's like a blue kind of circle that says scan QR code.  Your account provider will display a QR code or enter code manual.  I don't know what code.\nSpeaker 2: Okay, you're all set here.  We're checking here #######.  You're already set up your new phone, okay, and become passwordless.  So you're already all set and you're good to go right now.\nSpeaker 3: Hold on, where am I good to go?  So after I set up this authenticator, how and where do I get my email, my Teams, my TME, my all that stuff, where do I go?  What do I do?\nSpeaker 2: If you want to test your authenticator app, you may try to access any Accenture sites from your phone, or you may try to install Teams and Outlook and try to test your authenticator app.\nSpeaker 3: Okay, so really, Previously, I installed a portal, so company portal, so I should be able to sign in and it says authenticator locked, unlock, okay.  Big account, okay.  Loading company resources, Accenture, okay.  So where do I get... Teams, Accenture Teams, or how do I get Accenture Teams and Outlook?\nSpeaker 2: I would just go to App Store and search for Teams and Outlook.\nSpeaker 3: It's going to work with my... I thought there was some special... So I just tried to upload my... install my T&E.  and a portal Microsoft would like to install.  Okay, install it.  So hold on, let me try.  So I just go to App Store and I search for Microsoft Outlook?\nSpeaker 2: Correct, as well as Teams.  It's the regular application.\nSpeaker 3: Okay, and I installed it.  Hold on.  Let me just make sure I can get it set up while I have you.  I would just hate calling first time.  If you could just give me a couple of minutes, please.  I really would appreciate it.  Just my morning has been hell.  Okay.  So I installed Outlook.  Now I'm opening Outlook.  So it says in account, so I just... Add account, so I type #################, like my Accenture email?  Mm-hmm.\nSpeaker 2: Correct.\nSpeaker 3: Okay.  Add.  #############.  Add account.  Okay.  Please authenticate.  Open Authenticator.  Nothing is opening, really.  I don't know.  It's not opening anything.  It's kind of weird.\nSpeaker 2: Let me try to check your notifications in your phone.  It will be prompted there.\nSpeaker 3: It says checking app status or something.  Your organization is now protecting its data in this app.  You need to restart the app to continue.  Let's continue checking app status.  I'm not quite sure what's going on.\nSpeaker 2: I'm not worried.  That's normal.  That's part of the process.\nSpeaker 3: That's normal, okay.  Okay, it says again, your organization support team is now helping you protect work or school data in this app.  Okay.  To access your organization's data with this app, set a PIN.  Okay.  But before, I didn't have to enter any PINs.  PIN does not meet the requirements.  Okay.  So I would have to enter this each time I'm going to open an app?  This PIN thing?  Yes.  Are you kidding me?\nSpeaker 2: I didn't have to do that before.  Yes, but normally if you have already the face ID in your phone, you may also try to face ID.  That's the only just added security.\nSpeaker 3: But let's make sure I, my problem is I got new phone and zero documentation.  No, like email or something like, hey, #######, follow this instruction, set up everything properly, right?  Like zero, zero.  And I'm scrambling, right?  So, now, Accenture Teams of Use.  In order to access Teams resources, you must read the Terms of Use.  Okay.  Okay, okay, okay, okay, okay.  Accept.  Okay.  So, I don't know.  Have I set up face?  I have not set up face.  I just... Okay, so I got my mail, email installed.  Okay, great.  Now, how do we make sure that... my whatever face stuff is installed.  Where do I go for that?  to make sure it's installed?\nSpeaker 2: What do you mean?\nSpeaker 3: Well, you just told me like if your face is, you know, your face thing.\nSpeaker 2: The pin in your Outlook or in your Teams is only an added security.  But if you have already a face ID in your phone, Normally, if you want to access, try to open up Outlook, it will be just automatically recognize your face ID, but sometimes it will ask you for a PIN, but it's not always asking for a PIN.\nSpeaker 3: Okay.  Well, hopefully it will work.  All right.  Okay, well, I guess for now, thank you.  That's hopefully the last time I call.\nSpeaker 2: Okay, and no worries, #######, you're all set and we can also check this in our end that your MFA is already successfully or your new device is already successfully registered, okay?  And you're good to go right now.  You can now use your new phone to authenticate.  Okay, all right.  Okay, well thank you.  Thank you so much, #######, and have a great day.  And I'll be tagging a sticker, so when we receive an email, if you have time, you may also leave some feedback.  Bye for now, #######, and have a great day.  Bye.  Bye, you too.  Thank you.  I appreciate it.\n</call_transcript>\n<summary>\nAn employee, #######, calls the CIO Service Desk for the third time today, frustrated with setting up their new phone. They are unable to access Authenticator, and their password isn't working, blocking them. They express frustration with previous agents providing temporary fixes and disappearing, leaving them in a cycle of repeated troubleshooting.\n\nThe helpdesk agent, ####, after confirming employee details and ticket number, guides the employee through resetting the authenticator app, generating a temporary access pass, and setting up Outlook and Teams on the new phone. The employee expresses frustration with the lack of documentation for new phone setups and the added security measures like PINs. The agent confirms the new phone is successfully registered and MFA is working, enabling the employee to access company resources. The call concludes with the employee expressing gratitude and the agent offering a feedback survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the employee's frustration, the specific issues with the Authenticator app, and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call, which is the employee's difficulty in setting up their new phone. The summary is coherent, with a clear structure that follows the flow of the conversation. It is accurate, reflecting the key details and outcomes of the call without introducing any false information. However, it could be slightly more complete by mentioning the specific steps the agent took to resolve the issue, such as guiding the employee through the Authenticator app setup and generating a temporary access pass. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issues with setting up their new phone and the helpdesk agent's resolution. The summary has a clear structure, starting with the employee's problem and ending with the resolution, making it coherent and easy to follow.\n\nThe summary is accurate, reflecting the information presented in the call transcript without any false or misleading information. However, it could be more complete, as some details, such as the employee's frustration with the lack of documentation and the agent's explanation of the added security measures, are glossed over or not fully explored.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript, but could benefit from a bit more detail to make it more comprehensive.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Context: Third call of the day, new phone setup issues\n2. Main problem: Authentication/access issues\n3. Customer's frustration with previous support attempts\n4. Resolution process: Setting up authenticator, temporary access pass, and mobile apps\n5. Final outcome: Successful registration of new device\n\nThe summary is concise while maintaining essential details and follows a logical flow from problem to resolution. It accurately reflects the customer's frustration and the specific technical steps taken. The only minor weakness is that it could have mentioned the specific issue with the 30-minute wait time between temporary access passes, which was a source of frustration. However, this doesn't significantly impact the overall quality as the summary captures the core narrative and resolution effectively.\n\nThe summary successfully balances technical details with the emotional context of the interaction, providing a complete picture of both the problem and its resolution.",
        "claude_score": 9.0
      }
    }
  },
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    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 4) called the IT helpdesk (Speaker 5) from the Accenture office, needing to connect a client laptop to the network to access content and respond to emails. The automated system initially informed callers about high call volumes due to MyT performance issues, directing users to a \"gone phishing\" page. After a hold, Speaker 4 reached an agent (Speaker 5) and explained the issue. The agent acknowledged the inconvenience and offered assistance. The call ends abruptly with Speaker 4 saying \"Sorry? Hello?\" suggesting a potential disconnection or communication issue.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.7407407407407408
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your... Hi.\nSpeaker 3: We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: ###########################.\nSpeaker 5: Thank you.  And also your phone number, please.  ############.  Thank you so much.  #####, how can I assist you today?\nSpeaker 4: So I'm actually at the Accenture ######## office.  And I have a client laptop, which I need to connect to and get some content.  I need to respond to client e-mails.  So which network should I connect to and how do I connect to that network?\nSpeaker 5: I see, okay.  So that, I read the address as well for the inconvenience that cost you, but no worries since you got me on the phone, I'll try my best to assist you on this, okay?\nSpeaker 4: Sorry?  Hello?\n</call_transcript>\n<summary>\nAn employee (Speaker 4) called the IT helpdesk (Speaker 5) from the Accenture office, needing to connect a client laptop to the network to access content and respond to emails. The automated system initially informed callers about high call volumes due to MyT performance issues, directing users to a \"gone phishing\" page. After a hold, Speaker 4 reached an agent (Speaker 5) and explained the issue. The agent acknowledged the inconvenience and offered assistance. The call ends abruptly with Speaker 4 saying \"Sorry? Hello?\" suggesting a potential disconnection or communication issue.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the high call volume due to MyT performance issues and the specific problem faced by Speaker 4. It is relevant, focusing on the key issues discussed in the call. The structure is coherent, making it easy to follow the flow of the conversation. However, there are minor inaccuracies: the summary mentions \"gone phishing\" page, which might be a misinterpretation of \"gone phishing\" as a specific term rather than a general phishing issue. Additionally, the summary does not mention the initial automated prompts about different support options, which could be relevant for context. The summary also does not clarify the resolution or next steps provided by the agent, which affects completeness. Overall, the summary is fairly accurate but could be improved in terms of completeness and minor details.",
        "gpt_score": 7.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue and context of the call within a brief length. It is also relevant, focusing on the employee's problem and the helpdesk's response. The structure is coherent, with a clear flow of ideas that makes it easy to follow. The summary is accurate, correctly representing the information from the call transcript. However, the completeness is slightly compromised as the summary does not provide a resolution to the employee's problem, but this is likely due to the call ending abruptly. Overall, the summary effectively captures the essence of the call, but the lack of resolution might be seen as a minor drawback.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the context (employee at Accenture office needing network access for client laptop)\n2. Mentions the system announcement about MyT issues\n3. Notes the hold period and connection to an agent\n4. Accurately reflects the communication breakdown at the end\n\nThe summary is concise while including relevant details and maintains good coherence in its flow from initial context through to the call's end. It accurately represents the transcript's content without adding incorrect information.\n\nHowever, there are minor completeness issues:\n- Doesn't mention the initial menu options\n- Doesn't fully capture the agent's response about addressing the inconvenience\n- Could have been clearer about whether any actual resolution was reached\n\nThe summary's strength lies in its accurate portrayal of the call's progression and main points, but the lack of resolution information (though this may be due to the call ending abruptly) slightly impacts its completeness.",
        "claude_score": 8.0
      }
    }
  },
  {
    "instance_id": "1ebc846f-17fc-4048-9ca4-eb1fe09ab990",
    "train_trial_index": 0,
    "predicted_text": "An employee, ####, contacted the IT helpdesk because their Microsoft Authenticator app wasn't prompting them to enter a code when trying to access Teams on their new iPhone. The helpdesk agent, ###, troubleshooted the issue, first checking the phone's registration status and having the employee retry the sign-in process. After several attempts and verifying the app's settings, the agent guided the employee to access the Accenture site via a private browser window and use the \"other ways to sign in\" option. The agent then used 123rescue.com to remotely access the employee's computer and generate a temporary access password. Finally, the agent had the employee re-enable phone sign-in in the Authenticator app. After these steps, the employee was able to successfully authenticate and access Teams. The agent confirmed the issue was resolved and informed the employee that they would receive a survey.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 2415.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 2.1249141693115234,
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      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details if you are a contractor or do...\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.  All agents are still assisting other callers.  Please continue to hold.  Peak hours for incoming calls are between 8 and 10 a.m.  You can also contact us through web chat via techsupport.accenture.com.  If your query is not urgent, visit techsupport.accenture.com to log a ticket online.\nSpeaker 3: Your estimated wait time is about five minutes.\nSpeaker 2: We are currently experiencing very high call volume and apologize for the continued delay.  Please press 1 to leave a voice message and we will call you back as soon as we can.\nSpeaker 4: Hi, thank you for calling Service Desk.  This is ###.  Can I have your personal number, please?\nSpeaker 5: It's ###############.  Okay, #####.\nSpeaker 4: What is after that?  Okay, it's still loading up.  Still loading.  How about your Accenture email?\nSpeaker 5: It's ###########################.  Okay, hold on.  Can you please repeat to me your Accenture email?  Can you what?\nSpeaker 4: Can you please repeat to me your Accenture email?\nSpeaker 5: Sure, it's ##############.  ###################### still loading.\nSpeaker 4: #######\nSpeaker 5: uh-huh #####.\nSpeaker 4: Thank you for the patience, ####.  Wait for a few moments.  And how can I assist you today?\nSpeaker 5: So I got a new iPhone and I was getting it connected.  I was having some problems.  Someone helped me this morning.  I can't remember if it was even you today, but I got my phone registered, the device, and it was working for a while.  But then today I went to look at Teams, and it basically sent me a number to authenticate, but it never gave me the prompt to put in the number and confirm.  So just for whatever reason, that number doesn't seem to be being sent to the Authenticator app.  Does that make sense?\nSpeaker 4: Just wait for a few moments.  Let me have a check.  Still loading.  Wait for a few moments.  It's still loading up.  Sure.  Upon checking in here, your phone has already enabled the phone sign-in.  Can you please try to sign in again?\nSpeaker 5: Can I what?\nSpeaker 4: Upon checking in here, your phone has been registered already for the enable phone sign-in.  Can you please try to go back on the sign-in page?\nSpeaker 5: Okay.  I'm going to try and log in to the sign-in.  I put send notification.  It says open your Authenticator app and enter the number, which is 59, but the Authenticator app is already open, and usually it's gives me a prompt to put 59 in and I don't see it.\nSpeaker 4: Okay so on your authenticator app can you please try to scroll down even though it's just on the home screen because usually there is a notification when you try to scroll it down.\nSpeaker 5: I'm trying but it doesn't do anything.  when I scroll down it just says approve sign in and it has 59.  But there's nowhere to put the 59 in.\nSpeaker 4: And where is it asking for a 59?  Is it from your phone or on your laptop?\nSpeaker 5: Phone.  And then it just gave me a request timeout.\nSpeaker 4: Okay.  Can you share a few moments?\nSpeaker 5: Do you see my request on your end?\nSpeaker 4: Nope.\nSpeaker 5: Okay.  No, you don't see it or no, you can't see it?\nSpeaker 4: No, you usually cannot see it.  I see, okay.  So please try to authenticate yourself again for the last time.\nSpeaker 5: Okay.  So I'm going to hit the next button.  And then it gave me the same number, 59.  It says open your Authenticator app and enter the number shown to sign in.  But the Authenticator app's already open.  That's where I'm getting the 59 from.\nSpeaker 4: Can you please try to close it and then try to go to the home screen of the Authenticator app?\nSpeaker 5: So press cancel.  So then it says fail to get valid credentials.  Do you wish to sign out and use another account?  That's on Teams.\nSpeaker 4: Okay, wait for a few moments.  So, if ever that's the case, ####, it does not work.  So, can you please try to go to Accenture site on your laptop?\nSpeaker 5: Okay, sure.  Which site?\nSpeaker 4: Please try to go to a site and open it in an encoded window.  You can try to use My Time and Expenses or the portal as long as it prompts you to sign in.\nSpeaker 5: It's not going to prompt me to sign in.  It says checking authentication and it was just accepted.  and now portal is opening up.\nSpeaker 4: Have you opened it in an incognito window or in a private window?\nSpeaker 5: It's not a private window, it's a regular.\nSpeaker 4: Please try to open it in a private window.\nSpeaker 5: Private, okay.  So it's asking for a password, but I don't have a password.  Do I put other ways to sign in?\nSpeaker 4: Okay.  Yes.  Can you please try to choose that?\nSpeaker 5: Okay.  Approve a request on my Microsoft Authenticator app.  Request wasn't sent.  We couldn't send a notification at this time.\nSpeaker 4: Okay.  Can you please try to go to the 123rescue.com?\nSpeaker 5: I'm sorry, go to where?\nSpeaker 4: Go to the site 123rescue.com.\nSpeaker 5: In the private tab or in a regular tab?\nSpeaker 4: In a regular tab.\nSpeaker 5: 123rescue.com.  Okay, support connection.  What is asking for a pin code?  All right, this is #######################.  Download or run applet download.  Okay, open the file.\nSpeaker 4: Yes.\nSpeaker 5: It says connecting.\nSpeaker 4: Please then click OK if there is some pop-up.\nSpeaker 5: Looks like it's waiting for you.\nSpeaker 4: Try to go to this site.\nSpeaker 5: Which site?\nSpeaker 4: My signing.  Okay, I think it's open.  So let's try to change this one.  Can you please open your Authenticator app on your phone?\nSpeaker 5: Yep, it's open.\nSpeaker 4: Can you please click on your Accenture email?\nSpeaker 5: Yep.\nSpeaker 4: Can you please tell me what are the options in there?\nSpeaker 5: Notifications enabled, one-time passcode, enable phone sign-in, change password, update...\nSpeaker 4: All right, so... Let's generate yourself a temporary access password.  #####, can you please click on the enable phone sign-in?\nSpeaker 5: Yep.\nSpeaker 4: Okay, just keep on proceeding until it asks for the tab.\nSpeaker 5: I'm there now.\nSpeaker 4: Okay, kindly please type the temporary access password.\nSpeaker 5: Yes.\nSpeaker 4: Are you able to get it?\nSpeaker 5: No.\nSpeaker 4: OK, wait for a few.  Oh, OK.  And once done, please click on OK, and then just keep on proceeding until it registers you.\nSpeaker 5: OK.  Now it's just back to the home screen.\nSpeaker 4: OK, great.  Can you please click on the Accenture email in there?\nSpeaker 5: OK.\nSpeaker 4: Is there any changes?\nSpeaker 5: It says passwordless sign-on enabled.\nSpeaker 4: OK, great.  One time check.  Now, can you please try to log in?\nSpeaker 5: Log into what?\nSpeaker 4: Your authenticator app, OK.  On my phone?  Yes.\nSpeaker 5: OK.\nSpeaker 4: And if ever the phone is still not working, just please do it for a replication time for that one.  Let's try the Accenture site.\nSpeaker 5: It looks like it's working now.\nSpeaker 4: Okay.  All right.  Good to hear that.\nSpeaker 5: But it did that this morning, and then it kind of ran out.  So, but you think we've got it now?\nSpeaker 4: Yes.  Let's try this for the last time.  Okay.  Are you able to receive now?\nSpeaker 5: Yes.\nSpeaker 4: Okay, good to hear that, ####.  So since it's now working, we can now then set this ticket close.  So upon resolution of this ticket, you'll receive a survey via email.  So please do provide us a feedback for the improvement of our services.  And that's all for today, and have a great day ahead.  Bye for now.\nSpeaker 5: Okay, thanks for your help again.\nSpeaker 4: You're welcome.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because their Microsoft Authenticator app wasn't prompting them to enter a code when trying to access Teams on their new iPhone. The helpdesk agent, ###, troubleshooted the issue, first checking the phone's registration status and having the employee retry the sign-in process. After several attempts and verifying the app's settings, the agent guided the employee to access the Accenture site via a private browser window and use the \"other ways to sign in\" option. The agent then used 123rescue.com to remotely access the employee's computer and generate a temporary access password. Finally, the agent had the employee re-enable phone sign-in in the Authenticator app. After these steps, the employee was able to successfully authenticate and access Teams. The agent confirmed the issue was resolved and informed the employee that they would receive a survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with the Microsoft Authenticator app and the steps taken to resolve it. It is relevant, sticking closely to the main topic of the call. The structure and flow are coherent, making it easy to follow the sequence of troubleshooting steps. The summary is mostly accurate, detailing the key actions taken by the helpdesk agent and the employee. However, it omits some minor details, such as the initial high call volume message and the specific troubleshooting steps involving the Authenticator app's settings. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with the Microsoft Authenticator app and the helpdesk agent's troubleshooting steps. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nThe summary is accurate, with the information presented matching the details in the call transcript. However, it could be more complete, as it glosses over some of the intermediate steps and issues encountered during the troubleshooting process. Nevertheless, it provides a fair description of the main problem and resolution.\n\nOverall, the summary is well-written and effectively conveys the essential information from the call transcript. While it could be more detailed, it is a good summary of the main points.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (Authenticator app not prompting for code entry)\n2. Identifies the context (new iPhone, Teams access)\n3. Accurately describes the troubleshooting steps in chronological order\n4. Includes the final resolution and mention of the survey\n\nThe summary is concise while maintaining all crucial information. It's coherent, following a logical progression from problem identification to resolution. The information is accurate, matching the transcript's events without misrepresentation. The summary successfully captures both the technical issue and the solution process.\n\nMinor improvement could be made by mentioning that the employee expressed concern about the solution potentially being temporary (\"it did that this morning, and then it kind of ran out\"), which might be relevant for future troubleshooting.\n\nOverall, the summary demonstrates excellent balance between brevity and completeness while maintaining accuracy and relevance.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ####, contacted the IT helpdesk because they were encountering an error while submitting their time and expenses for the first time. The error message stated, \"Total must equal amount originally entered for this expense.\" The IT agent, after verifying the employee's information, initiated a remote session via Teams to investigate the issue. After a brief hold, the agent determined the problem required specialized support and transferred the call to the MyD (My Time and Expense) support team. The IT agent explained they would mark the ticket as resolved but could reopen it if the MyD team advised the employee to call back. The call was then transferred to Accenture People Line, where the employee was prompted to make several automated selections.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.\nSpeaker 2: For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your eight digit.  Hi, all agents are currently assisting other.\nSpeaker 4: Hi, this is ####.  Can you please provide your personnel number?  Yeah, ########################################.  Okay, thank you so much for that.  and let me just take your account first.  you're on my end, okay Sorry, I'll let me just take your account first.  you're on my end, okay And how about your EID or accent your email?\nSpeaker 5: ######################.\nSpeaker 4: Okay, and then your callback number?  ############.  Okay, thank you so much for those information.  Let me just check your account for a second.  Wait a sec.\nSpeaker 5: Okay.\nSpeaker 4: Okay, thank you so much for those information.  ####, so how can I help you today?\nSpeaker 5: Yeah, I have a problem when I put in my expense.  It's my first time, so maybe this is the problem, but I don't know.  I mean, I'm getting an error, which I should not get, and I don't understand what to do.\nSpeaker 4: Okay, it's my time and expense?\nSpeaker 5: Yes, but...\nSpeaker 4: Okay.  Okay, for this one, ####, yes, I'm very sorry for the inconvenience, but since you've got me on the line, I'll try my best to help you with this one, okay?  And then, to further help you with this issue, ####, can we do our remote session as well?\nSpeaker 5: Okay.\nSpeaker 4: Okay.  I will be pinging you on Teams.  Just click this link to do the remote session, okay?  Wait a sec.  Okay, I already sent you the link.  Did you receive it?\nSpeaker 5: Yeah, should I do run the applet?\nSpeaker 4: Download the applet.\nSpeaker 5: Download or run?\nSpeaker 4: Download and then Once downloaded, can you open the app file?\nSpeaker 5: Yes.  Okay, I think we're connected.\nSpeaker 4: Okay, now connected.  Okay, can you click okay?  Can you show me the R that you're getting?\nSpeaker 5: I'm doing submit my time and expenses, and I get error.  Total must equal amount originally entered for this expense, ####.  And when I look at the expense, I don't see any issue or something.  So I don't know what is wrong here.\nSpeaker 4: OK.  Wait a sec.  Okay.  For this one, ####, can I ... let me just check this one first here on my end.  Can I put this call on hold for 10 minutes while I check on this one for you?  Okay.\nSpeaker 5: Sure, sure.  I'm holding.\nSpeaker 4: Okay.  Thank you.  Okay, thank you for patient hearing, ####.  Yeah, I'm here.  Yeah, for this one, ####, I'm asking for checking here on my end as well, and here on my resources.  I'll be transferring you to the proper support team, the support team of MyD, my time and expense, to further check this issue for you, okay?  So can I transfer the call to the MyD support?\nSpeaker 5: Yes, of course.\nSpeaker 4: Okay.  Okay, thank you so much for that.  Okay, so for this one, ####, I'll be now transferring the call.  So, since no further actions here on my end for now, I'll be now tagging the ticket here as resolved.  But once the support team advises you to reach out to us again, we can just reopen the ticket, okay?\nSpeaker 5: I don't understand what you asked me to do.\nSpeaker 4: I mean, I'll be now just tagging the ticket here as resolved since no further actions here on my end.  So once my time and expense support advise you to call us back and we can just reopen the ticket, okay?\nSpeaker 5: But who will contact me?  I need to submit my time.\nSpeaker 4: Yeah, I mean, I will be transferring you now, okay?\nSpeaker 5: Okay, do whatever you need to me.  Okay, thank you.\nSpeaker 4: Thank you.\nSpeaker 2: Thank you for calling Accenture People Line, your resource for HR and payroll answers.\nSpeaker 6: To continue in English, press 1.\nSpeaker 2: If you are calling from Canada's Quebec province and want to talk with someone in French, press 2.\nSpeaker 6: I'm sorry, I didn't get that.\nSpeaker 7: For inquiries about your health benefits and insurance, flexible spending account, 401k, or pension, press 1.  If you're an Accenture Federal Services employee, press 2.  For verification of employment, press 3.  If you're a managing director, press 4.  For all other inquiries, press 5.  Press 9 to repeat the options.\nSpeaker 6: Thank you for contacting Accenture PeopleLine.  Press 1. if you do not consent to having your call recorded for quality and training purposes.  For the purpose of resolving your inquiry, Accenture PeopleLine will document some personal data, including your employee ID, name, phone number and email, in our system.  You may request to modify or delete your personal data at any time.  Recorded calls will be stored for three months and will be used to identify process improvements as well as training and quality purposes only.  If you know your eight-digit personal number, please press 1.  If you are a contractor and do not know your personal number, press 2.  Please make a valid selection.  Please make a valid selection.  Please make a valid selection.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they were encountering an error while submitting their time and expenses for the first time. The error message stated, \"Total must equal amount originally entered for this expense.\" The IT agent, after verifying the employee's information, initiated a remote session via Teams to investigate the issue. After a brief hold, the agent determined the problem required specialized support and transferred the call to the MyD (My Time and Expense) support team. The IT agent explained they would mark the ticket as resolved but could reopen it if the MyD team advised the employee to call back. The call was then transferred to Accenture People Line, where the employee was prompted to make several automated selections.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with submitting time and expenses, the error message received, and the steps taken by the IT agent. The summary is relevant, focusing on the main topic of the call without extraneous details. It is coherent, with a clear structure and logical flow of ideas. The information is accurate, correctly reflecting the events of the call. However, the summary could be more complete by including the employee's confusion about the resolution process and the final transfer to the MyD support team. Overall, the summary provides a fair description of the main problems and resolutions but misses some minor details.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with submitting their time and expenses and the IT agent's attempts to resolve it. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the error message and the steps taken by the IT agent to investigate and resolve the issue. However, it does not mention the employee's confusion about what to do after the IT agent marked the ticket as resolved, which is a minor omission.\n\nOverall, the summary provides a fair description of the main problems and resolutions, making it complete. The only minor issue is the omission of the employee's confusion, but this does not significantly impact the overall quality of the summary.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately identifies the main issue (expense submission error)\n2. Includes the specific error message\n3. Chronicles the progression of troubleshooting (verification, remote session, hold)\n4. Describes the resolution (transfer to MyD support)\n5. Mentions the ticket handling process\n\nThe summary is concise yet comprehensive, maintaining good coherence by presenting events in chronological order. It's relevant, focusing on the core interaction without unnecessary details. The accuracy is high, correctly representing both the problem and the support process.\n\nMinor improvements could include:\n- Mentioning the initial confusion about ticket resolution/transfer process\n- Including the employee's expressed urgency about needing to submit time\n\nOverall, the summary provides a clear, accurate, and well-structured account of the interaction, with only minor omissions that don't significantly impact its effectiveness.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ########, contacted the IT helpdesk because they couldn't log into the Teams app on their new iPhone 16 Pro, despite being passwordless and using a PIN for email. The helpdesk agent, ###, confirmed the phone model and authenticator setup. The agent determined the new phone wasn't fully set up for the authenticator. The agent guided the employee to create a temporary access pass (TAP) on their laptop and then use it to enable phone sign-in within the Authenticator app on their iPhone. After completing these steps, the employee was able to access Teams. The agent created a ticket, marked it as resolved, and mentioned a survey would be sent. The employee initially thought they needed further assistance but then confirmed everything was working.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Service, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues.\nSpeaker 4: Hi, thank you for calling Service Desk.  My name is ###.  May  I have your personal number, please?\nSpeaker 5: Yeah, it's ###############.\nSpeaker 4: Thank you.  And can you also provide me your Accenture email, please?\nSpeaker 5: Yeah, you want me to spell it or just say it?\nSpeaker 4: You can just say it.  Thank you.\nSpeaker 5: #################################.\nSpeaker 4: Thank you, ########.  And can you also provide me your contact phone number, please?\nSpeaker 5: ############.\nSpeaker 4: Thank you.  And how can I help you today, ########?\nSpeaker 5: I'm having all kinds of technical issues.  log into Teams on my phone, like the Teams application on my phone.  But it asks me to put in my password, but I'm passwordless.  So I only have a PIN number for my email, so I can't log into Teams.\nSpeaker 4: Okay, so sorry to hear that, ########, that you're having this login issue on Teams app on the phone.  No worries, we can definitely help you with that.  But I just want to confirm, ########, what's the model of the phone that you're using right now?\nSpeaker 5: iPhone 16 Pro.\nSpeaker 4: iPhone 16 Pro, thank you.  Let me just check right here, your account, and give me a second.  Okay, and to confirm as well, ########, did you already set up your iPhone 15 for the Authenticator, correct?\nSpeaker 5: Yeah, I have the Authenticator.\nSpeaker 4: I just downloaded that.  Okay, so ########, as per checking here, your new phone is not fully set up for the authenticator.  So that's the reason why when you try to log into Teams, it's asking for a password.  So yeah, for this one, ########, we just need to create a tap or a temporary access pass on your Accenture laptop so that we can fully set up your authenticator.  So may I confirm if you can access Teams right now on the laptop?\nSpeaker 5: Yes, hold on, hold on.  I'm going to my laptop right now.\nSpeaker 4: Okay.\nSpeaker 5: Okay, I'm on my laptop.\nSpeaker 4: Okay, so let me send you a message.  ########, give me a second.  Okay, I sent it ########, just click the link and let me know if you were able to access it, okay?  Take your time.\nSpeaker 5: Okay, I'm clicking it right now.\nSpeaker 4: Okay.\nSpeaker 5: It's opening.\nSpeaker 4: All right.  So once you can see the site, ########, just click your Accenture account and click Create Tab button and just copy the tab that will pop up and paste it on any notes on your machine, ########, and let me know when it's done, okay?  Take your time with that.  Okay.  I'm copying it.  Okay.\nSpeaker 5: Okay.  I got it.\nSpeaker 4: All right, perfect.  Now, ########, open the Authenticator app on your iPhone 16, please.\nSpeaker 5: Okay.\nSpeaker 4: Okay.\nSpeaker 5: Okay.\nSpeaker 4: Okay.  Since it is open right now, ########, can you click the Accenture account that you can see there, and can you tell me if you can see there a word, enable phone sign-in or set up phone sign-in?\nSpeaker 5: Actually, enable phone sign-in.\nSpeaker 4: All right.  Please click that one and continue, and there should be option there, use temporary access pass.  Yeah.  Yeah.  And take your time.  Okay, take your time, ########.  I'll wait.\nSpeaker 5: Okay.\nSpeaker 4: I clicked.  Just sign in.  Okay, sorry.\nSpeaker 5: Okay, I did it.\nSpeaker 4: All right, perfect.  And what can you see now, ########?\nSpeaker 5: It just took me back to the main authenticator page.\nSpeaker 4: All right.  Perfect.  Let me just double check first your account, ######, here.  And sorry to interrupt earlier.  Let me check your account.  Still checking.\nSpeaker 5: OK.\nSpeaker 4: OK.  So yeah, ########, I can see here that your iPhone 16 is all set up, fully set up on the Authenticator.  So you cannot try to access Teams again, ########, using Authenticator only since you are passwordless.  And just a heads up as well, if ever you have encountered any issues or error in accessing it.  right now, just wait for replication time, 30 minutes only.  Plug in again, ########, okay?  Since we just fully set up your Authenticator.  Just a heads up.\nSpeaker 5: Okay.  Oh, it looks like they signed me in, so I'm good.  They signed me in.\nSpeaker 4: Oh, okay.  All right.  Perfect.  So since you're all set, ########, I'll be creating a ticket right here, and I will tag it as resolved.  And you may also receive a survey via email.  If you have any positive feedback to provide, we would appreciate it, ########.  So thank you for your time, and have a great weekend ahead, ########.  Thank you.\nSpeaker 5: Hold on.  I think I may need help with something else.\nSpeaker 4: Oh, yeah, for sure.  Hold on.  Let me know.\nSpeaker 5: I'm checking if it works.\nSpeaker 4: What's your issue on your end, ######?\nSpeaker 5: I think I got it.  I think I got it.\nSpeaker 4: I think.  Okay, so you're all good now?\nSpeaker 5: Yeah.  Yeah.\nSpeaker 4: Okay.  Okay.  Thank you.  All right.  Yeah, you're welcome.  It's okay.  It's okay.  Have a great day ahead.  Bye-bye.  Bye.\n</call_transcript>\n<summary>\nAn employee, ########, contacted the IT helpdesk because they couldn't log into the Teams app on their new iPhone 16 Pro, despite being passwordless and using a PIN for email. The helpdesk agent, ###, confirmed the phone model and authenticator setup. The agent determined the new phone wasn't fully set up for the authenticator. The agent guided the employee to create a temporary access pass (TAP) on their laptop and then use it to enable phone sign-in within the Authenticator app on their iPhone. After completing these steps, the employee was able to access Teams. The agent created a ticket, marked it as resolved, and mentioned a survey would be sent. The employee initially thought they needed further assistance but then confirmed everything was working.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with logging into Teams on the new iPhone 16 Pro and the steps taken to resolve it. The information is relevant and sticks to the main topic without unnecessary details. The structure and flow are clear, making it easy to follow. The summary is accurate, reflecting the key actions and outcomes from the call transcript. However, it misses some minor details, such as the initial high call volume message and the specific steps the employee took to confirm the setup was complete. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's login issue with the Teams app and the helpdesk agent's solution. The summary's structure is coherent, making it easy to follow and understand the sequence of events.\n\nIn terms of accuracy, the summary correctly identifies the problem, the steps taken to resolve it, and the outcome. It does not contain any false or misleading information. The summary also provides a fair description of the main problem and its resolution, making it complete.\n\nHowever, the summary could be improved by including more specific details about the initial issue with the MyT performance and the phishing page, as mentioned in the call transcript. Nevertheless, this information is not crucial to understanding the main issue and its resolution.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (Teams login problem on iPhone)\n2. Accurately describes the root cause (incomplete authenticator setup)\n3. Correctly outlines the solution process (TAP creation and authenticator setup)\n4. Includes the resolution (successful Teams access)\n5. Mentions follow-up actions (ticket creation and survey)\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem to resolution. It avoids unnecessary details while keeping all relevant information. The language is clear and professional.\n\nMinor improvements could include mentioning that the issue was related to a new phone setup, which provides important context. However, this doesn't significantly impact the summary's quality as the essential information is present.\n\nThe summary is factually accurate, with no misrepresentations of the conversation or technical steps involved. It also captures the brief moment of uncertainty at the end where the user thought they needed additional help but then confirmed everything was working.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee called the Accenture CIO Technology Services helpdesk. The automated system provided several options: password reset/account unlock (press 0), technology/application support (press 1), and video conferencing services. It also directed users to go.accenture.com/gopasswordless to check passwordless status, offering options to speak to an agent or use self-help if passwordless, or continue with password reset options if not. For login issues due to a disabled account, users were instructed to press 9. The system also mentioned password reset via myid.accenture.com or an automated utility (press 2). The call may be recorded, and users could press 0 to opt out or learn more about data usage.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other videos.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, Press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with the further options for enterprise password reset.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 2.  If you are unable to log into your PC due to an error at the login screen and your account has been disabled, press 9.  If you have forgotten your password, press 9.\nSpeaker 4: You know, you won't talk to somebody that doesn't know you at all.  I don't know myself.  To access your voice mailbox, press 1 to discuss who has what new message.  First new message received Friday at 11.13 AM.  Welcome to Accenture CIO Technology Services.  For the purposes of assisting you with your inquiry, some personal data is held on our system.  Your call may be recorded for quality purposes.  If you do not wish to be recorded or wish to know more about how your personal data is used, please press zero.  For enterprise password reset and account unlock, press zero.  For technology and business, to check if your account is passwordless, Please visit go.accenture.com.  slash gopasswordless if you are passwordless.  Step one, speak to a live agent or use the site's telltale option.  If you are not passwordless yet, press 2 to continue with this option for enterprise if you are unable to log in to your PC.  If there is an error, log in screen that your account has been disabled.  Press turn.  If you have a computer,\n</call_transcript>\n<summary>\nAn employee called the Accenture CIO Technology Services helpdesk. The automated system provided several options: password reset/account unlock (press 0), technology/application support (press 1), and video conferencing services. It also directed users to go.accenture.com/gopasswordless to check passwordless status, offering options to speak to an agent or use self-help if passwordless, or continue with password reset options if not. For login issues due to a disabled account, users were instructed to press 9. The system also mentioned password reset via myid.accenture.com or an automated utility (press 2). The call may be recorded, and users could press 0 to opt out or learn more about data usage.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main options provided by the automated system, making it easy to follow. It accurately mentions the key options: password reset/account unlock, technology/application support, video conferencing services, and the steps for checking passwordless status. It also correctly notes the instructions for login issues due to a disabled account and the password reset via myid.accenture.com or an automated utility. The mention of the call recording and data usage opt-out is also accurate.\n\nHowever, the summary could be improved in terms of completeness. It does not mention the specific details about accessing the voice mailbox or the exact steps for each option, which might be relevant for a comprehensive understanding. Additionally, the summary could better reflect the somewhat disjointed nature of the transcript, which includes repeated and overlapping information.\n\nOverall, the summary is relevant, coherent, and mostly accurate but could be more complete.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main information from the call transcript in a brief manner. It is also relevant, focusing on the main topic of the helpdesk call and the options provided by the automated system. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary appears to be factually correct, matching the information provided in the call transcript. However, it does not mention the part about accessing the voice mailbox, which is present in the original transcript. This might be considered a minor omission, but it does not significantly impact the overall understanding of the main topic.\n\nRegarding completeness, the summary covers the main options and instructions provided by the automated system, giving a fair description of the main problems and resolutions.\n\nOverall, the summary is well-written, and its strengths outweigh its minor weaknesses.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the automated phone system menu with good attention to detail:\n1. Conciseness: Successfully condenses multiple menu options into a clear, organized paragraph without unnecessary details\n2. Relevance: Maintains focus on the core service options and navigation instructions\n3. Coherence: Presents information in a logical flow, making the menu structure easy to understand\n4. Accuracy: Correctly represents the menu options, phone numbers, and website addresses mentioned in the transcript\n5. Completeness: Covers all major options presented in the system (password reset, account unlock, tech support, video services)\n\nMinor improvements could be made by:\n- Better organizing the password reset options which appear somewhat scattered\n- Clarifying the distinction between different \"press 9\" options\n- Adding more structure to separate the main service categories\n\nOverall, the summary achieves its primary goal of conveying the essential information from a complex phone menu system in an understandable way.",
        "claude_score": 8.0
      }
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    "predicted_text": "An employee, ########, called the CIO Service Desk to follow up on a previously submitted help ticket regarding a non-functional laptop. The employee provided their employee number, enterprise ID, and callback number for verification. They expressed the need for the ticket to be escalated to the local help desk team for laptop repair. The service desk agent apologized for the inconvenience and informed the employee that they would contact their SMEs to assign the ticket to local tech support. The agent advised the employee to keep their lines open and confirmed the employee's Accenture email for contact. The employee was told to expect a call or email from local tech support that day after the ticket was updated.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing... For Technology and Business Application Support, press 1.  For Mobile Communication... Please enter your 8-digit personnel number so we can locate your details if you are a contractor.  Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.  All agents are currently assisting other callers.  Please continue to hold if you would prefer.\nSpeaker 2: Hi, this is ###.  Thank you for calling CIO Service Desk.  Can I have your employee number?\nSpeaker 3: Hi, yes.  My employee number is ###############.\nSpeaker 2: Thank you so much.  And can I confirm as well your enterprise ID?\nSpeaker 3: Yes, my enterprise ID is ##############, ############### dot #########.\nSpeaker 2: Thank you, ########.  And in case this call got disconnected, can I have a callback number?\nSpeaker 3: Yes, callback number ############.\nSpeaker 2: Thank you so much, and how can I help you today?\nSpeaker 3: I submitted a help ticket with you earlier.  about how my laptop is not working, and I need to be submitted to the local help desk team, but it hasn't been submitted to them yet.  So I'd love if you were able to push that through to them so I could get the ball rolling on getting the laptop fixed.\nSpeaker 2: I see.  So that's great.  I'll be assisting you with this issue, and I'm sorry for the inconvenience.  So I'll be reaching out with my SMEs, and I'll be informing that you called us back.  so that we could assign this ticket to the local tech support.\nSpeaker 3: That would be great.\nSpeaker 2: So can I put the call on hold for a moment for about two or three minutes?  Thank you, I'll be back.  Thanks.  Thank you for waiting and stay on the line.  Yep.  So I already informed my SMEs regarding for this.  So my advice is just to keep your lines open for the support will reach out to you through call or email.  I'll be needing also to update your personal email or your essential email.  We'll be putting a contact email for this.\nSpeaker 3: Yeah, my Accenture email is fine.  I have access to Outlook and Teams on my mobile device.\nSpeaker 2: Thank you so much for that confirmation.  So kindly expect a call or email within this day from the local tech support after I update the ticket.\nSpeaker 3: Okay, sounds good.  Thank you so much.\nSpeaker 2: Thank you for calling and have a great day ahead, ########.\nSpeaker 3: Thank you so much.  You too.  Bye-bye.\nSpeaker 2: Bye.\n</call_transcript>\n<summary>\nAn employee, ########, called the CIO Service Desk to follow up on a previously submitted help ticket regarding a non-functional laptop. The employee provided their employee number, enterprise ID, and callback number for verification. They expressed the need for the ticket to be escalated to the local help desk team for laptop repair. The service desk agent apologized for the inconvenience and informed the employee that they would contact their SMEs to assign the ticket to local tech support. The agent advised the employee to keep their lines open and confirmed the employee's Accenture email for contact. The employee was told to expect a call or email from local tech support that day after the ticket was updated.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with a non-functional laptop and the need to escalate the ticket to the local help desk team. It captures the relevant details such as the employee's verification information and the service desk agent's actions and advice. The structure and flow are clear, making it easy to understand. The information is accurate and matches the call transcript without any misleading details. However, the summary could include the initial context about high call volumes and the phishing page issue mentioned at the beginning of the transcript for completeness. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their laptop and the steps taken by the service desk agent to resolve the issue. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the employee's details, the issue with the laptop, and the actions taken by the service desk agent. The summary also provides a fair description of the main problem and resolution, making it complete.\n\nHowever, the summary could be improved by including more specific details about the initial issue with the laptop and the expected outcome of the service desk agent's actions. Nevertheless, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: Maintains brevity while including essential details about the issue and resolution\n2. Relevance: Focuses on the main purpose of the call (escalating laptop repair ticket) without including unnecessary information\n3. Coherence: Presents information in a logical flow from identification to resolution\n4. Accuracy: Correctly represents the conversation details, including verification process and next steps\n5. Completeness: Covers both the problem (non-functional laptop needing local help desk attention) and resolution (ticket to be escalated with follow-up expected)\n\nMinor improvements could include mentioning the initial automated message about system issues, though this wasn't directly relevant to the caller's specific issue. The summary effectively captures the interaction's essence while maintaining professional tone and including all crucial details for understanding the service request and resolution path.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "31be7838-8f02-41be-ad96-6c8a05cc05c8",
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    "predicted_text": "An employee, ########, contacted the IT helpdesk because their MacBook Pro won't turn on. They visited an Apple Store and confirmed the charging port is broken and not charging with any charger. The laptop battery is dead. The IT agent, after confirming the issue, wants to perform basic troubleshooting steps, despite the employee stating they are in their car and nothing is plugged into the laptop. The agent plans to escalate the issue to local tech support for a potential replacement, acknowledging the employee's concern about MacBook support in their smaller office.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Room, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile Communication Support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details if you are a contractor.\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 5: Yeah, if you're not able to provide the employer number, kindly spell your Accenture email address, and you can kindly use phonetic alphabetical to spell that part.  Thank you.\nSpeaker 6: I'm sorry, what?\nSpeaker 5: You can spell your Accenture email, and please use phonetic alphabetical.\nSpeaker 6: Sure.  It's ########, ###############  ######, ###########.\nSpeaker 5: ###############, right?  Yes.  Checking, one moment.  Okay.  ########, can you also provide your callback number, please?\nSpeaker 6: ############.\nSpeaker 5: To confirm, ########, your callback number is #######################.  No, sorry, ########.  Okay, thank you.  How can I help you?  You mentioned that your laptop is not turned on.  Am I correct?\nSpeaker 6: So, I just confirmed that it's not actually the charger.  It's the charging port itself.  So, I need a new computer.  Like, overnighted, if possible.\nSpeaker 5: I apologize first for the inconvenience and will do my best to help you, okay?  To clarify, the issue is the laptop port, like, the port of the charger on your laptop.  Am I correct?\nSpeaker 6: It won't turn on because the charging port is broken, so I can't charge the computer.\nSpeaker 5: So it's now dead.  Let's clarify that one, ########, okay?  Okay.  Is the issue is the charger only or the laptop itself?  No.\nSpeaker 6: No, no, no.  It's not the charger at all.  I just went to the Apple Store to confirm that it's not my charger, and they used the.  they use two other chargers and then also checks those chargers on one of their computers.  So it's, in fact, the actual computer's charging port that will not work with any charger.\nSpeaker 5: Okay.  So to clarify again, ########, charger works, however, the laptop or the port on the laptop is not working, right?\nSpeaker 6: Yes, and the computer is dead because I cannot turn it on or charge it.  because the battery does.\nSpeaker 5: ########, let's do some basic troubleshooting first, okay?  Then after that, just in case issue persists, it won't work, we will proceed with assigning the ticket to the local tech support, and local tech support is the one who will assist you for the replacement machine, just in case you need that, okay?\nSpeaker 6: Okay, the problem is I have a MacBook Pro, So will my local IT be able to assist me with that?  Because I'm in a smaller office.  I'm in the ######  #### office.\nSpeaker 5: Okay.  Just in case that's the case, they are the one who will assist you with that one.  They will advise you about it.  But right now, what I want you to do is to do basic troubleshooting to check if issue persists, then we will assign it to the local flexible.  Okay?  I want you to please unplug all of the connected wires to your machine, like the mouse, if you have headset unplugged.\nSpeaker 6: Nothing's plugged in.  I'm in the car.  I just left the Apple store.  Nothing will turn on.\n</call_transcript>\n<summary>\nAn employee, ########, contacted the IT helpdesk because their MacBook Pro won't turn on. They visited an Apple Store and confirmed the charging port is broken and not charging with any charger. The laptop battery is dead. The IT agent, after confirming the issue, wants to perform basic troubleshooting steps, despite the employee stating they are in their car and nothing is plugged into the laptop. The agent plans to escalate the issue to local tech support for a potential replacement, acknowledging the employee's concern about MacBook support in their smaller office.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the MacBook Pro's charging port and the IT agent's response. It is relevant, focusing on the key problem and the steps taken by the IT agent. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the details from the transcript without any false or misleading information. However, the summary could be slightly more complete by mentioning the initial high call volume and the phishing page issue, which provides context for the call environment. Overall, it captures the main concerns and resolutions well.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution discussed in the call transcript. It is also relevant, focusing on the employee's problem with their MacBook Pro and the IT agent's response. The summary has a clear structure, making it easy to understand and follow, which indicates good coherence. The information presented is factually correct, matching the details provided in the call transcript, which means it scores well on accuracy. Lastly, the summary provides a fair description of the main problem and the proposed resolution, indicating completeness. The only potential improvement could be a mention of the employee's request for an expedited replacement (\"overnighted, if possible\"), but overall, the summary covers the essential points effectively.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the core issue (MacBook Pro charging port failure) and the key events (Apple Store visit confirmation, helpdesk interaction). It maintains good conciseness while including essential details about the situation. The information is highly relevant, focusing on the technical problem and support process. The summary flows logically from problem identification to attempted resolution steps. Accuracy is strong, correctly representing the conversation details and the employee's situation. Regarding completeness, it covers both the technical issue and the organizational context (smaller office concern). However, it could have mentioned that this was verified with multiple chargers at the Apple Store to strengthen the diagnosis. The summary also effectively captures the slight disconnect between the agent's desire to troubleshoot and the customer's immediate situation (being in car post-Apple Store visit). Overall, the summary provides a clear, accurate, and well-structured representation of the interaction.",
        "claude_score": 9.0
      }
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    "predicted_text": "An Accenture employee, #######, contacted the IT helpdesk regarding an issue with the new online travel booking tool. The tool requires an expiry date for visa information when booking travel to India, but the employee's permanent resident card doesn't have one. This prevents them from completing the booking. The helpdesk agent, ####, confirmed the tool in question and asked about any error messages, which the employee described. The agent requested a screenshot of the error message to be sent via Teams. The employee agreed to recreate the issue and send the screenshot, estimating it would take about 10 minutes. They agreed to ping the agent on Teams once the screenshot was ready, and the call ended.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning Support, press 3.  For AEH applications such as ARC, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.  Please enter your 8-digit personnel number so we can... All agents are currently assisting other...\nSpeaker 2: Hi, thank you for calling Accenture CIO.  This is ####.  May I have your personal number, please?  ###########.\nSpeaker 3: ##, okay.\nSpeaker 2: Thank you so much for this.  Let me just pull up the information one second, okay?  OK.  And also, I would like to ask for your enterprise ID or Accenture email.\nSpeaker 3: OK.  It's ###############################.  ############# dot.  ############################.\nSpeaker 2: OK.  Thank you for that clarification, #######.  And also for your callback number.\nSpeaker 3: It is ############.\nSpeaker 2: OK.  And so, yes, how can I help you today, #######?\nSpeaker 3: So I am using the new travel booking tool.  And I don't know if you're the right person to talk to, but it is asking me to provide.  It is asking me to provide a visa information for going to India.  And the document that I have, it's a permanent resident card, which has no expiry date.  And expiry date is a mandatory fee.  So I'm not able to book travel to India.  How can I book travel?  Because the tool is not letting me book.\nSpeaker 2: Okay.  I just wanted to confirm, may I ask what is the tool that you are trying to use?\nSpeaker 3: Is the online travel booking tool the new tool that was rolled out?\nSpeaker 2: Online travel.\nSpeaker 3: Yes.\nSpeaker 2: OK.  Is there any error message that you receive?\nSpeaker 3: It says I do not have an expiry date on this document.  So when I leave it blank, it says you can't proceed until you fill the expiry date.  There is no expiry date that I can fill.  This document is a lifelong document.  I can travel to India whenever I want.  So I'm not sure how to proceed because this document has no expiry date.\nSpeaker 2: OK.  I would like to ask if you can take a screenshot of the error message and send it to my teams.  Would that be OK?\nSpeaker 3: OK.  Will you send it?\nSpeaker 2: Yes.  I'll ping you on Teams first.\nSpeaker 3: Okay.  I'm not in the screen right now, so I'll have to, like, fill it out again and send it to you.\nSpeaker 2: Okay.  Thank you so much.\nSpeaker 3: Okay.\nSpeaker 2: I'll just wait for the picture.  Okay.  Thank you.\nSpeaker 3: Do you want to call me back one side?  Because it's going to take me about 10 minutes to fill out all the fields and get to that screen.\nSpeaker 2: Yes, that is okay.  Would that be possible?  Yeah, I can just call you back around after 10 minutes, okay?  Or just ping me on Teams once you're ready.\nSpeaker 3: Yeah, I'll ping you on Teams.  Okay, thanks.\nSpeaker 2: Okay, thank you.\nSpeaker 3: Thank you.  Bye.\nSpeaker 2: Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture employee, #######, contacted the IT helpdesk regarding an issue with the new online travel booking tool. The tool requires an expiry date for visa information when booking travel to India, but the employee's permanent resident card doesn't have one. This prevents them from completing the booking. The helpdesk agent, ####, confirmed the tool in question and asked about any error messages, which the employee described. The agent requested a screenshot of the error message to be sent via Teams. The employee agreed to recreate the issue and send the screenshot, estimating it would take about 10 minutes. They agreed to ping the agent on Teams once the screenshot was ready, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the travel booking tool and the steps taken to resolve it. It is relevant, focusing solely on the problem and the interaction between the employee and the helpdesk agent. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, correctly reflecting the details from the transcript. However, the summary could be slightly more complete by mentioning the specific error message about the missing expiry date and the callback arrangement. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and steps taken during the call within a brief length. The information presented is relevant to the main topic, focusing on the employee's issue with the online travel booking tool and the helpdesk agent's response. The summary has a clear structure and flow of ideas, making it easy to understand and follow. The information is factually correct, with no false or misleading information. The summary provides a fair description of the main problem and the steps taken towards resolution, although it does not include the final resolution as it was not reached during the call. Overall, the summary meets the criteria for a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple areas:\n1. Conciseness: It captures the essential elements of the conversation without unnecessary details, maintaining brevity while being informative.\n2. Relevance: All information included directly relates to the core issue of the travel booking tool problem.\n3. Coherence: The summary follows a logical flow, starting with the problem identification, moving through the discussion, and ending with the agreed-upon next steps.\n4. Accuracy: The details presented accurately reflect the conversation, including the specific issue with the permanent resident card's expiry date and the agreed solution.\n5. Completeness: The summary covers all key aspects - the initial problem, the specific challenge with the expiry date requirement, and the resolution plan to share screenshots via Teams.\n\nMinor improvement could be made by mentioning that the agent offered to call back after 10 minutes, but this is a relatively minor detail that doesn't significantly impact the summary's overall quality.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, ######, called the CIO Service Desk because they were unable to access their authenticator app, which was prompting for a password despite the user believing they were passwordless. The helpdesk agent, ######, confirmed the issue and guided the employee through generating a temporary access pass via Microsoft Teams. The employee successfully created and entered the temporary password into the authenticator app. However, the app continued to load and failed to send a notification. The agent advised the employee to restart their phone and try again after 30 minutes, suggesting a possible delay due to recent sign-in activity.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to... Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor...\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Hi, this is ###### from CIO Service Desk.  May I have your personnel number, please?\nSpeaker 5: ########\nSpeaker 4: OK.  And how about your enterprise ID or Accenture email?\nSpeaker 5: #################################.\nSpeaker 4: OK.  And your callback number, please?\nSpeaker 5: ##############.\nSpeaker 4: Okay, perfect.  So yep, by the way, how can I help you today, ####?\nSpeaker 5: I'm trying to connect to my authenticator, and I'm not getting the ...I'm not getting the notification.  I'm asking my password.  So how do I reset my password?  I think I'm passwordless.\nSpeaker 4: Okay, I see.  So by the way, ######, it's hard to hear that you're not able to sign in.  to your Authenticator application as it is asking for a password.  But don't worry, since you got me here on the line, I am more than happy to assist you with this one, okay?  By the way, may I ask, ####, if you have access to your Microsoft Teams in your laptop or in your mobile phone?\nSpeaker 5: Yes, I do.\nSpeaker 4: Okay.  I'll be sending you a message in your Microsoft Teams chat, and please check if you can receive my message, okay?  Okay, I just sent you the message.  Could you please check it?  So please try to access the link that I sent to you so that we can generate a temporary password.\nSpeaker 5: Okay.  So, select.\nSpeaker 4: you would like to create a tab.  Okay, select your extension email.  And then, by the way, once you click that create app button, a code will be created.  displayed in your screen, and then you need to copy that one within 30 seconds because it will automatically disappear.\nSpeaker 5: So just copy that?  Okay, let's just create and copy it then.  Yes, please.  Oh, it says 30 minutes.  Okay, I just copied it.  Copy.\nSpeaker 4: Okay, perfect.  Now, please go back to your authenticator application.\nSpeaker 5: Okay.  Okay.\nSpeaker 4: So, is it still asking for a password?  Yeah.  So, please type any password.\nSpeaker 5: So, enter that.\nSpeaker 4: No, please type any password first.\nSpeaker 5: Any password, okay.\nSpeaker 4: Yep, any password.\nSpeaker 5: That I need to remember?\nSpeaker 4: No, just enter any password until you got the options, other ways to sign in.\nSpeaker 5: Okay, enter password, your password does not match, incorrect.\nSpeaker 4: Now, do you have other options like other ways to sign in or use Temporary Access Pass instead?\nSpeaker 5: Sir, can you sign in now?\nSpeaker 4: Okay, could you please close your Authenticator app and then try to reopen again?  OK.  So is it still asking for a password?\nSpeaker 5: Checking for a notification.  Your sign-in information may have changed.  You need to log in again to your account.  Continue.\nSpeaker 4: Yes, please.\nSpeaker 5: Temporary access password, yes.  It is asking for a temporary access password.  So enter what I copied?\nSpeaker 4: Yep.  If it is asking for a temporary access password, please try to enter the code that you have generated.  Okay, so how is it now?\nSpeaker 5: Checking for notifications.  Okay.  I think it's checking for notifications.\nSpeaker 4: Okay.  Okay, so is it still loading?\nSpeaker 5: It's still loading, yes.  Okay.  Should I try to get the notification?\nSpeaker 4: Is it already?  Are you able to sign in now?\nSpeaker 5: It is checking for notification.  I think I am signing in.  Let me just see if I send a notification again to see if I receive something.  It is checking for notification.\nSpeaker 4: So if that is the case, you need to wait for the Authenticator application to be fully set up.  So could you please go back to your Authenticator app?\nSpeaker 5: Office 365 location, #######.  Enter the number shown in the sign-in.  Okay.  Okay, let me just next.  Again, try to get it again.  Let me sign in.  I'm trying to send notification for my system to log in.  Request wasn't sent.  Check your send notification at this time.  We could not send a notification at this time.  Please check your app for pending notification.  Tap next to send another request.  Send another request?\nSpeaker 4: No, it's not.  No, please try to close your Teams and then try to sign in again.  If you're getting the same message, you need to restart your phone and then you may try to sign in again after 30 minutes because you have just signed back in.\nSpeaker 5: So restart my computer?\nSpeaker 4: Your phone.\nSpeaker 5: Oh, restart my phone.  And why does it happen?\n</call_transcript>\n<summary>\nAn employee, ######, called the CIO Service Desk because they were unable to access their authenticator app, which was prompting for a password despite the user believing they were passwordless. The helpdesk agent, ######, confirmed the issue and guided the employee through generating a temporary access pass via Microsoft Teams. The employee successfully created and entered the temporary password into the authenticator app. However, the app continued to load and failed to send a notification. The agent advised the employee to restart their phone and try again after 30 minutes, suggesting a possible delay due to recent sign-in activity.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the authenticator app, the steps taken to resolve it, and the final advice given by the agent. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. The accuracy of the summary is high, as it correctly reflects the events and instructions given during the call. However, it misses some minor details, such as the initial troubleshooting steps and the specific interactions about entering any password and the temporary access pass. Overall, the summary provides a fair description of the main problems and resolutions but could be slightly more detailed for completeness.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's problem with the authenticator app and the helpdesk agent's solution. The summary has a clear structure, starting with the problem and then describing the steps taken to resolve it, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not mention the initial automated messages about performance issues with myT and the gone phishing page, which might be relevant context for the call. Despite this, the summary covers the main problem and resolution effectively.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (authenticator app password problem)\n2. Accurately describes the solution attempt (temporary access pass generation)\n3. Includes the final outcome and resolution steps\n4. Maintains good flow and logical progression\n5. Stays concise while covering essential details\n\nThe summary demonstrates strong coherence by presenting the problem, attempted solution, and outcome in a logical sequence. It's accurate in its representation of events and doesn't include any misleading information. The length is appropriate, avoiding unnecessary details while maintaining completeness.\n\nMinor improvement could be made by mentioning the initial system-wide myT performance issues announced at the start of the call, though this wasn't directly related to the user's specific problem.\n\nOverall, the summary effectively balances all evaluation criteria while maintaining clarity and usefulness.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "6d9f013e-371b-4335-8b25-ebe9af107f4e",
    "train_trial_index": 0,
    "predicted_text": "An employee, #######, contacted the IT helpdesk because they were locked out of their account and received an error message stating their sign-in was successful but didn't meet the criteria to access the resource, indicating a device compliance issue. The helpdesk agent collected the employee's information and determined the device was non-compliant due to conditional access. The agent instructed the employee to go to 123rescue.com and provided a PIN to connect to a remote expert for remediation. After initial difficulties with the PIN, a new one was generated, and the download started. However, due to a lack of available remote experts, the agent scheduled a remote session for the following day at 9 AM PST, estimating the resolution time to be under an hour. The employee will receive an email confirmation.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the... Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions.\nSpeaker 3: Hi, this is agent from CAO.  Can you please have your employee number?\nSpeaker 4: Yeah, it's #########.\nSpeaker 3: Thank you very much.  And you can also have your official email as well.\nSpeaker 4: #################################.\nSpeaker 3: Thank you very much.  And lastly, could I also have your cell phone number as well?  ############.\nSpeaker 4: All right.\nSpeaker 3: Thank you for calling, #######.  How can I help you today?\nSpeaker 4: Hi.  So my account's locked out.  I can't log in.  It says you cannot access this right now.  So it's like almost like my computer's out of compliance or something.  All right.\nSpeaker 3: I'm very sorry to hear that.  Now that you got me on the line.  I will assist on this issue.  On the lockout issue, can you please elaborate on the error message?  Can you please describe it to me fully?\nSpeaker 4: Yeah.  It says, Accenture brings up the sign-in to Microsoft Outlook with single sign-on.  The logo has my e-mail address, so #############################.  It says, you cannot access this right now in bold letters.  It says, your sign-in was successful but does not meet the criteria to access this resource.  For example, you might be signing in for a browser app or location that is restricted by your admin.\nSpeaker 3: All right, now I understand.  So yes, your device is under uncompliance and also under conditional access.  And so for us to be able to remediate that, kindly go to your browser and go to 123rescue.com.  I'm going to connect to you there and connect you to one of our remote experts, and they will be the ones to remediate your device.  So again, go to 123rescue.com.\nSpeaker 4: I'm trying to get to a browser.  Hold on a second.  Just trying to sign in is the issue.  Okay.  One, two, three, resource.com.  Okay.  And what's the password?  Or what's the PIN?\nSpeaker 3: Oh, one moment.  So the PIN should be 606666.  606666.\nSpeaker 4: Perfect.  Start download.  It says this code does not exist.  Please contact your support provider.\nSpeaker 3: Come again.  Can you please refresh the website?\nSpeaker 4: Okay, so 606666.  Correct?\nSpeaker 3: Yes, that's correct.\nSpeaker 4: Yes, this code doesn't exist.\nSpeaker 3: All right, let me generate another one.  All right, please refresh the page and enter 881254.  Okay.\nSpeaker 4: I'm refreshing it with this.  Okay, what is it?  Sorry.\nSpeaker 3: Again, the code should be 881254.  Okay, now it's downloading.  All right, once it's finished downloading, just open the file.  Check your download folder.\nSpeaker 4: I clicked the wrong one.  Yeah, I'm opening it right now.\nSpeaker 3: All right, one moment.  I will connect to you shortly.  Perfect.  Great, one moment, please.  Everybody just wait a minute.  All right, I will continue now.  Just kind of accept the invitation.  All right.  Thank you very much.  So shortly afterwards, I should be communicating with my remote export.  Could I kind of place you on hold for two minutes, and then we'll get back to you once I receive the response from the remote export?  Okay.  All right.  Thank you very much.  All right.  Thank you for patiently waiting, #######.  So again, apologies.  Upon further checking with my remote export, there seems to be no available remote export at the moment.  We kindly ask if you will be able to put this on schedule session at your earliest convenience tomorrow.  May I know what time are you available for tomorrow?   The time available for tomorrow is from 8 a.m.  to 8 p.m.  EST.\nSpeaker 4: How long do you think it will take for it to be resolved?\nSpeaker 3: It will just take under an hour.\nSpeaker 4: Okay.  I guess tomorrow at 9 works, 9 PST.  All right.\nSpeaker 3: Thank you for being so understanding and have a wonderful day today.  If I miss from now, you will receive an email confirmation about this.  Thank you very much.\nSpeaker 4: So 9 p.m So I guess like Eastern Time, that would be like 12 o'clock Eastern.\nSpeaker 3: Yes, I understand.  Thank you very much.\nSpeaker 4: All right.  Sounds good.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk because they were locked out of their account and received an error message stating their sign-in was successful but didn't meet the criteria to access the resource, indicating a device compliance issue. The helpdesk agent collected the employee's information and determined the device was non-compliant due to conditional access. The agent instructed the employee to go to 123rescue.com and provided a PIN to connect to a remote expert for remediation. After initial difficulties with the PIN, a new one was generated, and the download started. However, due to a lack of available remote experts, the agent scheduled a remote session for the following day at 9 AM PST, estimating the resolution time to be under an hour. The employee will receive an email confirmation.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue, the steps taken by the helpdesk agent, and the final resolution plan. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, correctly reflecting the details from the transcript, such as the error message, the compliance issue, the use of 123rescue.com, and the scheduling of a remote session. However, the summary could be slightly more complete by mentioning the specific error message text and the initial high call volume mentioned at the beginning of the call. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue and the steps taken to resolve it. The summary has a clear structure, starting with the employee's problem, followed by the agent's actions, and ending with the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problems and resolutions, covering the employee's account lockout, the agent's attempts to remediate the issue, and the scheduling of a remote session for the following day. However, some minor details, such as the initial automated messages and the exact error messages, are omitted, but these do not affect the overall understanding of the issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (account lockout/device compliance)\n2. Includes the specific error message\n3. Details the attempted solution process (123rescue.com connection)\n4. Correctly states the final resolution (scheduled follow-up)\n5. Maintains chronological flow and logical structure\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while including all crucial information. It accurately represents the interaction between the agent and employee, including the failed initial PIN attempt and rescheduling due to expert unavailability. The timing details are precise (9 AM PST) and the estimated resolution time is mentioned.\n\nMinor improvements could include mentioning the initial system message about MyKey performance issues, though this wasn't directly relevant to the specific case. The summary maintains professional language and clearly connects the problem to its attempted resolution.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "db1dc517-ee04-4b95-acd6-5605d75e5dcc",
    "train_trial_index": 0,
    "predicted_text": "An employee, ######, called the IT helpdesk to get their password reset. They had a ticket open and their manager provided a code. The helpdesk agent, after verifying the caller's personnel number, email address, and manager's email, placed the caller on hold to check resources. Upon return, the agent confirmed the incident number and re-verified the caller's and manager's information. The agent then provided a temporary password, spelling it out carefully due to poor audio quality. The caller confirmed the password, and the agent marked the ticket as resolved, informing the caller they would receive a survey.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile device, to check if your account is passwordless, please visit go.accenture.com.\nSpeaker 2: slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help option.  Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: If you are Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not...\nSpeaker 4: Hi, this is ###### from CIO Service Desk.  May I have your first call number, please?\nSpeaker 5: My number, it's ########.\nSpeaker 4: It's ######... What comes back, sorry?\nSpeaker 5: ## at the end.\nSpeaker 4: All right, gotcha.  One second here.  All right, thank you for this information, and also can I ask for your enterprise ID?\nSpeaker 5: I don't think I have, like, I don't know what my enterprise ID is.\nSpeaker 4: Like your Accenture email address.\nSpeaker 5: Okay, it's #############################.\nSpeaker 4: All right, awesome.  Thank you for this information, and also can I ask for your best callback number?  ############.  I'm sorry, your line's cutting in and out.  It's #####################.  Sorry.  Alright, so how may I help you today, ####?\nSpeaker 5: Okay, so I had a ticket open where I was going to get a password reset, and I reached out to my manager.  My manager just gave me the code that I need to reset.\nSpeaker 4: Okay, I see.  Well, I don't really understand your situation here, but don't worry.  I will do my best to help you with this one.  So, one second here.  Let me go ahead and check for this one as well, okay?\nSpeaker 5: Okay.\nSpeaker 4: All right, so for this one, is it okay if I can place the call on hold for one to two minutes?  Let me just check my resources here on my end, as well as the air ticket on my end as well.\nSpeaker 5: Mm-hmm.\nSpeaker 4: One moment, please.  Thank you so much for patiently waiting for this one.  All right, so can you confirm the incident number that your manager provided?\nSpeaker 5: Okay, so it's INC ########.\nSpeaker 4: All right, awesome.  Thank you for this information.  And also, can I ask for your personal number again for verification purposes?\nSpeaker 5: ########.\nSpeaker 4: All right.  And your manager's EID, the one that vouched you in this verification process?\nSpeaker 5: It's ###########.\nSpeaker 4: Could you provide the enterprise ID, like their Accenture email address?\nSpeaker 5: It is.  I guess, just a second.  Let me look that up.  I have to put you on speaker.  All right.  Just a moment.  email address is ############## at Accenture.\nSpeaker 4: All right, awesome.  Thank you for this information.  So for this one, let me go ahead and reset your password on our end, right?\nSpeaker 5: Yeah, I want a password reset.  All right.\nSpeaker 4: So for this one, let me just ask some information here.  This is for the verification process.  Let me just ask if you are blacked out due to multiple failed login attempts?\nSpeaker 5: Say again?  I can't really hear you very well.\nSpeaker 4: All right, so for this one, are you blacked out due to multiple failed login attempts?\nSpeaker 5: Yeah, it's like I can't get into my account.  because, like, I don't know my password.  Mm-hmm.\nSpeaker 4: Okay, I see.  Uh-huh.  All right, so let me go ahead and request for your password.  Let me go ahead and generate your password here.  So for this one, here's your pass, I mean, the password that has been reset here.  So please prepare a pen and paper.\nSpeaker 5: Yeah, sure.\nSpeaker 4: It's small letter O, as in Oscar.\nSpeaker 5: Mm-hmm.\nSpeaker 4: Capital P as in Tango.\nSpeaker 5: Capital P?\nSpeaker 4: Mm-hmm, as in Tango.\nSpeaker 5: T or T?\nSpeaker 4: T as in Tango.  Tango, okay.  Yep.  All right.  And then small letter C as in Charlie.\nSpeaker 5: Okay.\nSpeaker 4: Sorry.  Let me just repeat it again.  It's small letter O as in Oscar.  Then capital T as in Tango.  Then exclamation point.\nSpeaker 5: Look, the second, I really can't hear you very well.  Was the second letter, it's T, P as in PANDA or T as in train?\nSpeaker 4: Train.\nSpeaker 5: T, okay, as in train.  Okay, OTC exclamation mark.\nSpeaker 4: Nope, it's OT, then exclamation point.\nSpeaker 5: Uh-huh.\nSpeaker 4: Then small letter C as in Charlie.  Uh-huh.  Number nine.\nSpeaker 5: Uh-huh.\nSpeaker 4: Number nine.\nSpeaker 5: Okay, two nines?\nSpeaker 4: Yep, two nines.  And then small letter S as in Cheryl.  Then number three.\nSpeaker 5: That's it?\nSpeaker 4: Yep, that's it.\nSpeaker 5: Okay, I got O, uppercase S, T, as in train, exclamation mark, C99S3.\nSpeaker 4: Yep, that's correct.\nSpeaker 5: Okay, OT, exclamation mark, C99S3.\nSpeaker 4: Mm-hmm.\nSpeaker 5: Okay, great.\nSpeaker 4: All right, so for this one, you can try that one on your end, and for this one, I will tag your ticket here as resolved, and upon the resolution of it, you will receive a survey via email, and your feedback is highly appreciated.  So thank you for calling CIO, and have a wonderful day, ####.\nSpeaker 5: Okay, thank you.  Bye-bye.\nSpeaker 4: Bye-bye.\n</call_transcript>\n<summary>\nAn employee, ######, called the IT helpdesk to get their password reset. They had a ticket open and their manager provided a code. The helpdesk agent, after verifying the caller's personnel number, email address, and manager's email, placed the caller on hold to check resources. Upon return, the agent confirmed the incident number and re-verified the caller's and manager's information. The agent then provided a temporary password, spelling it out carefully due to poor audio quality. The caller confirmed the password, and the agent marked the ticket as resolved, informing the caller they would receive a survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the password reset request, verification process, and resolution. It maintains relevance by focusing on the key interactions between the caller and the helpdesk agent. The structure is coherent, with a logical flow of events that makes it easy to follow. The information is accurate, reflecting the details of the call without any misleading content. However, the summary could be slightly more complete by mentioning the specific difficulties with audio quality and the exact nature of the password reset process, including the repeated spelling out of the password. Overall, it provides a fair description of the main issues and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the password reset. The structure and flow of ideas are clear, making it easy to understand and follow, thus demonstrating coherence. The summary appears to be accurate, with the information presented matching the details in the call transcript. However, the completeness could be slightly improved by mentioning the initial automated messages and the context of the performance issues with \"my key\" that were causing high call volumes, although these are not crucial to the main problem resolution. Overall, the summary does a good job of capturing the essence of the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Conciseness: Maintains brevity while covering essential points\n2. Relevance: Focuses on the core interaction - password reset process\n3. Coherence: Follows a logical sequence from initial contact to resolution\n4. Accuracy: Correctly represents the verification steps and outcome\n5. Completeness: Includes important details like verification process and survey follow-up\n\nHowever, there are a few minor omissions that could have enhanced the summary:\n- The initial system message about MyKey performance issues\n- The specific difficulty in communication due to poor audio quality, which was a recurring theme\n- The exact temporary password provided (though this might be intentionally omitted for security)\n\nThe summary successfully conveys the main purpose, process, and outcome of the call while maintaining professional tone and clarity. These minor omissions don't significantly impact the overall quality of the summary.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, #####, contacted the IT helpdesk because their HP laptop wouldn't turn on after an hour of trying. After navigating the automated phone system, the call was answered by an agent. The agent confirmed the employee's details (personnel number, Enterprise ID, callback number) and verified that the employee had already tried hard rebooting the machine multiple times and disconnecting all wires. The agent then placed the employee on hold twice to consult with back-end support. Ultimately, the agent created a ticket and assigned it to local tech support, who will contact the employee via phone or email to troubleshoot the issue further. The agent requested and recorded the employee's personal email address and current location for the ticket.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  Press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: My personnel number, I just sent it.\nSpeaker 2: You have not entered anything.  Please try again.  Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue.\nSpeaker 5: Hi, this is #####.  May I have your personal number, please?  It's ########.  Just to confirm, it's ########, correct?\nSpeaker 3: That's correct.\nSpeaker 5: Thank you so much.  And can you just also confirm to me your Enterprise ID, your EID, please?  It's ############.  Ok, thank you.  Okay, let me just first try to pull up your account here in my end.  And may I have also your call back number, #####?  Sure, it's ############.  Okay.  Thank you so much, #####.  So yeah, I already pulled up your account here in my end, #####.  How may I help you today?\nSpeaker 3: My computer's dead.  It won't... Turn on, the screen's black, I can't do anything with it.  And I've been trying for about an hour now.\nSpeaker 5: Okay.  So just to confirm, #####, your machine right now is dead, it won't turn on, and it's been one and a half hours past, correct?\nSpeaker 3: Yeah, that I've been trying to turn it on, yep.\nSpeaker 5: Okay.  Can you just confirm to me, #####, what is your machine model right now?  Is that an HP model machine?\nSpeaker 3: Yeah.\nSpeaker 5: Yeah, for that.  Okay, yeah.  I do apologize for the inconvenience, #####, and I do my best to help you with that.  For this one, let me go ahead and check my resources here on my end.  Let me confirm everything before I'll place you on hold.  Did you try to hard reboot your machine and remove all the connected wires?  Yeah.  Okay.  And how many times did you reboot your machine?  Hard reboot your machine.\nSpeaker 3: How many times?\nSpeaker 5: I'd say five times.  Three to five times.  Okay.  And remove all the connected wires?\nSpeaker 3: Yes.\nSpeaker 5: Okay.  Thank you so much for confirming, #####.  Let me go ahead and check my resources here in my NLP and our back-end support, too.  So, can you please hold for one to two minutes?  Is that okay for you?\nSpeaker 3: Okay.  Yeah, that's fine.  Okay.  Thank you so much, #####.\nSpeaker 5: Thank you.  Come on back.  Hello #####, thank you so much for patiently waiting on the other line.  Just an update, I'm still waiting for the response of our back end support.  We're also further investigating the issue.  So, can you please hold again for 1 to 2 minutes?  Is that okay for you?  Yes, that's fine.  Thank you so much, #####.  Thank you.  Hello, #####?\nSpeaker 3: Yeah.\nSpeaker 5: Yeah, thank you so much for patiently waiting on the other line.  I back and support already response.  So yeah, since you already did the hard reboot of your machine and plug all the adapters and connected accessories.  So what we'll do here now is.  I will make a ticket here and we assign it to your local tech support on your location.  So just keep your lines open because they'll be the one to contact you.  and to troubleshoot your machine, okay?\nSpeaker 3: Okay.\nSpeaker 5: Okay, let's just first prepare everything here before I will transfer this ticket to them.  And then, if I need some information in a while.  Okay.  Okay, yeah.  Can you just provide to me your personal email address that I can attach here on the ticket?  Can you please spell it out for me?\nSpeaker 3: You want my personal email address?\nSpeaker 5: Yeah, that's right.  Personal email address.\nSpeaker 3: This is my ###############################.\nSpeaker 5: Okay.  #######################.  Okay.  And can you please confirm to me what is your current location right now?\nSpeaker 3: I'm at my home office in #########, #######.\nSpeaker 5: Home office, #######, correct?\nSpeaker 3: Yes.\nSpeaker 5: Okay, thank you so much.  Okay, for a while, let me complete everything here.  Okay, thank you so much, #####.  I think there's no need information right now.  We'll just complete everything here and assign this ticket to the local tech support.  So just keep your lines open and also check your email too.  So they may contact you or email you about the issue to troubleshoot your machine or what is their way to resolve the issue, okay?\nSpeaker 3: Okay.\nSpeaker 5: Okay.  So yeah, thank you so much #####.  Bye for now and stay safe.  Have a nice day.  Thank you.\nSpeaker 3: You too.  You're welcome.  Bye-bye.\nSpeaker 5: Bye.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because their HP laptop wouldn't turn on after an hour of trying. After navigating the automated phone system, the call was answered by an agent. The agent confirmed the employee's details (personnel number, Enterprise ID, callback number) and verified that the employee had already tried hard rebooting the machine multiple times and disconnecting all wires. The agent then placed the employee on hold twice to consult with back-end support. Ultimately, the agent created a ticket and assigned it to local tech support, who will contact the employee via phone or email to troubleshoot the issue further. The agent requested and recorded the employee's personal email address and current location for the ticket.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with their HP laptop, the steps taken by the agent, and the resolution process. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the high call volume mentioned at the beginning and the specific troubleshooting steps discussed. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their laptop and the steps taken by the agent to resolve it. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the employee's actions before calling, the agent's steps to troubleshoot, and the eventual creation of a ticket for local tech support. The summary also captures the main problem (the employee's laptop not turning on) and the resolution (assigning a ticket to local tech support for further troubleshooting), making it complete.\n\nOverall, the summary meets all the criteria effectively, with no notable omissions or inaccuracies.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (HP laptop not turning on)\n2. Accurately describes the verification process (personnel details)\n3. Mentions the troubleshooting steps already taken\n4. Correctly outlines the agent's actions (consulting backend support)\n5. Accurately describes the resolution (ticket creation and escalation to local support)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while maintaining all crucial information. It follows a logical structure, starting with the problem, moving through the verification process, and ending with the resolution. The information is accurate and matches the transcript without any misrepresentations.\n\nMinor improvement could be noting that the employee had been trying for \"about an hour\" rather than stating \"an hour\" definitively, but this doesn't significantly impact the summary's quality.\n\nThe summary successfully balances brevity with completeness while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "ec803bae-42c1-4f21-ab34-e68020fc9b09",
    "train_trial_index": 0,
    "predicted_text": "The call begins with an automated menu offering options for password reset, technical support, video conferencing, and MyLearning support. The caller navigates through the prompts, eventually reaching a live agent. The agent asks for the employee's ID and Accenture email address to access the account. The caller initially provides the Accenture ID, then spells out the email address phonetically. The agent then asks for the employee ID number again, confirms it, and requests the email address again due to audio issues. Frustrated, the caller decides to have their supervisor call the helpdesk back instead.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com, If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.\nSpeaker 3: To repeat, if you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, The fastest and easiest way to reset your password is to visit my id.accenture.com.\nSpeaker 4: Thank you for calling Accenture Business.  This is #######.  Can I have the employee number, please?\nSpeaker 5: Hi, good morning.  The employee number is ##############.\nSpeaker 4: One moment.  One second.  That is your employee ID number.  How about your Accenture email and send?\nSpeaker 5: Oh, that's the same thing I just gave you.  I'm sorry.  I gave you the Accenture ID.  It's ########### dot #############.\nSpeaker 4: Sorry for interrupting.  Can you spell it in a phonetic alphabet so that I can easily pull up here, please?\nSpeaker 5: # like ###, # like #####, # like ####. # like, # like #####.  Can I give you ...Can I give you a incident report number?  Maybe you can find everything that way.\nSpeaker 4: You can provide me for your Accenture email so that I can go ahead and pull up your account.  Is that okay?\nSpeaker 5: You send my Accenture email?\nSpeaker 4: Yeah, please.  Mm-hmm.\nSpeaker 5: It's ##############, ########### #############.\nSpeaker 4: Okay.  Do you have a personal number instead?\nSpeaker 5: Do I have a personal?  what?\nSpeaker 4: Personal number, personnel or, I mean, employee ID number.  Do you have that one?\nSpeaker 5: ########\nSpeaker 4: Okay, let me confirm.  It is ################, right?  Yes.  Thank you so much for that one.  Let me just follow up your account first.  Okay, one second.  All right.  And then can I have again your Accenture email since you're cutting in out earlier here on my end?\nSpeaker 5: Okay, let me call the supervisor and I'll have him call you back.\n</call_transcript>\n<summary>\nThe call begins with an automated menu offering options for password reset, technical support, video conferencing, and MyLearning support. The caller navigates through the prompts, eventually reaching a live agent. The agent asks for the employee's ID and Accenture email address to access the account. The caller initially provides the Accenture ID, then spells out the email address phonetically. The agent then asks for the employee ID number again, confirms it, and requests the email address again due to audio issues. Frustrated, the caller decides to have their supervisor call the helpdesk back instead.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the automated menu options, the interaction with the live agent, and the caller's frustration leading to the decision to have a supervisor call back. The information is relevant and focuses on the key aspects of the call. The structure and flow are coherent, making it easy to follow. However, there are minor inaccuracies: the summary mentions the caller navigating through prompts, which is not explicitly stated in the transcript. Additionally, the summary does not mention the specific issue the caller was facing, which affects completeness. Overall, the summary captures the essence of the call but could be slightly more accurate and complete.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the key interactions between the caller and the agent. The structure and flow of ideas are clear, making it easy to understand and follow. The summary is accurate, with no false or misleading information. However, it could be improved in terms of completeness, as it does not explicitly state the caller's initial issue or concern that led to the call. Nevertheless, the summary provides a fair description of the conversation and the outcome.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript. While it could be improved in terms of completeness, it is still a high-quality summary.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately describes the initial automated menu options\n2. Correctly portrays the back-and-forth between agent and caller regarding ID verification\n3. Captures the communication difficulties and confusion around providing proper identification\n4. Notes the caller's final decision to have a supervisor call back\n\nThe summary is concise while maintaining essential details, has good flow, and accurately represents the interaction's progression. It's coherent and easy to follow, presenting events in a logical sequence.\n\nHowever, there are minor areas for improvement:\n- Could have mentioned that the agent specifically requested phonetic spelling\n- Could have noted that there was confusion between personal number and employee ID\n- The resolution (or lack thereof) could have been more explicitly stated\n\nDespite these minor omissions, the summary provides a clear, accurate, and well-structured overview of the interaction, effectively capturing both the content and the growing frustration that led to the call's conclusion.",
        "claude_score": 8.0
      }
    }
  },
  {
    "instance_id": "ded3fde5-8d78-41a6-bdb9-db86b5ab823d",
    "train_trial_index": 0,
    "predicted_text": "A new Accenture Flex member, #####, called the IT helpdesk seeking admin permissions to install a virtual desktop for client work. The helpdesk employee, #######, gathered the caller's information and initially tried to assist directly. After a lengthy hold and consultation with level 2 support, ####### attempted to guide the user through \"Run as Administrator\" options, but encountered credential prompts. Ultimately, ####### initiated a remote session via 123rescue.com to troubleshoot further, and after more attempts to resolve the issue, decided to bring in a remote tech to resolve the issue. The call ended with the user being instructed to disconnect the call and continue troubleshooting via the remote session's chat function.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1855.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.7720742225646973,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, For technology and business application support, press 1.\nSpeaker 2: For mobile communication support, press 2.  For technology and business application support, press 3.  Press 1.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, Press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your d-.\nSpeaker 4: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 5: Hi, this is ####### from CIO.  May I have your personal number, please?  Yes, ###################, is that correct?\nSpeaker 6: Yes, that's correct.\nSpeaker 5: How about your Accenture email address, please?\nSpeaker 6: #############\nSpeaker 5: All right.  And then your callback number, #####?  ############.  All right.  Thank you for that, #####.  How can I help you today?\nSpeaker 6: Sure.  I am a new Accenture Flex member, and I am trying to install a virtual desktop to work with a client.  It requires admin permissions.  And I believe I'm supposed to call here to get those to install it.\nSpeaker 5: All right.  With that being said, my apologies for the inconvenience, but since you've got me on the line, I'll try my best to help you out with that.  So let me double check.  Since that is an admin access, I'm going to double check for my support if you needed to contact your client help desk, or we have that one for you on our end.  Let me just double check, okay?  Can I please hold on for a minute?\nSpeaker 6: Yep, that's fine.\nSpeaker 5: Thank you.  Hello, #######.  Thank you for patiently waiting.  So let me just double check with our remote tech from our end regarding the access for the virtual desktop.  So I'm going to just double check with our remote tech from our end if that's going to be their admin access.  Or if that does not work, you will need to contact your client.  And just something you know, so that I'll double check first from my end, okay?\nSpeaker 6: Sounds good.\nSpeaker 5: All right.  Let me just place a call and hold for two minutes, and I'll get back to you again.  Thank you.\nSpeaker 6: Sounds good to me.\nSpeaker 5: Hello, #####.  Still checking this one with our level 2 support.  I'm just waiting for the response.  I'm just updating you on what I'm doing.  So, please excuse me.  I'm sorry for the long hold there, but I'm still confirming.  Can I please hold for another two minutes?\nSpeaker 6: Yep, that's fine.\nSpeaker 5: Thank you.  Hello, #####.  Yeah, I'm sorry.  I just can't have an update from the level 2 support.  When you click the virtual desktop, before installing it, can you right-click the file or the installer and then select Show More Options?\nSpeaker 6: Right-click the installer and click Show More Options?  Sure.\nSpeaker 5: Yes, and then look for Run as an Admin, but look for the Run as an Administrator option with an orange icon beside it, if you can see that.\nSpeaker 6: The only Run as Administrator icon I see has a yellow and blue shield next to it.\nSpeaker 5: No, like the Beyond Trust?  No other?  Okay, let me try to initiate a remote session instead.  Can you go to 123rescue.com from your browser and then Type in that website, 123rescue.com.\nSpeaker 6: Dot com.  Sure.\nSpeaker 5: Okay.\nSpeaker 6: Okay.\nSpeaker 5: Then it will ask you for a code that's ######.\nSpeaker 6: Then do I hit start download?\nSpeaker 5: Yes, please.\nSpeaker 6: Okay, it's downloaded and it says waiting for a technician.\nSpeaker 5: All right, let me now navigate.  One moment.  Kind of click OK from your end so that I can navigate.\nSpeaker 6: Sounds good.\nSpeaker 5: All right.  Let me just check something here.  There it is.  And then this is the installer or this one?  Which one?\nSpeaker 6: The top one.  VMware Horizon Client ####.\nSpeaker 5: OK.  Show more options.  Run as an admin.  How about this?  Did it give any screen from your end, or you're seeing the downloads folder as I see it?\nSpeaker 6: For me, it's got a pop-up that says, do you want to allow this app to make changes to your device?  It has an email address and password.\nSpeaker 5: Only ask for email address and password.  OK.  Can you click Find All?  Oh, I'm sorry.\nSpeaker 6: I guess there is an option at the bottom that says More Choices.  Should I click that?\nSpeaker 5: Can you try please?\nSpeaker 6: Sure.  It says either use a different account or call ########################## security device credential.\nSpeaker 5: All right, kindly cancel and I'll try it again one more time.\nSpeaker 6: Sounds good.\nSpeaker 5: Okay.  How about this time?\nSpeaker 6: It's given the same pop-up as before.\nSpeaker 5: Okay.  One moment, let me double check.  Can I please hold for a minute?\nSpeaker 6: Yep, that's fine.\nSpeaker 5: Thanks.  Thank you for patiently waiting.  We needed to have the session run as an admin, so let me try if I can.  Actually, I'm going to invite one of our remote tech, and then let me check if I can run this one as an admin.  One moment here.  If you need to run as an admin, I'll be creating another session, and then I'll guide you on how to do that, okay?\nSpeaker 6: Okay.\nSpeaker 5: All right.  So, while we're checking, can I please hold for 10 minutes?  Sounds good.  Thank you.  Hello, #####.  Thank you for patiently waiting.  So I am working with our remote tech, and we're going to troubleshoot this one.  So since that's the situation here, can we continue our conversation in the remote session?  And then you can disconnect the call.  No worries.  You can still communicate through the chat box in there.  Is that OK?  Yeah.\nSpeaker 6: Sounds good to me.\nSpeaker 5: All right.  Thank you.  You can disconnect the call from here.  Then we can continue to the remote session.  Thank you.\n</call_transcript>\n<summary>\nA new Accenture Flex member, #####, called the IT helpdesk seeking admin permissions to install a virtual desktop for client work. The helpdesk employee, #######, gathered the caller's information and initially tried to assist directly. After a lengthy hold and consultation with level 2 support, ####### attempted to guide the user through \"Run as Administrator\" options, but encountered credential prompts. Ultimately, ####### initiated a remote session via 123rescue.com to troubleshoot further, and after more attempts to resolve the issue, decided to bring in a remote tech to resolve the issue. The call ended with the user being instructed to disconnect the call and continue troubleshooting via the remote session's chat function.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the user's request for admin permissions, the helpdesk's attempts to assist, and the eventual decision to initiate a remote session. The information is relevant and focused on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas. It accurately reflects the events of the call without any false or misleading information. However, it could be slightly more complete by mentioning the specific issues encountered during the \"Run as Administrator\" attempts, such as the credential prompts and the specific steps taken to resolve them. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the caller's issue and the helpdesk employee's attempts to resolve it. The summary has a clear structure and flow of ideas, making it coherent and easy to follow. The information presented is factually correct, with no false or misleading information, making it accurate. However, the summary could be improved in terms of completeness, as it glosses over some details, such as the initial automated messages and the specifics of the credential prompts. Nevertheless, it provides a fair description of the main problems and resolutions.\n\nGiven these strengths and weaknesses, I would score the summary highly, but not perfectly, as it effectively conveys the essential information while omitting some minor details.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller as a new Accenture Flex member needing admin permissions\n2. Accurately describes the progression of troubleshooting steps\n3. Includes the attempted solutions (Run as Administrator, remote session)\n4. Maintains chronological flow and logical structure\n5. Concludes with the actual resolution path (remote tech involvement)\n\nThe summary is concise while including all relevant details and maintains accuracy throughout. It successfully conveys the main problem (admin permissions for virtual desktop installation) and the steps taken to resolve it. The language is clear and professional.\n\nMinor improvement could be made by mentioning the initial system message about \"gone phishing\" performance issues, though this wasn't directly relevant to the caller's specific issue.\n\nOverall, the summary demonstrates strong adherence to all evaluation criteria, with particularly good performance in accuracy and coherence.",
        "claude_score": 9.0
      }
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    "predicted_text": "An Accenture employee, #########, contacted the IT helpdesk because their account was blocked, preventing access to Outlook, Teams, and other Accenture sites. The helpdesk agent, after confirming the employee's name and external personnel number, verified the issue and confirmed the employee uses the Authenticator app. The agent then had the employee attempt to access mypasswordless.accenture.com on their Accenture laptop, which also resulted in a blocked account message. The agent then stated that they would escalate the issue to the Level 2 team for an account refresh. The agent confirmed the employee's callback number, ###############, and stated that the employee should expect a call back within an hour after the Level 2 team refreshes the account. The agent then instructed the employee to disconnect the call.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conferencing services such as...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com/gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for enterprise passwords.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen and your account has been disabled, press 9.  If you have forgotten your password or...\nSpeaker 4: Thank you for calling CIS services.  We are talking with you ######.  May I know your Accenture email ID or your 8-digit employee number?\nSpeaker 5: My external personnel number is ########.\nSpeaker 6: Okay, thank you so much for this detail.  Just allow me a moment.  Let me just fetch the details of your account.  Till then, I'm fetching the details.  May I know how may I help you today?\nSpeaker 5: Yeah, my Accenture account has been blocked, so I can't access my Outlook or my Teams applications.\nSpeaker 6: Okay.  So, could you please help me with your name?  Like, whom am I talking to right now?\nSpeaker 5: Sure.  Yeah, it's ########.  Last name is spelled ####\nSpeaker 6: Okay, okay.  Thank you so much for the name confirmation, #####.  We are really sorry for the issue, but don't worry, we can help out regarding your issue.  So like you are facing issue on the Outlook and Teams, that's it?\nSpeaker 5: Well, anything that requires my Accenture account, yeah.  But so far, I've only tried Outlook and Teams.  But if I wanted to navigate to any Accenture site, my account is blocked as well.  So anything that requires my Accenture account is blocked.\nSpeaker 6: Okay.  No issues, #####.  Let me just perform some checks on my end.  Just online, please.\nSpeaker 5: Okay.\nSpeaker 6: Okay.  So, like, are you using Authenticator app to log in, #####?\nSpeaker 5: I am, yes.\nSpeaker 6: Okay.  No issues.  So, like, could you please open the Authenticator app?\nSpeaker 5: Okay.  Let me put you on speakerphone so I can... Yeah, yeah.\nSpeaker 6: So, #####, could you please confirm me one more thing?  Like, are you having Accenture laptop with you right now?\nSpeaker 5: I have my Accenture laptop, yes.\nSpeaker 6: Okay, try to access a website which I'm going to tell you on the Accenture laptop, and please let me know if you are able to log in there or not, which is called mypasswordless.accenture.com.\nSpeaker 5: My password, okay, let me type that in.  Yeah.\nSpeaker 6: Mypasswordless.accenture.com.  Yeah.  Don't use STDPS or anything.  Just type mypasswordless.accenture.com.  Okay.\nSpeaker 5: Yeah.  I just did that and it returned the same message that says your account is blocked.\nSpeaker 6: Okay.  No issues.  Just allow me a moment, please.\nSpeaker 5: Yep.\nSpeaker 6: Okay.  No worries.  So I am going to like assign your case to the next level team and like they are going to refresh your account at their end and after that they are going to update it on the ticket and then like we are going to coordinate with you.  You just have to wait for around 30 minutes after they refresh it at their own end, okay?  And after that, like you will be able to access everything.  So I'm going to assign your case to the level two team.  So could you please help me with your callback number?\nSpeaker 5: Sure, you can call this number at ###################.\nSpeaker 6: Okay, thank you so much for this detail.  I'm going to repeat it ###################.\nSpeaker 7: Correct.\nSpeaker 5: It's actually no, it's actually ##### and then #####.\nSpeaker 7: Okay ##### and #########.\nSpeaker 5: correct #######.\nSpeaker 6: Okay.  So I'm going to start it from the beginning.  It's ##############.\nSpeaker 5: No, #######.  Like an #?\nSpeaker 6: That is like ###############, correct?\nSpeaker 5: That's correct, yeah.\nSpeaker 6: Okay, okay.  Thank you so much for this detail.  So as soon as they are going to refresh at their own ends, we are going to call you back to access everything.  Okay, and try to answer like within an hour, okay?\nSpeaker 5: Okay, I'll be waiting.\nSpeaker 6: Thank you.  Every hour, okay, I'm going to assign your case to the Level 2 team and they're going to refresh it as soon as possible, okay?\nSpeaker 5: Okay, great.  Thank you very much.\nSpeaker 6: Thank you for calling CIO services.  Have a great day.  Bye-bye.\nSpeaker 5: You have a great day.  Bye.\nSpeaker 6: Yeah, hi, #####.  Are you there?\nSpeaker 5: I am here, yes.\nSpeaker 6: Yeah, you have to disconnect this call from your end.\nSpeaker 5: Okay.  Sorry, let me try that.  Yeah, yeah.  Let's see.  Not sure why it's not...\n</call_transcript>\n<summary>\nAn Accenture employee, #########, contacted the IT helpdesk because their account was blocked, preventing access to Outlook, Teams, and other Accenture sites. The helpdesk agent, after confirming the employee's name and external personnel number, verified the issue and confirmed the employee uses the Authenticator app. The agent then had the employee attempt to access mypasswordless.accenture.com on their Accenture laptop, which also resulted in a blocked account message. The agent then stated that they would escalate the issue to the Level 2 team for an account refresh. The agent confirmed the employee's callback number, ###############, and stated that the employee should expect a call back within an hour after the Level 2 team refreshes the account. The agent then instructed the employee to disconnect the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with a blocked account, the verification process, the use of the Authenticator app, and the steps taken by the helpdesk agent. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. The accuracy is high, as the summary correctly reflects the details from the transcript without any false or misleading information. However, the summary could be slightly more complete by mentioning the initial steps the employee took to resolve the issue, such as trying to access the site and the specific error message received. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their blocked account and the helpdesk agent's steps to resolve it. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's issue, the agent's verification steps, and the escalation to the Level 2 team. The callback number and expected resolution time are also accurately reported.\n\nThe summary is complete, covering the main problem (the blocked account) and the proposed resolution (escalation to the Level 2 team and expected callback). However, some minor details, such as the initial automated messages and the employee's difficulty disconnecting the call, are omitted, which is acceptable for a summary.\n\nOverall, the summary meets all the criteria, with only minor room for improvement in terms of completeness.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the helpdesk call:\n1. Clearly identifies the main issue (blocked Accenture account)\n2. Includes specific details about affected services (Outlook, Teams, other sites)\n3. Accurately describes the troubleshooting steps (checking mypasswordless.accenture.com)\n4. Captures the resolution plan (escalation to Level 2 team)\n5. Includes important follow-up information (callback within an hour)\n\nThe summary is concise yet comprehensive, maintaining a logical flow of events. It focuses on relevant information while excluding unnecessary dialogue and automated system prompts. The information presented is accurate and matches the transcript without any misrepresentations. The only minor improvement could be mentioning the 30-minute wait time mentioned in the transcript (though this was later revised to \"within an hour\").\n\nThe summary successfully balances detail and brevity while maintaining coherence and accuracy, making it highly effective for documenting the support interaction.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "598307a8-4df3-4325-b91e-8c36809503db",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, contacted the IT helpdesk because they were unable to register their new laptop with Intune. The system was prompting for a password despite the user having passwordless authentication set up. After confirming the user's details, the helpdesk agent, ####, initiated a remote session using 123rescue.com to troubleshoot the issue. The agent guided the user through granting necessary permissions for screen sharing and control. The agent identified that the user was not entering their full email address. After entering the full email address, the agent had the user check-in and then was able to access Teams and email. The agent then closed the ticket, and the call ended.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, #### and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can...\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other calls.  Hi, thank you for calling Service Desk.  My name is ####.  Can I please have your personnel number?\nSpeaker 4: Yes, ########.\nSpeaker 2: Okay, thank you.  Just to confirm, it is ########?\nSpeaker 4: Yes, correct.\nSpeaker 2: Okay, thank you.  Let me just pull up your account here in the end.  And also, please confirm your accenture email.\nSpeaker 4: ###############.\nSpeaker 2: Okay, thank you for that, #####.  And #####, you also have your best callback number, just in case we get disconnected, then I can call you back.\nSpeaker 4: Yeah, ############.\nSpeaker 2: Okay, thank you for that, #####.  So, #####, I may assist you today.\nSpeaker 4: I'm having issues getting registered with Intune.  I just received a new laptop.  The steps that I'm following, essentially, it's bringing up the portal, the company portal, but it's instead of asking me basically single sign-on-ing right through my authenticator, it's asking me for a password, which when I go in my authenticator app, I'm set up for passwordless.  The password from my machine's not working, so it's kind of at an impasse here on what I need to do.\nSpeaker 2: Okay, I do apologize for the inconvenience, #####, but don't you worry, since you have me in the line, I'll do my best to assist you with your concern.  So just to confirm, you're calling in because you're having issue registering to your Intune, since it is asking you for a password, and your password is correct?  Correct, yep.  Okay, so for this, #####, for me to further assist in your concern, is it okay if we do a remote session so that I could check on your end?  Yeah, that's fine.  Okay, please open a browser and search for 123rescue.com.  Is it asking for the six-digit code right now?\nSpeaker 4: Yes.\nSpeaker 2: OK.  So your six-digit code will be ######.\nSpeaker 4: So do I download or run the applet?  Or I guess it's doing both.  Oh, wow.  Here we go.\nSpeaker 2: Download first, and then after downloading it, just click Open.\nSpeaker 4: Just open.  Okay.\nSpeaker 2: Okay.  It's already connecting trying to open.\nSpeaker 4: Yeah, it's still trying to open.  Yep.\nSpeaker 2: OK.  Once you see a prompt on your screen, #####, just click OK.  And please allow all permissions so that I can elevate your screen.\nSpeaker 4: Where do I allow all permissions at?  I'm not seeing that.\nSpeaker 2: OK.  Click your Apple logo.  Go to your system settings, then system preference.\nSpeaker 4: Privacy and security.\nSpeaker 2: Yes.  Then accessibility.  Then to control, turn, on log me in.  Screen recording for visibility, turn on log me in so that I can see your screen.\nSpeaker 4: Log me in.  So I'm in accessibility, but I'm not seeing anything for support.  Log me in.  I see vision.  Here we go.  Got it.\nSpeaker 2: Okay.  Yeah, click quit and reopen.  Okay, so can you please show me that?\nSpeaker 4: The issue?\nSpeaker 2: Yes, please.\nSpeaker 4: Yeah, so basically what it says is go to my Accenture Mac, go to protect my tech, conditional access.  not registered, so click on that.  Which brings up then the in tune registration prompts And one second here.  Okay.  It's still loading up.  Yeah, it's usually quicker than that.\nSpeaker 2: Okay.\nSpeaker 4: Maybe not.  Okay.\nSpeaker 2: Let's wait for that to finish.  Okay, well, it is still loading up.  Is it okay if I put the call on hold for two minutes?\nSpeaker 4: Yeah, yeah, go ahead.\nSpeaker 2: Okay, thank you.  Thank you for patiently waiting on the line, #####.  So, for this, #####, can you please cancel this one, and we'll try another one, okay?\nSpeaker 4: Okay.  One second.  Maybe should we just do a restart on the computer?\nSpeaker 2: Okay.  Can you please click here in search, because I cannot access it right now?\nSpeaker 4: Sure.  In search.  Oh, yeah, there we go.  Yep.\nSpeaker 2: And then can you please type there command?  Okay.  Can we please run this one?  Okay.  Please allow.  And click the register with Intune.  And click okay.  Sign in.  And enter your Accenture email.\nSpeaker 4: Is it full email or is it just first and last, first thought last?\nSpeaker 2: It should be your Accenture email.\nSpeaker 4: Oh, okay.  Maybe that's the issue then here.  Let's see.  Let me close this.\nSpeaker 2: There we go.  Okay.  Can we please approve?\nSpeaker 4: All right.  I think we're good now.\nSpeaker 2: Okay.  And right now, can we please go back to the search bar?  Click that first.  Okay.\nSpeaker 4: Yep.\nSpeaker 2: And then search for check-in.\nSpeaker 4: Did you say check-in?\nSpeaker 2: Yes.  Okay.  Here.  No.  The other one.  Okay, let's wait for that to finish and then you can try to access.  So you can now try.\nSpeaker 4: Would you just try to access like Teams or email or?\nSpeaker 2: Yes, correct.\nSpeaker 4: Looks like we're in.\nSpeaker 2: OK, that's great.  And you can also try with your email to double check if you're able to access it now.  Okay, since you're all set now, #####, after we registered your Intune, I will now go ahead and close the ticket here.  Target is resolved, and upon resolution of this ticket, you may receive the survey via email, so any feedback would be highly appreciated.  Thank you for calling Service Desk, and have a great day ahead.  Bye for now.  Take care.  Thanks, you too.  Take care.  You're welcome.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because they were unable to register their new laptop with Intune. The system was prompting for a password despite the user having passwordless authentication set up. After confirming the user's details, the helpdesk agent, ####, initiated a remote session using 123rescue.com to troubleshoot the issue. The agent guided the user through granting necessary permissions for screen sharing and control. The agent identified that the user was not entering their full email address. After entering the full email address, the agent had the user check-in and then was able to access Teams and email. The agent then closed the ticket, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the issue with Intune registration and the steps taken to resolve it. It is relevant, sticking closely to the main topic of the call. The structure and flow are clear, making it easy to follow. The information is accurate, correctly reflecting the details of the call, such as the use of 123rescue.com and the issue with the email address. However, it misses some minor details, such as the initial troubleshooting steps and the suggestion to restart the computer. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's Intune registration issue and the helpdesk agent's troubleshooting steps. The summary's structure is coherent, making it easy to follow and understand.\n\nIn terms of accuracy, the summary correctly identifies the problem, the steps taken by the agent, and the resolution. However, it does not mention the initial automated messages and the performance issues with \"my key\" mentioned at the beginning of the call transcript, which are not directly related to the main issue but provide context.\n\nRegarding completeness, the summary covers the main problem and its resolution but omits some details, such as the initial attempt to register with Intune and the decision to restart the computer. Despite these minor omissions, the summary provides a fair description of the main concerns and resolutions.\n\nOverall, the summary scores well in conciseness, relevance, coherence, and accuracy, with some minor deductions for completeness.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (Intune registration problem with passwordless authentication)\n2. Identifies the solution process (remote session, permission granting)\n3. Pinpoints the root cause (incomplete email address)\n4. Documents the resolution (successful access to Teams and email)\n\nThe summary is concise while maintaining essential details, has good logical flow, and is accurate to the transcript. It follows a clear problem-solution structure that makes it easy to understand the interaction.\n\nMinor improvements could include mentioning the initial loading issues they encountered and the command prompt step in the resolution process. However, these are secondary details, and their omission doesn't significantly impact the summary's effectiveness.\n\nThe summary successfully balances brevity with completeness, maintaining focus on the core issue and its resolution without including unnecessary details from the verification process or automated system messages at the start of the call.",
        "claude_score": 9.0
      }
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    "predicted_text": "A contractor, #####, called the IT helpdesk to check on the status of an existing ticket regarding a computer issue. The computer was supposed to be transferred to the local office. The automated system initially warned of high call volume due to a \"gone phishing\" page issue affecting logins, advising against creating new tickets. The helpdesk agent, after confirming the caller's ID and email, placed the caller on hold to investigate. Upon returning, the agent couldn't reach the support team but offered to expedite the ticket and have the assigned support user contact the caller via Teams. The caller agreed, and the call ended.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as... For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to.\nSpeaker 4: Can I have your first name and number, please?\nSpeaker 5: I am a contractor, so I have my employee ID number.\nSpeaker 4: All right.  And can you provide me your employee ID number?\nSpeaker 5: # is for #####, ########.\nSpeaker 4: All right, thank you.  And how about your Accenture email?\nSpeaker 5: #####, ########### dot #######, #############, at #############.\nSpeaker 4: And how can I assist you?  And how about your call back number, #####?  ############.  Thank you.  And how can I assist you today?\nSpeaker 5: I had a ticket open, and I just wanted to see was there any changes to the X.\nSpeaker 4: And may know what kind of ticket is this one?  What kind of issue?\nSpeaker 5: So it was, I had a problem with my computer.  It was supposed to get transferred to the local office.  And I just wanted to see if there were any changes.\nSpeaker 4: Okay, I see.  I do completely understand this, #####.  And ####, I can definitely assist you.  And upon checking in here, it is already assigned to the support team and EOD.  actually put some updates in here.  And also, would it be all right if we can please first just call on hold for about two minutes?  Let me try to reach out to the support team.\nSpeaker 5: All right.  Thank you.\nSpeaker 4: Thank you.  And I'll just get back to you.\nSpeaker 5: Okay.\nSpeaker 4: Thank you for patiently waiting in the line, #####.  Unfortunately, I got the wrong number in here.  So what I can just really do in here, #####, is to have your ticket expedited by the support team.  And also, do you have an access on your Teams, at least on your phone?\nSpeaker 5: Yes.  OK.\nSpeaker 4: So I will inform the assigned user to reach out to you through Teams.\nSpeaker 5: OK.  Thank you.\nSpeaker 4: You're welcome.  And I guess that's all for today, #####.  And have a great day ahead.  Bye for now.\nSpeaker 5: Bye.  Thank you.\n</call_transcript>\n<summary>\nA contractor, #####, called the IT helpdesk to check on the status of an existing ticket regarding a computer issue. The computer was supposed to be transferred to the local office. The automated system initially warned of high call volume due to a \"gone phishing\" page issue affecting logins, advising against creating new tickets. The helpdesk agent, after confirming the caller's ID and email, placed the caller on hold to investigate. Upon returning, the agent couldn't reach the support team but offered to expedite the ticket and have the assigned support user contact the caller via Teams. The caller agreed, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the contractor's issue, the high call volume warning, and the resolution steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call, which is the status of the ticket regarding the computer issue. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. It is mostly accurate, but there is a minor inaccuracy: the summary states that the agent couldn't reach the support team, while the transcript indicates the agent got the wrong number. The summary is fairly complete, covering the main concerns and resolutions discussed in the call. Overall, the summary is well-done but could be slightly improved in accuracy.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the caller's issue and the helpdesk agent's actions to resolve it. The summary has a clear structure, starting with the caller's issue, then describing the agent's actions, and finally, the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem (the caller's computer issue) and the resolution (expediting the ticket and having the support team contact the caller via Teams), making it complete. Overall, the summary effectively captures the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller as a contractor seeking ticket status\n2. Notes the context of system-wide phishing issues\n3. Accurately describes the computer transfer issue\n4. Correctly outlines the agent's actions and resolution\n\nThe summary is concise while maintaining all crucial details. It follows a logical flow from initial context through to resolution. The information is accurate to the transcript without any misrepresentations. It effectively captures both the immediate context (phishing warning) and the specific issue (computer transfer ticket).\n\nMinor improvements could include mentioning that the agent initially got a wrong number when trying to reach support, but this detail isn't crucial to the overall understanding.\n\nThe summary successfully balances brevity with completeness, maintains coherence throughout, and accurately represents the interaction's key points and resolution (expedited ticket and Teams follow-up).",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ######, contacted the CIO Service Desk because they received a \"device non-compliant\" error when trying to sign into Adobe Acrobat, which they downloaded from the software catalog. The error message directs them to a browser-based remediation, but they are encountering the error within the Acrobat application itself. After confirming the issue and apologizing for the inconvenience, the IT agent, #########, initiated a remote session via 123rescue.com to investigate the error directly. The agent was able to see both of the employee's monitors and the error message. After placing the employee on hold briefly, the agent confirmed they could fix the issue and proposed ending the phone call to continue troubleshooting via the remote session, communicating through the chat box if needed. The employee agreed, and the call ended.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conference, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a Gone Phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Thank you for calling CIO Service Desk.  My name is #########.  Can I have your personal number, please?\nSpeaker 5: Yep.  ##########.\nSpeaker 4: That's ##########?  Yep.  Thank you.  How about your enterprise ID?\nSpeaker 5: ###############.  So, ###########.  ### ########, ###############.\nSpeaker 4: And then can I have as well your best callback number?  ############.  That's ############.\nSpeaker 5: Yes, yeah.\nSpeaker 4: Yeah, thank you very much.  And how can I help you today?\nSpeaker 5: So today I got access to the Adobe Acrobat from the software catalog, but when I try and sign in, the application downloaded on my computer, but then I get an error message saying that my device isn't compliant.  It says remediate unsecure and non-compliant device error in the browser, but I'm not in the browser.  I'm in Acrobat, so I don't know how to fix it.\nSpeaker 4: Oh, yeah.  So for this one, Yeah, for this one, I just wanted to confirm.  Basically, you were getting that error when you're trying to sign in to the Adobe Acrobat.  Is that right?\nSpeaker 5: Correct, yeah.\nSpeaker 4: Oh, yeah.  For this one, ######, first of all, I really do apologize for the inconvenience this has caused to you.  No problem.  I'll be more than happy to help you out and fix this problem.  Okay?\nSpeaker 5: Okay.\nSpeaker 4: Okay.  Yeah, for now ######, I will actually need to check the exact error that you're experiencing with.  So may I ask if you are available for a remote session?\nSpeaker 5: Yep.  Yep, I am.\nSpeaker 4: Okay.  So first, can you please open your browser and then go to 123rescue.com.  I'm there.  And yeah, and you will be asked to enter a six digit code.  So for that code, I'm currently generating it.  Okay.  Oh yeah, here's the code.  That would be 905908.\nSpeaker 5: Okay, I've opened it.\nSpeaker 4: Yep.  And just wanted to ask, are you using an Accenture or an AFS laptop or not?\nSpeaker 5: Yeah, I'm using an Accenture laptop.\nSpeaker 4: Okay.  So I'll try to connect on your machine now.  One moment.  Yeah, please bear with me while I'm waiting for my system to respond.\nSpeaker 5: No worries.\nSpeaker 4: Oh, yeah.  So, I can actually see your screen now.  So, can you let me see the exact error message?\nSpeaker 5: Yeah.  So, can you \u2013 I have a second monitor connected.  Can you see the second monitor or just the one screen?  So, I can drag it over onto the \u2013.  Oh, yeah.\nSpeaker 4: Can I ...Yeah, I can actually see both of the...Okay.  Mm-hmm.  Both of the screens.  Okay.\nSpeaker 5: Well, then, the error message is up on the second screen there.  The part I'm confused about is when I go to my device, it says I'm compliant, but then it has, like, I have the page open here.  It says I'm compliant, and then it just has these question marks next to the Adobe stuff.\nSpeaker 4: So for this one, ######, let me just check some information with this.  So ######, can I just place you on hold for just a minute or two?\nSpeaker 5: Yep, no problem.\nSpeaker 4: Thank you and stay in the line.  Hello, ######.  Thank you very much for patiently waiting on the line.  No problem.  Oh, yeah.  So regarding with this issue, ######, I can actually fix this problem for you.  And yeah, since we are already connected through the remote session, would it be fine with you if we can just end this call, then we can just continue through the remote session?  And if I have any message for you, I'll just send it here on this chat box.  OK?  OK.  Great.  Yeah, thanks.  You're welcome.  And goodbye for now.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the CIO Service Desk because they received a \"device non-compliant\" error when trying to sign into Adobe Acrobat, which they downloaded from the software catalog. The error message directs them to a browser-based remediation, but they are encountering the error within the Acrobat application itself. After confirming the issue and apologizing for the inconvenience, the IT agent, #########, initiated a remote session via 123rescue.com to investigate the error directly. The agent was able to see both of the employee's monitors and the error message. After placing the employee on hold briefly, the agent confirmed they could fix the issue and proposed ending the phone call to continue troubleshooting via the remote session, communicating through the chat box if needed. The employee agreed, and the call ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with Adobe Acrobat, the steps taken by the IT agent, and the resolution plan. It maintains relevance by focusing on the main topic without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the key interactions and steps from the transcript. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific error message \"remediate unsecure and non-compliant device error\" to provide a fuller context. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's issue with Adobe Acrobat and the IT agent's steps to resolve it. The structure is coherent, making it easy to follow the sequence of events. The information presented is accurate, aligning with the details in the call transcript. The summary also provides a fair description of the main problem and the proposed resolution, covering the key points from the call transcript. However, it does not include the final resolution of the issue, as the call ended with the agent proposing to continue troubleshooting via the remote session. Despite this, the summary effectively captures the essence of the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly states the main issue (Adobe Acrobat compliance error)\n2. Includes relevant context (software from catalog, browser vs application error)\n3. Accurately describes the troubleshooting steps (remote session setup, monitor verification)\n4. Maintains logical flow from problem identification to resolution attempt\n5. Captures the conclusion (continuing via remote session)\n\nThe summary is concise while including all essential details. It's coherent and well-structured, moving logically from problem to solution attempt. The information is accurate, matching the transcript without misrepresentation. It's also complete, covering both the technical issue and the service interaction.\n\nMinor improvement could be made by mentioning that the user's device showed as compliant despite the error, which was a key point of confusion. However, this doesn't significantly impact the summary's overall quality.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "c7a85ab8-cf86-4174-adef-089d7c5895b6",
    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 5) called the IT helpdesk (Speaker 4) to request the closure of four old, unresolved cases appearing on their support page. The helpdesk agent collected the employee's personnel number and email address for verification. The agent then initiated a remote session to investigate the open cases. After confirming with the employee that the cases, dating back to 2021 and 2022, were no longer relevant and could be closed, the agent stated they would continue the troubleshooting and resolution process via the remote session's chat box and ended the phone call.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning Support, press 3.  For AEH applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 4: Hi, this is #### from CAO.  Can you please provide your personnel number?\nSpeaker 5: Hi, the number is ##########.\nSpeaker 4: Okay, thank you so much for that.  Let me just check your account first here on land, okay?  Sure.  Okay, how about your EID or Accenture email?\nSpeaker 5: #### at ##########\nSpeaker 4: Okay, it's ####.\nSpeaker 5: #### dot ##########\nSpeaker 4: Okay.  Your callback number as well?  It's ############.  Okay, thank you so much for those information on ####.  So how can I help you today?  I have four open cases.  on my support page, and I don't understand why they are there.  I just want to close them.  Okay, so there is an open case on your...\nSpeaker 5: Go ahead, sorry.  Yeah, there's four open cases from #### and ####.  I don't know why they're there.  I just want to close them.\nSpeaker 4: I mean, is that on your support.accenture.com page?  Yes.  OK.  Yeah.  For this one, ####, I'm very sorry.\nSpeaker 5: I have the written number if you want.\nSpeaker 4: Yeah.  But for this one, first, ####, I am very sorry for the inconvenience.  But since you got on the line, I'll try my best to help you with this one, OK?  So, yeah.  Can you provide me the incident numbers?\nSpeaker 5: Yes.  So it's... For... Yes.  Should I go or not?\nSpeaker 4: I mean, you can just screenshot the support.acendure.com and send it to me and Microsoft Teams, okay?  Yeah, sure.  Much better.  Thank you.  Okay.  Wait a sec.  Let me just check this one for you, okay?  Can you put this call on hold for two minutes while I check on this one?\nSpeaker 5: For sure.\nSpeaker 4: Thank you.  Okay.  Okay.  Thank you.  Hi, thank you for patiently waiting.  I'm ####.\nSpeaker 5: Yeah.\nSpeaker 4: Yeah, for this one, ####, to further check this issue, I already sent a link as well so that we can do our remote session.  Is that OK for you if we do the remote session for this one?  Sure.  OK.  That works.  Yeah, just click the link, and then it will automatically download.  So once downloaded, just open the file, OK?\nSpeaker 5: Okay, sure.\nSpeaker 4: Okay.  Okay, I'll be waiting for a connection here.  Okay, no worries on that one.  Mm-hmm.  Did you already downloaded the file?\nSpeaker 5: Yeah, I'm doing it right now.  Okay.\nSpeaker 4: Okay, I do have now our connection here.  Let me just connect to you, okay?  Can you click?  okay?  Okay, can I check now?  Let me just check.  So you want to remove these tickets, right?\nSpeaker 5: Yes.\nSpeaker 4: Okay, so for this one, let me just confirm again, ####.  These four tickets are all resolved, right?  Yeah, all of these can go.  I mean, these are all from 2021, 2022, some requirements form, apparently, that I opened up.\nSpeaker 5: I have no idea.  Yeah, they can all go.  I mean, I don't know why they haven't been closed.  Or if they should have been closed, I also don't care.  I just want them to go away.  Mm-hmm.\nSpeaker 4: Okay.  Yeah, so for this one, ####, let me just check this one again here on my end.  And while checking this one, can we also continue this one on the remote session?  There is a chat box on the remote session as well.  Rest assured, I'll be helping you with this issue, okay?  All right, thanks.  Okay, so we'll hang up the call now, and let's just continue on the remote session.\nSpeaker 5: Okay.\nSpeaker 4: I'll be hanging up the call now, and let's continue now on the remote session, okay?\nSpeaker 5: Okay, sure.\nSpeaker 4: Okay, thank you.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) called the IT helpdesk (Speaker 4) to request the closure of four old, unresolved cases appearing on their support page. The helpdesk agent collected the employee's personnel number and email address for verification. The agent then initiated a remote session to investigate the open cases. After confirming with the employee that the cases, dating back to 2021 and 2022, were no longer relevant and could be closed, the agent stated they would continue the troubleshooting and resolution process via the remote session's chat box and ended the phone call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, which is a request to close old, unresolved cases. It includes relevant details such as the collection of the personnel number and email address for verification, and the initiation of a remote session. The structure and flow are clear, making it easy to understand. The information is accurate and matches the call transcript. However, the summary could be slightly more complete by mentioning the specific years (2021 and 2022) of the cases and the fact that the employee was asked to send a screenshot via Microsoft Teams. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's request to close old, unresolved cases. The structure and flow of ideas are clear, making it easy to understand and follow. The information presented is factually correct, with no false or misleading information. The summary also provides a fair description of the main problem and resolution, covering the key points from the call transcript. However, it could be improved by including more details about the cases being closed, such as the fact that the employee had no idea why they were still open. Nevertheless, the summary is well-written and effectively conveys the essential information.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the core elements of the interaction:\n1. Conciseness: Successfully condenses a lengthy transcript into one clear paragraph without unnecessary details.\n2. Relevance: Focuses on the main issue (closing old cases) and the process of resolution.\n3. Coherence: Presents information in a logical sequence from initial contact to resolution steps.\n4. Accuracy: Correctly represents the interaction, including the timeframe of old cases (2021-2022) and the shift to remote session.\n5. Completeness: Covers the essential elements - problem identification (four old cases), verification process (personnel number/email), and resolution approach (remote session).\n\nMinor improvements could include mentioning that these were requirement form cases, but this detail isn't crucial to understanding the interaction. The summary effectively balances detail with brevity while maintaining accuracy and clarity.",
        "claude_score": 9.0
      }
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    "instance_id": "d4f3fadb-f28e-4928-87e4-4792793e272d",
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    "predicted_text": "An employee, ####, contacted the IT helpdesk because they couldn't access Outlook or Teams on their Accenture laptop after a period of inactivity. The error code was #####. The helpdesk agent, after confirming the employee's details, identified the issue as a compliance problem due to conditional access, meaning the laptop was flagged as non-compliant. The agent placed the caller on hold multiple times while waiting for assistance from Level 2 support. Eventually, Level 2 support removed the compliance restriction. The employee confirmed they could now log in. The agent closed the ticket as resolved and informed the employee they would receive a survey.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conference, for technology and business application support, press 1.\nSpeaker 2: For mobile communication support, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  All agents are currently assisting other callers.\nSpeaker 3: Hi, this is ####.  Can I have your employee number?  Hello.  Sorry, I'm not able to hear you in Spanish.  Please be sure that your mic is turned on.  I'm not able to hear you in Spanish.  Please be sure that your mic is turned on.  I'm not able to.  Sorry.\nSpeaker 4: My employee number is ########.\nSpeaker 3: And also please confirm your phone number.  ##########.  And also, your enterprise ID.\nSpeaker 4: #####################.  Sorry, at #############.\nSpeaker 3: Thank you.  So for this one, ####, how can I help you today?\nSpeaker 4: So I have an Accenture laptop, but I do have a client laptop, but I didn't log into the Accenture laptop for a while.  I was getting some emails, and today I logged in.  I was able to successfully log in.  But I could not able to open any Outlook or anything.  It gives an error.  And the error code says #####.  And I've been asked to reach out to the administrator.  So that's the reason I'm calling you.\nSpeaker 3: OK.  I understand.  I apologize for this inconvenience.  But since you've been at my best, I'll provide you one second.  Can you please be slow?\nSpeaker 4: Can you speak slow?\nSpeaker 3: Okay, just to make sure I heard it correctly, you're not able to log in to your Teams and Outlook on your laptop, right now on your Accenture laptop, and you received errors, am I correct?\nSpeaker 4: Right.\nSpeaker 3: Error code #####.  Okay.  Okay, regarding this umbrella, as per checking here, my end, your account, was tagged as not compliant or your laptop was tagged as not compliant under conditional access.  So regarding this one, there is a compliance issue with your laptop right now because you are not using it for a long time, okay?  So regarding this one, we need the help of the Levels Protect Support to remediate your laptop and then remove the compliance issue.  Okay, and regarding this one, while waiting or while checking for the billable technician, can I put the call on hold for about two to three minutes?  Yes.  Thank you.  Please stay on the line.  Okay.  Thank you for patiently waiting on the line, ####.  Okay, regarding this one, ####, I'm still waiting for the advice from the level 2 tech.  I will be putting the call on hold again for about two to three minutes.  Okay.  Thank you for patiently waiting on the line, ####.  Okay, ####, I do apologize, but no update yet from Level 2 tech.  I will be putting the call on hold again for about two to three minutes while waiting.\nSpeaker 4: Okay.\nSpeaker 3: Thank you.  Please stay on the line.  Okay, thank you for patiently waiting on the line, ####.  Okay, regarding this one, ####, our Level 2 tech removed you already from the list of the conditional access compliance issue.  Please try to log in right now.\nSpeaker 4: Okay, let me try.  Yes, I think they have resolved it, I think.\nSpeaker 3: Okay, regarding this one, ####, since no further action, since you are able to log in right now, I will now close your ticket and tag us as resolved, and you will receive a survey by email, and your feedback is highly appreciated.  Thank you, and bye for now.\nSpeaker 4: Yeah, thank you.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they couldn't access Outlook or Teams on their Accenture laptop after a period of inactivity. The error code was #####. The helpdesk agent, after confirming the employee's details, identified the issue as a compliance problem due to conditional access, meaning the laptop was flagged as non-compliant. The agent placed the caller on hold multiple times while waiting for assistance from Level 2 support. Eventually, Level 2 support removed the compliance restriction. The employee confirmed they could now log in. The agent closed the ticket as resolved and informed the employee they would receive a survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing Outlook and Teams, the error code, and the resolution process involving Level 2 support. It maintains relevance by focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript correctly. However, the summary could be slightly more complete by mentioning the initial communication issues and the multiple holds more explicitly. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing Outlook and Teams, and the resolution provided by the helpdesk agent. The summary has a clear structure, starting with the problem, then describing the agent's actions, and finally, the resolution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and its resolution, making it complete. However, some minor details, such as the employee's confirmation of their phone number and enterprise ID, are omitted, but these are not crucial to understanding the main issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (inability to access Outlook/Teams)\n2. Includes the relevant context (period of inactivity on Accenture laptop)\n3. Accurately describes the root cause (compliance issue due to conditional access)\n4. Captures the resolution process (Level 2 support intervention)\n5. Includes the outcome (successful resolution)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while maintaining all crucial information. It follows a logical structure: problem \u2192 cause \u2192 resolution \u2192 outcome. The language is clear and professional. It accurately reflects the conversation without any factual errors or misrepresentations. The only minor improvement could be mentioning that the employee had both Accenture and client laptops, though this detail isn't crucial to the main issue. The summary successfully balances brevity with informativeness, making it an excellent representation of the call transcript.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee calls the IT helpdesk for assistance setting up a new computer. After navigating the automated menu, the employee reaches a representative. The representative initially struggles to locate the employee's account using their name and email address. Eventually, the employee provides their employee ID, which allows the representative to proceed. The representative guides the employee to a remote support connection website and provides a code. The employee downloads and runs the application, but the download appears to stall. The representative instructs the employee to reboot the machine and then guides them through logging into the browser and authenticating their account. The representative then indicates they will continue the setup remotely and ends the call.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard... For Technology and Business Application Support, press 1.\nSpeaker 2: For mobile communication support, please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do...\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 4: Thank you for calling Service Desk.  This is ######.\nSpeaker 5: Can you help your personal number or Accenture employee number, please?  It's ########### dot ############# at Accenture dot.  com.\nSpeaker 4: #######?\nSpeaker 5: Yes.\nSpeaker 4: Okay.  Can you spell again the first name?\nSpeaker 5: #-#-#-#-#-#.\nSpeaker 4: Right.  Thank you so much, #####.  And sorry about the issue you're encountering right now.\nSpeaker 5: Yes.\nSpeaker 4: I will try my best to assist you.  Okay.  Before anything else, Do you have any call back number?  ############.  Thank you very much.  Just one moment please while I check your account details here.  Okay.  Great.  It's not giving me the correct one.  So, #####, write # for #####, # for #####, # #####, and #####, and #####, # #####.\nSpeaker 5: Yes.\nSpeaker 4: #######, #, # for ###, #, #####, #, ########, #, ####, #, ######, #, #####, #, #####.\nSpeaker 5: #, #, #####, #, #####, # as in #######, # as in #####, # as in ###, # as in #####, # as in #####.\nSpeaker 4: Is this your Accenture email address?\nSpeaker 5: Yes.\nSpeaker 4: It's not coming up.  It's not correct here.  It's not giving me the right one.  Do you have a personal number, Accenture employee number?\nSpeaker 5: No, I don't.  Other than that, it's an employee ID number.\nSpeaker 4: Hello, can you spell again?  It's not correct.  Do you have an employee number?\nSpeaker 5: The employee number is # as in #####. ###\nSpeaker 4: #### Just a moment, please.\nSpeaker 5: Okay.\nSpeaker 4: All right, thank you so much.  How can I help you today?  I need help.\nSpeaker 5: I got a new computer today and I need help setting it up.\nSpeaker 4: Okay, are you logged in now to the admin?\nSpeaker 5: Yes.\nSpeaker 4: Okay, open a new browser.  Go to 123rescue.gov.  It says support connection.  Yes.  Support connection.  I'll give you the code.  Just give me one second to generate.\nSpeaker 5: Okay.\nSpeaker 4: All right, code is 476-299.\nSpeaker 5: All right, and it says download and run.\nSpeaker 4: Yes, download.\nSpeaker 5: Yeah.  And it says support, log me in, rescue, open file.\nSpeaker 4: Yes, correct.\nSpeaker 5: Okay.  All right, it says to #### that a support representative will help you shortly.\nSpeaker 4: You can see your laptop now, okay?  I'll continue over here on the remote, okay?  Is that okay?  We'll just wrap up the call and I'll continue setting up your machine.\nSpeaker 5: Yes.\nSpeaker 4: Okay, sure.  Okay, I'll just set up here.  This is just a quick one moment, please.  Okay.  Let's stay in the line.\nSpeaker 5: Okay.\nSpeaker 4: Did you try this already?\nSpeaker 5: Yes, it was still downloading.  On this part.\nSpeaker 4: Did you already run this already?  Yes, it was just downloading.  Downloading.\nSpeaker 5: It was just downloading.  Yeah.\nSpeaker 4: What do you mean downloading?\nSpeaker 5: Um, it had a blue bar across the screen like this.  Running for several takes.\nSpeaker 4: How many hours running like this?\nSpeaker 5: Um, it was like this for like 10 minutes.\nSpeaker 4: Did the screen sign in pop up?\nSpeaker 5: No.\nSpeaker 4: Can you close this one?  Can you press this, please, and reboot the machine?  Okay, just one moment.  It's loading up.  Okay, let's continue here.  I'll wait for this to finish.\nSpeaker 5: Okay.\nSpeaker 4: All right.  Thank you so much.  Right there on the remote.  Are you still there?  Can you click here at the back here, this browser?  You need to click this browser first.  The browser, just sign in.  Browser.  Browser.  The browser here, this edge.  Okay, next, sign in.  Do you know your password?\nSpeaker 5: I was trying it, but it wasn't working.\nSpeaker 4: You have no password.  Just one moment.  Approve the authenticator.  Okay, just wait for this to finish up.  All right, let's continue waiting.\nSpeaker 5: Okay.\nSpeaker 4: This is just a moment of peace, okay?  See you on the remote connection.  Okay, bye for now.\n</call_transcript>\n<summary>\nAn employee calls the IT helpdesk for assistance setting up a new computer. After navigating the automated menu, the employee reaches a representative. The representative initially struggles to locate the employee's account using their name and email address. Eventually, the employee provides their employee ID, which allows the representative to proceed. The representative guides the employee to a remote support connection website and provides a code. The employee downloads and runs the application, but the download appears to stall. The representative instructs the employee to reboot the machine and then guides them through logging into the browser and authenticating their account. The representative then indicates they will continue the setup remotely and ends the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the initial difficulty in locating the employee's account and the steps taken to set up the new computer. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas. It accurately reflects the content of the call transcript without introducing any false or misleading information. However, it omits some minor details, such as the specific issues with the download and the repeated instructions, which could provide a fuller picture of the interaction. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with setting up their new computer and the representative's attempts to assist them. The summary has a clear structure, making it easy to follow and understand, which indicates good coherence. \n\nIn terms of accuracy, the summary correctly reflects the events of the call transcript, including the initial difficulty in locating the employee's account, the use of the employee ID to proceed, and the steps taken to set up the computer. The summary also captures the main problem (difficulty setting up the new computer) and its resolution (the representative guiding the employee through the setup process and continuing the setup remotely), indicating completeness.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Initial context (new computer setup request)\n2. Authentication challenges\n3. Remote support connection process\n4. Technical issues encountered\n5. Final resolution approach\n\nThe summary is concise while maintaining essential details, and follows a logical flow from start to finish. It accurately represents the interaction between the employee and representative, including the initial difficulties in account verification and the subsequent troubleshooting steps. The summary correctly notes the download stalling issue and the representative's final decision to continue setup remotely.\n\nMinor improvements could include mentioning the initial automated message about system issues with \"my key\" and the \"gone fishing page,\" which might have been relevant context. However, this doesn't significantly impact the summary's overall quality as these weren't directly related to the caller's specific issue.\n\nThe summary maintains coherence throughout and provides a complete picture of both the problem and the resolution approach.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "98b4535d-a0be-46ea-ae8f-66615b720017",
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    "predicted_text": "An Accenture employee, #####, called the IT helpdesk because they were unable to access their Microsoft accounts (Teams, Outlook) and needed access restored before their project started the next day. The helpdesk agent, #######, discovered that #####'s account was showing as inactive, labeled as a \"former employee.\" The agent confirmed that ##### was a full-time employee and advised them that only HR or their manager could re-enable the account. Unable to provide direct assistance, the agent provided ##### with the HR help desk phone number, as ##### did not have contact information for HR or their manager due to the account lockout.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For technology and business applications...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password.\nSpeaker 4: Thank you for calling CIO.  You're speaking with #######.  Can I have your Accenture email address or your employee ID?\nSpeaker 5: ########################################.\nSpeaker 4: It's #############?\nSpeaker 5: Yep.\nSpeaker 4: Okay, #####, please tell me.  How can I help you?\nSpeaker 5: I was calling because my account has, I'm not able to log in any of my Microsoft accounts, like either Teams or use my Outlook or anything like that.  And every time I put in my account, it's saying that it's not able to work anymore.  And I just finished my training in ##  ####### on Friday and I start my project on Monday.  So obviously I would love to have access to that and need to figure that out before tomorrow when all my meetings start.\nSpeaker 4: Okay, okay, #####, I understand your problem.  I really apologize for the inconvenience.  So just allow me one minute.  Let me check your account details once, okay?\nSpeaker 5: Okay.\nSpeaker 4: Okay, all right, #####, I can see your account is currently not active.  It is showing as a former employee.  So could you please tell me when was the last time you were able to access your Accenture account?\nSpeaker 5: Yeah, yesterday, I was able to use it.  I set up meetings with all of my manager, as well as some other people on my team.  I got put on.  So I was able to talk to everybody yesterday.  Or I mean, I guess Friday.  Take that back.  That was Friday.  So on Friday, I was able to message and talk to everybody.\nSpeaker 4: Yes, I can see that your account is currently showing as a former employee.  That means it is disabled.  Your account is currently disabled.  So to enable your account, you are a full-time or you're a contractor?\nSpeaker 5: What was that?\nSpeaker 4: You are a full-time employee or you are a contractor employee?\nSpeaker 5: Full-time.  Yeah, I just got put on my first project.\nSpeaker 4: Okay, so you're a full-time employee.  So you can just check with your HR or your manager, okay?  Only they will enable your account.  We couldn't enable your account from our end.\nSpeaker 5: Okay, that's good.  I just am not able to access the Outlook or Teams though, so I'm not able to message.  I don't know how I'm going to be able to message them.\nSpeaker 4: Yes, I understand.  So you don't have a contact of any of your HR or your manager.  phone number you don't have?\nSpeaker 5: I don't believe I have their phone numbers, no.  I can check.  I just don't know if I'm going to be able to access the Outlook to figure out the information.\nSpeaker 4: Yeah, you couldn't log in and for our and I could we couldn't say any detail.  I can let me check if there's anything available for you.  and Okay, so please allow me one minute.  Let me check if there are any contact details for HR team, so they, okay, so I will share with you.\nSpeaker 5: And is there anyone I'd be able to speak with today about getting this figured out, just so I don't have to try to figure it out in the morning tomorrow, or is this, I'm gonna have to figure this out in the morning tomorrow, you think?\nSpeaker 4: Really, I really apologize, but only your HR will enable your account from there, and no one else can do, from their end.\nSpeaker 5: OK.  Do you have a phone number available for my HR representatives?\nSpeaker 4: Maybe you have something like that?  Let me check.  Is there any phone number available?  OK, please note down the HR help desk team phone number.  Are you?\nSpeaker 5: I hear you.  Just give me one second.  Are you able to give me a phone number?\nSpeaker 4: Yes.\nSpeaker 5: Okay, perfect, awesome.  I'm ready when you are.\nSpeaker 4: Okay, it's #################.\nSpeaker 5: #################################.\nSpeaker 4: There's one more phone number, please note down that also.\nSpeaker 5: Yes, please.  #######.\nSpeaker 4: #####################################################################################.  Yes.\nSpeaker 5: Okay.  Is that, do you know if this is my HR's personal phone number?\nSpeaker 4: No, no, this is not HR's personal phone number.  This is your HR's help desk phone number.  When you call on this and you will tell your identity, they will provide you all the details.  This is the HR help desk phone number.  Because from our end, we couldn't proceed any personal information related to any employee.  So we couldn't proceed any personal information to you.  But I will provide you the contact details of the team who can help you with this, okay?  OK.\nSpeaker 5: Thank you so much.  I really appreciate it.\nSpeaker 4: OK.  All right, #####.  Thank you.  Have a great day.  Bye-bye.\nSpeaker 5: Thank you, too.  Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture employee, #####, called the IT helpdesk because they were unable to access their Microsoft accounts (Teams, Outlook) and needed access restored before their project started the next day. The helpdesk agent, #######, discovered that #####'s account was showing as inactive, labeled as a \"former employee.\" The agent confirmed that ##### was a full-time employee and advised them that only HR or their manager could re-enable the account. Unable to provide direct assistance, the agent provided ##### with the HR help desk phone number, as ##### did not have contact information for HR or their manager due to the account lockout.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing Microsoft accounts, the discovery of the account being inactive, and the resolution involving contacting HR. The information is relevant and directly related to the main topic of the call. The summary is coherent, with a clear structure and logical flow of ideas. It accurately reflects the content of the call transcript without any false or misleading information. However, it misses some minor details, such as the employee's concern about not being able to contact HR due to the account lockout and the agent's effort to find contact details. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's account access issue and the helpdesk agent's assistance. The structure is coherent, making it easy to follow and understand the sequence of events.\n\nThe summary is accurate, reflecting the information provided in the call transcript without introducing false or misleading information. It also provides a fair description of the main problem (the employee's inability to access their account) and the resolution (the agent providing the HR help desk phone number).\n\nHowever, the summary could be improved by including more specific details about the employee's situation, such as their recent training and upcoming project start date, to provide more context.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the core issue (inability to access Microsoft accounts)\n2. Notes the urgency (needed before next day's project start)\n3. Explains the cause (account showing as \"former employee\")\n4. Details the resolution path (need to contact HR/manager)\n5. Mentions the helpdesk's solution (providing HR helpdesk numbers)\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details. It follows a logical flow from problem identification to attempted resolution. All information is accurate to the transcript, and no false information is included.\n\nMinor improvement could be made by mentioning that the employee had access until Friday (showing this was a recent change), but this isn't critical to understanding the interaction. The summary successfully captures both the problem and the outcome of the call in a clear, readable format.",
        "claude_score": 9.0
      }
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    "train_trial_index": 0,
    "predicted_text": "An employee, #########, called the IT helpdesk because they are unable to log into their Accenture email and set up their MFA, preventing them from completing mandatory training. They've had a ticket open for two days, #########, but haven't received a call back. The employee is unable to reset their password and the temporary password they received previously has expired. The employee requested immediate assistance and asked if someone could join the call to resolve the issue urgently. The helpdesk agent, #####, confirmed the ticket was assigned to the employee's local office and stated they could only expedite the existing ticket. The agent assured the employee they would expedite the ticket and request a call back today.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business, to check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with myT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other calls.\nSpeaker 3: Thank you for calling.  This is #####.  Can I have your employer personnel number, please?\nSpeaker 4: Yeah, sure, definitely.  Give me a second, I'm doing it.  All right, thank you so much.  Yeah, the employer personal number is #########.\nSpeaker 3: All right.  To confirm, it's # for ##### ######.  No, no.\nSpeaker 4: ###. ###, not ###.\nSpeaker 3: #######.  All right.  It's # for ##### #######.  Is that correct?  Yes.  That's correct.  All right.  And can you also verify, please, your EID or Accenture email?  Sorry, can you repeat that?\nSpeaker 4: Hello?  All right, thank you so much, ########\nSpeaker 3: And lastly, can you provide me also your call back number?\nSpeaker 4: Yeah, ############.\nSpeaker 3: All right, thank you so much.  And let me just pull up your account for a moment.  And by the way, how can I help you today?\nSpeaker 4: Actually, I have been following up with your team for the past two days.  I am unable to add my mobile number to the email ID and I am also unable to log into the Accenture email ID.  I couldn't set up my MFA account actually.  So, due to that, I am unable to complete the training which is scheduled to complete by tomorrow.  So, I have someone from your team raise a ticket daily for ######### and no one has called me from there yet.  So, could you please ask them to follow up on that SMS for me?\nSpeaker 3: Sorry, you are calling regarding with an MFA issue and you are asking for an update for this one?\nSpeaker 4: I am MFA issue and I am unable to reset the password on my own and I can't log into the email ID as well.  Due to that, I couldn't complete the training on time.  So, right now I am unable to log into the email ID and also I couldn't set up my MFA account as well.  Last time I tried, but it was only a temporary password.  After that, it got expired.  And now it's the same case again.  I'm unable to log into the email ID and team.  OK.\nSpeaker 3: I apologize for the inconvenience, ##########.  And I'll do my very best to assist you with this one.  And just to inform you, you are already aware that your ticket was already assigned to your local office, right?  So in that case, you need to wait for your local office to reach out to you regarding with this one.  And the only thing that I can do here is to expedite your tickets so that you will be prioritized regarding with this.  Will that be okay to you?\nSpeaker 4: Yeah, that will be okay.  And apart from that, is there anything that you could do?  Like, can you get someone on the call right now?  Is that possible?  Because it's very urgent for me.  Something needs to be resolved by today.  That's the reason.\nSpeaker 3: Sorry, I cannot really hear you well.  Can you repeat that?\nSpeaker 4: No, what I'm asking is, other than that, is there any possibility to add someone in the call or to exclude it as soon as possible so that I can get a call back in the next one hour?  Is there a possibility?  Because I need it to be resolved as soon as possible.\nSpeaker 3: Regarding with that one, #########, we are the one who chooses the manager who is available for the verification, and that is the updated policy on the CIO help desk.  In that case, you really need to wait for your local support to reach out to you.  And yeah, I'll just expedite your ticket for this one.\nSpeaker 4: Could you please expedite and ask them to call me as soon as possible by today itself?  Can you please mention this comment to me?\nSpeaker 3: Yes, of course.  I'll do that.  And I'll expedite your ticket.  And please keep your lines open, okay?  Thank you so much for being here.  Bye-bye for now.  Have a good one.\n</call_transcript>\n<summary>\nAn employee, #########, called the IT helpdesk because they are unable to log into their Accenture email and set up their MFA, preventing them from completing mandatory training. They've had a ticket open for two days, #########, but haven't received a call back. The employee is unable to reset their password and the temporary password they received previously has expired. The employee requested immediate assistance and asked if someone could join the call to resolve the issue urgently. The helpdesk agent, #####, confirmed the ticket was assigned to the employee's local office and stated they could only expedite the existing ticket. The agent assured the employee they would expedite the ticket and request a call back today.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issues with logging into their email and setting up MFA, the open ticket, and the request for immediate assistance. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. The accuracy is high, as the details provided match the call transcript. However, the summary could be slightly more complete by mentioning the specific issue with the temporary password expiring and the employee's inability to complete mandatory training due to these issues. Overall, the summary provides a fair description of the main problems and resolutions discussed in the call.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issues and resolution discussed in the call transcript. It is relevant to the topic, focusing on the employee's inability to log into their email and set up MFA, and the subsequent assistance provided by the helpdesk agent. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. The information presented is accurate, matching the details provided in the call transcript. The summary is also complete, covering the main problems and resolutions discussed in the call. However, some minor details, such as the initial automated messages and the agent's verification process, are omitted, which is acceptable for a summary. Overall, the summary is well-written and effectively conveys the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (email login, MFA setup, training deadline)\n2. Includes relevant context (2-day ticket history, expired temporary password)\n3. Accurately represents the employee's urgency and request for immediate assistance\n4. Correctly describes the agent's response and limitations\n5. Maintains logical flow and coherent structure\n\nThe summary is concise while including all crucial details. It accurately reflects both the problem and the resolution (ticket expediting). The information is presented in a clear, chronological order that makes the situation easy to understand.\n\nMinor improvement could be made by mentioning the \"high call volume due to myT performance issues\" announced at the start of the call, as this provides context for why local support might be delayed. However, this is not critical to the core interaction.\n\nOverall, the summary excels in all evaluation criteria with only minimal room for improvement.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "ad836c5c-6fbd-4494-bac5-85c85251a1a9",
    "train_trial_index": 0,
    "predicted_text": "An employee, #######, contacted the IT helpdesk because they were unable to log into Microsoft Teams on their phone. The Authenticator app was prompting for a password despite the account being passwordless. The IT support agent, after verifying the employee's details, determined that the MFA setup was faulty. The agent initiated a remote session to the employee's laptop using 123rescue.com. The agent then guided the employee to remove their Accenture account from the Authenticator app on their phone and re-add it by scanning a QR code. Finally, the agent had the employee enable phone sign-in using a temporary access pass. After these steps, the employee was able to access Teams and Outlook on their phone. The agent closed the ticket and informed the employee about a follow-up survey.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing... For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi.  It's ########.  All right, to confirm again, it's ########, correct?\nSpeaker 3: Yep, that's correct.\nSpeaker 2: All right.  Thank you so much.  And also verify your EID and your Accenture email.\nSpeaker 3: That's ##############################.\nSpeaker 2: All right.  Thank you so much, #######.  And let me just pull up your cell for a moment.  Mm-hmm.  And can you also provide me your phone number, #######?\nSpeaker 3: My what number?\nSpeaker 2: Your phone number.\nSpeaker 3: Oh, ############.\nSpeaker 2: All right, thank you so much.  And yeah, by the way, how can I help you today, #######?\nSpeaker 3: I'm having trouble logging in with Teams on my phone.  So every time I click on Teams and it goes through the Authenticator app, it's asking me to enter a password, but I don't have a password on Passwordless.  And it doesn't have another option where it says sign in other options.  All it has is forgot my password and sign in with another account.  So I can't get past the Authenticator app.\nSpeaker 2: Okay.  You mean that you aren't able to access or log into Teams on your phone and MFA is not working, correct?  It doesn't give you an option regarding with your MFA.\nSpeaker 3: Right.  When it goes through the Microsoft Authenticator app, it's asking me to enter my accent or password.  However, I don't have a password.  My account is passwordless.\nSpeaker 2: All right.  I apologize for the inconvenience, #######, and I'll do my very best to help you solve this one.  And, ##########, here on my end, it seems that your MFA is not properly set up.  That may cause the reason why you are unable to see the option to sign in using your MFA.  And, yeah.\nSpeaker 3: It was working this morning.\nSpeaker 2: It's working and now the issue or it starts now it's the issue starts that you are able to feed it up then and Yeah, all we have to do with this one is to set this one up properly, then you'll be good after.  okay, and Yeah, I may ask if you are able to access any Accenture site using your Accenture laptop as we are we will be using your Accenture laptop and to set up your MFA.\nSpeaker 3: Yeah, I'm on my laptop.\nSpeaker 2: All right.  Can we have a remote session?  Can you access this site?  123rescue.com.  What was that?  123?  Yep.  123rescue.com.\nSpeaker 3: OK.\nSpeaker 2: And let me just generate a code for that one.\nSpeaker 3: OK.\nSpeaker 2: All right.  Here's the code.  It's 628667.  OK.  Kindly download the file, please.  And after you download it, kindly run it as administrator.\nSpeaker 3: Okay, it's connected.\nSpeaker 2: Alright, I have received it, now let me just render a mode.  OK, now kindly click OK on the notification prompt on your end.  All right, thank you so much.  Now let me take control of your device.  OK.  Oh, you have to.\nSpeaker 3: Ms.  Bell-Finance.\nSpeaker 2: Oh, sorry.  For a moment, let me just zoom the screen.  Yeah, sorry about that.  OK.  As you can see here, you have two registered devices.  So we need to re-add your device, #######, because we don't know what is the main device that you have.  I mean, what is the current device you have registered?  Well, when it's the same device.  And yep, for a moment, let me just.  And can you also remove your Accenture account on the Authenticate your app, please.\nSpeaker 3: You said remove it?\nSpeaker 2: Yep.  Remove it, please.  Kindly tell me when it is done.\nSpeaker 3: How do you remove this?\nSpeaker 2: Yeah.  Click your Accenture account.  Then there is a settings at the upper right corner.  Then you'll see remove account.\nSpeaker 3: Okay.  I'm on the app.  So I have to go to settings?\nSpeaker 2: Yes, but first click your Accenture account first.\nSpeaker 3: Yep, I'm on there.\nSpeaker 2: Then...\nSpeaker 3: Okay, remove it.  I got it.\nSpeaker 2: All right, thank you so much.\nSpeaker 3: So do I click all apps on this device?\nSpeaker 2: This app only.\nSpeaker 3: Okay.  Okay, it's removed.\nSpeaker 2: Now, kindly click add account, then choose work or school account, and scan QR code.  Then scan.  For a moment, let me just do it again.\nSpeaker 3: I'm sorry, I scanned it.\nSpeaker 2: All right.  Now, finally approve the notification.  For a moment, let's move to the next step.  You need to.  You will be enabling the phone sign-in now.\nSpeaker 3: Okay.\nSpeaker 2: And now click your Accenture account on your phone, please, on the Authenticator app.\nSpeaker 3: Okay.\nSpeaker 2: And then look for enable phone sign-in or set up phone sign-in.\nSpeaker 3: Okay.  Click continue?\nSpeaker 2: Yes, please click continue.  Then it will be asking for a Temporary access pass, kindly enter the one I posted on the screen.\nSpeaker 3: Okay.\nSpeaker 2: All right, can you tell me when it is done?\nSpeaker 3: It's done.\nSpeaker 2: All right, let's check.  OK, now we only have one last step.  Okay.  Now, #######, try to access Microsoft Teams on your phone.\nSpeaker 3: Okay.  Yeah, it's saying enter password or I have use app instead or sign in another account.\nSpeaker 2: Kindly choose the use an app instead, please.  Are you able to receive a notification?\nSpeaker 3: Yeah.\nSpeaker 2: All right, perfect.\nSpeaker 3: It's asking me to sign in again.  Okay, hold on, I think it's like frozen.\nSpeaker 2: All right, no worries.\nSpeaker 3: Okay, I think it's working now.  So do I have to re-sign in with Outlook as well?\nSpeaker 2: Yes, yes.  And that means also that you're all set up now.  and yeah, I'll be closing your ticket for this month and you'll be receiving a survey email after this call, and do not hesitate to call us back if you need further assistance, okay?\nSpeaker 3: Okay.  Thank you so much.  I appreciate it.\nSpeaker 2: Thank you so much also for your time.  Bye-bye for now.  Have a good one.\nSpeaker 3: You too.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk because they were unable to log into Microsoft Teams on their phone. The Authenticator app was prompting for a password despite the account being passwordless. The IT support agent, after verifying the employee's details, determined that the MFA setup was faulty. The agent initiated a remote session to the employee's laptop using 123rescue.com. The agent then guided the employee to remove their Accenture account from the Authenticator app on their phone and re-add it by scanning a QR code. Finally, the agent had the employee enable phone sign-in using a temporary access pass. After these steps, the employee was able to access Teams and Outlook on their phone. The agent closed the ticket and informed the employee about a follow-up survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the Authenticator app and the steps taken to resolve it. It is relevant, focusing on the main topic of the call without extraneous details. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key actions and outcomes from the transcript. However, it misses some minor details, such as the employee's initial confusion about the phone number and the specific steps during the remote session. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's issue with logging into Microsoft Teams on their phone. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly identifies the problem, the steps taken by the IT support agent, and the resolution. The information presented is factually correct and does not contain any false or misleading information.\n\nThe summary is also complete, providing a fair description of the main problems and resolutions based on the original call transcript. It covers the key points, including the initial issue, the diagnosis, the steps taken to resolve the issue, and the final outcome.\n\nOverall, the summary meets all the criteria for a high-quality summary, effectively conveying the most important information from the call transcript in a clear and concise manner.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (Teams login issues with passwordless account)\n2. Accurately describes the diagnosis (faulty MFA setup)\n3. Details the solution process step by step (remote session, removing/re-adding Authenticator account, enabling phone sign-in)\n4. Includes the resolution outcome (successful access to Teams and Outlook)\n5. Mentions the call conclusion (ticket closure and survey)\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details. It follows a logical structure from problem identification to resolution. The information presented is accurate and matches the transcript's content. The only minor improvement could be mentioning that the issue started recently (was working that morning), but this detail isn't crucial to understanding the interaction. The summary successfully balances brevity with completeness while maintaining clarity and accuracy.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "fb7a4d89-27bd-4d07-b8cf-c75b0a430018",
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    "predicted_text": "A contractor, ######, contacted the IT helpdesk, reporting an error message (\"unsecured and noncompliant device\") when trying to access the MA Connector survey link in both Edge and Chrome. After confirming the contractor was using an Accenture laptop, the helpdesk agent, ####, initiated a remote session using 123Rescue.com. The agent updated Chrome, cleared cache and cookies, and added extensions. After these steps, the contractor was able to access the survey link. The agent confirmed the issue was resolved, provided the incident number, and informed the contractor about a feedback survey. The call concluded with mutual thanks.\n",
    "base64_images": [],
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Videocon... For Technology and Business Application Support, press 1.  For Mobile Communication Support, press...\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue.\nSpeaker 4: Hello, thank you for calling service desk.  This is ####.  Can I have your employee ID number, please?\nSpeaker 5: Who is your employee ID?  I'm a contractor.  Is it, um, I don't know.\nSpeaker 4: Um, you can do...\nSpeaker 5: #########################.  That's my email address, ################.\nSpeaker 4: Okay, that is perfect.  And is it okay?  Also, if you can spell it out for me on form your perfect.  Thank you.\nSpeaker 5: #  #   ##### at work.  ##### #####.  #####  #####.\nSpeaker 4: Thank you so much.  So just to confirm, let me double check since you're cutting in and out.  It's # for ######, # for ####, # for ######, # for #####, # for ####, # for ###, I mean # for #####, dot # for ###, # for #######, # for #####, # for ####, # for ###, is that right?\nSpeaker 5: Yeah, I don't know.  Yeah, #############################.  It sounds like it.\nSpeaker 4: I'm sorry, you're cutting in and out.  I cannot understand what you're saying.\nSpeaker 5: It sounds like the way you called it back.  ########### as in #####, # as in #####.  Right?  Uh-huh.  That's what you have.\nSpeaker 4: Yes, that is correct.\nSpeaker 5: ########. # as in #####, ##### as in #####, # as in ###, # #####, # as in #####, # as in ######.\nSpeaker 4: Okay, perfect.  Thank you so much for that.  And also, can I ask for your callback number?  ############.  Thank you so much.  So, ######, how can I assist you today?\nSpeaker 5: Yeah, I'm calling about this MA Connector.  It's a survey where we pick our schedule preference, but I keep receiving this error message.  It's not allowing me to keep saying this.  unsecure and noncompliant device.  I did it on Edge.  I did it on Google Chrome.  I shut it off, powered it back on, did a reset, and just checked to see if I had any updates, and it said I had none.  But all throughout the day, it was telling me it was going to shut off in six hours, five hours, or something, but I'm not sure.  But it's not allowing me to open an email from MA Connector.\nSpeaker 4: I see.  Okay, so that I really do apologize, #######, for the inconvenience that cost you.  But no worries, since you got me on the phone, I'll try my best to assist you on this, okay?  Thank you.  You're welcome.  So for this, just to make sure that I have your concern right, you receive an error message saying unsecured or noncompliant device when you try to access a certain site.  Is that right?  Correct.  So for this, let us try to initiate a remote session so that I can check on your end, okay?\nSpeaker 5: Okay.\nSpeaker 4: So on your Accenture laptop, I'm sorry, just to confirm first, you are using right now a Accenture laptop, right?\nSpeaker 5: Yes.\nSpeaker 4: Perfect.  So for this, can you please open a browser?  Any browser will do.  And try to access this site.  123rescue.com.  Hold on.\nSpeaker 5: Hold on.  Oh, you said one, two... Um, it's one, two... Sorry.\nSpeaker 4: It's 123Rescue.  Okay.  Okay.  So, you know, we went through the technical workflows and Salesforce yesterday.\nSpeaker 5: We will have that to help to guide us through the steps that we need to take.\nSpeaker 4: I see.\nSpeaker 6: Okay, then let me provide you the PIN.  It's #######.  And I repeat, it's #######.\nSpeaker 5: Okay, is that for me to download or run AppleNet?\nSpeaker 4: Download the application document.  I'll be able to explain the requirements and processes for requesting preferred names and pronouns.\nSpeaker 5: We'll be able to effectively...\nSpeaker 4: Okay, and please do write the file.  ...go a little bit more into how we are going to properly document...\nSpeaker 5: Let me shut this down.\nSpeaker 6: ...and how we are going to wrap up...\nSpeaker 5: Okay, now, what you said, I'm sorry.  Secure remote.  It's telling me I need to download, but it said download didn't start.  Try again.  Try it again.  It didn't work.  What is the, okay, I'm going to put that number in again.  Start download.\nSpeaker 4: That, that pin is already been fused, so we cannot use it anymore.  So, I will provide you another.\nSpeaker 5: No, it's right there.  It's there.\nSpeaker 4: Oh, I see.  Perfect.\nSpeaker 5: Yeah, I didn't see when it, yeah, it's there.  It's connected.\nSpeaker 4: Okay, perfect.  Okay, just a moment.  Can you please click okay on your end?  Okay, perfect.  Thank you.  So, can you please show me the error message that you mentioned earlier?\nSpeaker 5: Sure.  When I click on here, right, are you able to see it?\nSpeaker 4: I see.  I see, ######.\nSpeaker 5: Yeah, I get it in both Edge and, well, that's Google, and I get the same thing in Edge as well.\nSpeaker 4: I see, ######.  So for this, I will try to add a Google Chrome extension on your browser.  So can I take control for a moment?\nSpeaker 5: Sure, go ahead.\nSpeaker 4: Perfect, thank you.  So let me just use this one, I mean add.  Let me take a screenshot of this error message.  Okay, let me add this one.  And let me add the other one.  Okay.  Check on that.  Let me also check if your Google Chrome is up to date.  Hold on.  Oh, perfect.  Let me clear cache and cookies just to make sure.  Okay, let us wait for it.  And I know also, #######, when did this issue started?\nSpeaker 5: When they just told us to check our email for the MA Connector, go ahead and select your survey.  So I just tried it a couple of times, and I spoke with you.\nSpeaker 4: I see.  Okay, thank you so much for confirming.  So for this, is it okay if I can close this browser?  Thank you.  Let me close this again.  Let me check if I can add that one.  Let me unload this one.  Add this.  Also add this other one just to make sure.  All right, let me close this one.  Okay.  Perfect.  So let me close this browser.  So is this the link?  Can I click on it?  Yes.\nSpeaker 5: Thank you.\nSpeaker 4: Thank you.  Perfect.  So now as for tracking, you are able to access the other link, okay?\nSpeaker 5: Oh, okay.\nSpeaker 4: That is the survey link that was provided to you.  And also, #######, since we were able to resolve your issue, I will go ahead and tag this ticket as resolved, okay?\nSpeaker 5: Okay.\nSpeaker 4: Okay, perfect.  And the incident number, you mean?  I see.  I will provide it to you on this chat box.  Oh, in the box right now.\nSpeaker 5: Okay.  Because I was getting ready to send it to her.\nSpeaker 4: So for this, I have provided you the incident number for your reference.  And also, upon resolution of this ticket, you may receive a survey via email, and your feedback will be highly appreciated.  So if you need any more help, feel free to reach us out, okay?\nSpeaker 5: Okay.\nSpeaker 4: Okay, perfect.  So thank you so much for your time.  Bye-bye for now and enjoy the rest of your day, okay?\nSpeaker 5: Thank you so much.  Thank you.  Bye-bye.  Oh, it's right there.  Okay.  Yes.\nSpeaker 4: I'll get it to her right now.  So I'm good to go.  Thank you so much.  I appreciate it.  You're welcome.  Thank you.  Thank you.  Appreciate it.  Bye-bye.  Thank you.  Bye-bye.  Bye.\n</call_transcript>\n<summary>\nA contractor, ######, contacted the IT helpdesk, reporting an error message (\"unsecured and noncompliant device\") when trying to access the MA Connector survey link in both Edge and Chrome. After confirming the contractor was using an Accenture laptop, the helpdesk agent, ####, initiated a remote session using 123Rescue.com. The agent updated Chrome, cleared cache and cookies, and added extensions. After these steps, the contractor was able to access the survey link. The agent confirmed the issue was resolved, provided the incident number, and informed the contractor about a feedback survey. The call concluded with mutual thanks.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the error message, the troubleshooting steps taken, and the resolution. It is relevant, focusing on the key issue and its resolution without extraneous details. The structure and flow are clear, making it easy to follow. The information is accurate, reflecting the main events of the call correctly. However, it misses some minor details, such as the initial difficulty in communication and the specific steps taken during the remote session. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the contractor's issue with accessing the MA Connector survey link and the steps taken by the helpdesk agent to resolve it. The structure is coherent, making it easy to follow the sequence of events. The information presented is accurate, aligning with the details provided in the call transcript. The summary also captures the main problem and its resolution, including the steps taken by the agent and the outcome, thus scoring well on completeness. The only minor detail missing is the initial automated messages and the contractor's difficulty with providing their employee ID, but these are not crucial to understanding the main issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the caller (contractor) and their issue (MA Connector survey access error)\n2. Accurately describes the error message and attempted browsers\n3. Details the troubleshooting steps taken (remote session, Chrome updates, cache clearing, extension additions)\n4. Includes the resolution and follow-up (successful access, incident number, feedback survey)\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details. It follows a logical structure: problem \u2192 troubleshooting \u2192 resolution. The information presented is accurate and matches the transcript.\n\nMinor improvements could include mentioning that the contractor initially had trouble with the remote session setup, and that they tried multiple troubleshooting steps before calling (reset, checking updates). However, these are not critical omissions.\n\nThe summary achieves its primary goal of conveying the essential information in a clear, accurate, and organized manner.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "b3ffd40b-5c5e-4a05-9fc2-89781e1e2288",
    "train_trial_index": 0,
    "predicted_text": "An employee, ####, called the IT helpdesk seeking assistance connecting their plant laptop to the network at the Accenture office in ########. After providing their employee ID, email, and callback number, #### explained they were presented with multiple Wi-Fi options: Wi-Fi guest (open), Wi-Fi access, Wi-Fi innovate, Wi-Fi internet, and Wi-Fi IoT (all locked). They were unable to connect to Wi-Fi guest and needed to know which network to use. The helpdesk agent advised #### to consult with the local tech support at the office for specific connection instructions and credentials. The call concluded with the agent suggesting #### close the ticket.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, press 1.\nSpeaker 2: For mobile, please enter your 8-digit personnel number.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to Gone fishing page, the team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us.\nSpeaker 4: ########, can I have your employee ID number, please?\nSpeaker 5: Sure, it's #########.  One second.\nSpeaker 4: #########, am I correct?\nSpeaker 5: No, sorry.  I'll repeat that.  #########.\nSpeaker 4: Yeah, I got it here.  Thank you so much.  Let me just pull up your account and all those.  Can I have your Accenture email, please?\nSpeaker 5: ###########################.\nSpeaker 4: All right, one second.  Let me check here.  All right.  Thank you so much, #####, right?\nSpeaker 5: Yeah.\nSpeaker 4: Thank you.  And then can I have your callback number, please?\nSpeaker 5: ############.\nSpeaker 4: All right, let me confirm, it is ############, right?\nSpeaker 5: Correct.\nSpeaker 4: Thank you so much, ####, and how can I help you?\nSpeaker 5: So I'm at the Accenture office in ########, and I have a plant laptop that I'm trying to connect to the network.  So which network should I use and how do I connect?\nSpeaker 4: Oh, okay, okay.  Apologies for the inconvenience I do regarding this.  No worries.  I'm here to help you.  Let me just confirm first.  You're calling because you have a client machine right now, and then you're asking what network you want.  I mean, what network is that?  I mean, what like network to connect, right?\nSpeaker 5: Correct.  Correct.\nSpeaker 4: Okay.  Thanks for that.  So yeah.  Regarding with this one, ####, let me just ask, the client machine or site is very strict, right?  So let me just ask, under the client, are you all advised to connect to the other network aside from your client site?\nSpeaker 5: Sorry, can you repeat that?\nSpeaker 4: Do you still like to connect to the other network using the client machine?\nSpeaker 5: Which other network?  When I'm at home, I've connected to my home network.  So I've done all of that.  Because once I connect to the network, I'll have to re-pin into the network.\nSpeaker 4: Wi-Fi office is ever your machine is able to like connect to the other network and you try to connect or?\nSpeaker 5: Yes, so okay, so I would like.  I've connected to Wi-Fi.  guest.  it says it says no internet open.  so how do I?  how do I?  how do I connect?  because I can't connect to Wi-Fi access because Wi-Fi access allows me for my Accenture password.  Which network should I connect to?  There is Wi-Fi guest, there is Wi-Fi access.  Wi-Fi guest is open.  Wi-Fi access, Wi-Fi innovate, Wi-Fi internet, Wi-Fi IoT, these are all locked.  So which one should I connect to?\nSpeaker 4: Okay.  If ever, like you mentioned earlier, ####, that you are in the office right now, so for that you can ask the local tech on that office so that you can ask, like there is a specific link to access.  for you to like connect okay okay i'll go i'll ask them.  okay yeah all right thank you.  to get the credentials you're welcome ##### go a head and close the ticket.  all right perfect thank you thank you goodbye you're welcome.\n</call_transcript>\n<summary>\nAn employee, ####, called the IT helpdesk seeking assistance connecting their plant laptop to the network at the Accenture office in ########. After providing their employee ID, email, and callback number, #### explained they were presented with multiple Wi-Fi options: Wi-Fi guest (open), Wi-Fi access, Wi-Fi innovate, Wi-Fi internet, and Wi-Fi IoT (all locked). They were unable to connect to Wi-Fi guest and needed to know which network to use. The helpdesk agent advised #### to consult with the local tech support at the office for specific connection instructions and credentials. The call concluded with the agent suggesting #### close the ticket.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with connecting to the network and the advice given by the helpdesk agent. The information is relevant and focuses on the main topic of the call. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand. The accuracy of the summary is high, as it correctly reflects the details of the call, such as the different Wi-Fi options and the advice to consult local tech support. However, the summary could be slightly more complete by mentioning the initial confusion and clarification about the network options, which was a significant part of the conversation. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's network connection issue and the helpdesk agent's advice. The summary's structure is coherent, making it easy to follow and understand.\n\nIn terms of accuracy, the summary correctly identifies the employee's problem, the options they were presented with, and the agent's suggested solution. However, it does not mention the initial automated messages and the performance issues with \"my key\" mentioned at the beginning of the call transcript, which are not directly relevant to the employee's issue but provide context for the call.\n\nRegarding completeness, the summary adequately describes the main problem and resolution but omits some contextual details. Overall, the summary effectively conveys the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (connecting plant laptop to office network)\n2. Includes relevant context (different Wi-Fi networks available)\n3. Maintains proper sequence of events (verification process \u2192 problem description \u2192 solution)\n4. Correctly states the resolution (referral to local tech support)\n5. Includes important details like network options and their status (locked/open)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while maintaining all crucial information. It's coherently structured, flowing logically from problem identification to resolution. The language is clear and professional.\n\nMinor improvement could be noting that the Wi-Fi guest showed \"no internet open\" when attempted, but this is a relatively minor detail.\n\nThe summary achieves an excellent balance between brevity and completeness while maintaining accuracy and relevance throughout.",
        "claude_score": 9.0
      }
    }
  },
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    "instance_id": "3c53a555-f9e7-4fd9-b139-a9fddb87e471",
    "train_trial_index": 0,
    "predicted_text": "An employee, ######, contacted IT support because they are supposed to be passwordless but are being prompted for a password when trying to log in. They also mentioned their MFA is not configured due to a stolen phone. The IT agent confirmed the user's passwordless status and attempted to direct them to mypasswordless.accenture.com. However, accessing the site requires a temporary access pass (TAP) provided by the Level 2 team. Since it's Sunday and the Level 2 team is unavailable, the agent was unable to provide the TAP and advised the employee to call back on Monday. The employee expressed their need to work today, but the agent reiterated the Level 2 team's unavailability. The call ended with the agent thanking the employee for calling.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: Para soporte de acceso y contrase\u00f1a, presione cero.  Para soporte de aplicaciones, technology, telecom y dispositivos m\u00f3viles.\nSpeaker 2: Para verificar si tu cuenta fue emigrada a passwordless, por favor indeza a https://go.passwordless.com/.go.  passwordless.  Si eres passwordless, presiona uno para hablar con un agente o utiliza las opciones de autoayuda del sitio.  Si no eres passwordless a\u00fan, presiona dos.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 4: Hi, how are you?  I can barely hear you.\nSpeaker 5: My name is ######.  I have a problem with my password.  I'm supposed to be passwordless, but now when I try to sign in, it's asking me for a password.  I don't know what to do.  I can always have my own password.  I tried.  If the system doesn't let me, I'm not...\nSpeaker 4: Can you please provide me your 8-digit employee number?\nSpeaker 5: Yes.  It is ##############.\nSpeaker 4: Okay.  Allow me a minute so that I can fetch your information, okay?\nSpeaker 5: Okay.\nSpeaker 4: OK, so I'm talking with ######, right?\nSpeaker 5: Yes, right.\nSpeaker 4: OK.  All right, ######.  Please tell me, how can I help you?\nSpeaker 5: Oh, I just did.  OK, so I'm supposed to be passwordless, but the system now is asking me for a password when I try to sign into either the US or Canada.  or to any access to the site.  Okay.  It has access to our password, and I don't have the MFA configurated yet, because my phone got stolen, so I haven't done that yet.  But basically, that's the thing.  I'm supposed to be announced as well as the system is asking for a password, and I can always have my own password to the site, because I'm not allowed to.  It's not allowed by the administrator itself.  Okay.  I don't know what to do.\nSpeaker 4: OK, ######, can you please try to visit mypasswordless.exchanger.com from your mobile phone?  It's mypasswordless.exchanger.com.  ######, can you hear me?\nSpeaker 5: Yes, well, I'm looking for the site, but it's not the right site.  Let me check again.\nSpeaker 4: Yeah, it's mypasswordless.accenture.com.  Are you able to visit that site from your mobile phone or not?\nSpeaker 5: Yes, I am doing it from my phone.\nSpeaker 4: Hello, your voice is not clear to me, ######.  I'm not able to hear you.\nSpeaker 5: I am doing it from my phone.\nSpeaker 4: Yes.  Yeah, that's what I want to know, that are you able to access my password?  Because my account has been locked.  Okay, okay.  All right, ######, let me tell you, as you are a passwordless user, so in order to access mypasswordless.accenture.com site, I have to provide you a temporary access pass.  By using that, you will be able to log in in my passwordless site, okay?\nSpeaker 5: Okay.\nSpeaker 4: Yeah, but as today is, you know, Sunday, and our level two team is not available, so the temporary access pass is only provided by our level 2 team.  so i can suggest you that can you please call us tomorrow on the monday so that we can provide you the tap and you will be able to log in.\nSpeaker 5: no i need to work today.\nSpeaker 4: yeah yeah yeah yeah yeah i understand but ###### as you are a passwordless user so in order to log in in that site i have to provide you a tap and tap is provided by our Level 2 team.  And today, there's no one in Level 2 team to provide temporary access for us.  That's what I'm saying.  Okay.\nSpeaker 5: Okay, I'm sorry.  I know it's not easy, but I hope...\nSpeaker 4: Okay, #######.\nSpeaker 5: Yes, yes, yes.\nSpeaker 4: Thank you for calling CIO.  Have a good day.  Bye.\n</call_transcript>\n<summary>\nAn employee, ######, contacted IT support because they are supposed to be passwordless but are being prompted for a password when trying to log in. They also mentioned their MFA is not configured due to a stolen phone. The IT agent confirmed the user's passwordless status and attempted to direct them to mypasswordless.accenture.com. However, accessing the site requires a temporary access pass (TAP) provided by the Level 2 team. Since it's Sunday and the Level 2 team is unavailable, the agent was unable to provide the TAP and advised the employee to call back on Monday. The employee expressed their need to work today, but the agent reiterated the Level 2 team's unavailability. The call ended with the agent thanking the employee for calling.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with being prompted for a password despite being passwordless, the lack of MFA configuration due to a stolen phone, and the need for a temporary access pass from the Level 2 team. The summary is relevant and focuses on the key aspects of the conversation. It is coherent, with a clear structure and flow of ideas, making it easy to understand. The information is accurate and matches the details from the call transcript. However, the summary could be slightly more complete by mentioning the employee's frustration and the agent's repeated explanation about the unavailability of the Level 2 team. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with being prompted for a password despite being passwordless and the IT agent's attempts to resolve the issue. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's problem, the IT agent's actions, and the reason for the inability to provide a temporary access pass. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, the summary could be improved by including more specific details, such as the employee's mention of trying to access the US or Canada sites. Nevertheless, the summary provides a good overview of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (passwordless user being prompted for password)\n2. Includes relevant context about MFA configuration and stolen phone\n3. Accurately describes the solution attempt (accessing mypasswordless.accenture.com)\n4. Correctly explains the blocker (need for TAP from Level 2 team)\n5. Accurately captures the resolution (or lack thereof) due to it being Sunday\n\nThe summary is concise yet comprehensive, maintaining a logical flow of events. It accurately represents both the problem and the attempted solution without including unnecessary details. The language is clear and professional. The only minor improvement could be mentioning that the user was specifically trying to access US or Canada sites, but this detail isn't crucial to understanding the core issue. The summary effectively captures both the customer's urgency (\"need to work today\") and the support limitations (Level 2 team unavailability).",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "fe22e0a9-9784-4dbe-8a35-586d28760ae0",
    "train_trial_index": 0,
    "predicted_text": "An employee, ######, contacted the IT helpdesk because they encountered a script error while setting up their replacement laptop using the ACN provisioning package. The helpdesk agent, after confirming the employee's details, initiated a remote session via 123rescue.com to troubleshoot the issue. The agent attempted several fixes, including canceling the script, checking settings, and trying different login options, but was unsuccessful. The agent then decided to escalate the issue to a Level 2 administrator and put the employee on hold while waiting for the technician to join the remote session. The agent and employee agreed to communicate via the remote session while waiting for the Level 2 technician to join, and the call was ended.\n",
    "base64_images": [],
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    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press zero.  For technology and business application support, telecom and mobile devices.\nSpeaker 2: For technology and business application support, please enter your eight-digit personnel number so we can locate your details.  If you are a...\nSpeaker 1: The number you entered must be eight digits in length.  You entered #######\nSpeaker 2: Please re-enter your personnel number.  Please enter your 8-digit personnel number so we can locate your details if you are a contractor.\nSpeaker 3: Hi.\nSpeaker 4: We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.\nSpeaker 3: Service desk, how may I help you?  May I ask for your employee number, please?  It's ######.  Oh, thank you.  And may I ask for your Accenture email?\nSpeaker 5: It's ##############################.  Got it.\nSpeaker 3: And then may I ask for your call back number?  ############.  Thank you so much.  So, ######, how can I help you today?\nSpeaker 5: So, I'm setting up my replacement laptop and I was on step 15, but my computer shut off.  Now, when I tried to run the ACN provisioning package, it gives me an error.  It says an error has occurred in the script on this page.  Do you want to continue running scripts on this page?  And no matter what I click, it doesn't start.\nSpeaker 3: I see.  I'm sorry for the inconvenience, but I'll do my best to help you with that.  Can we do a remote session to check your provisioning?\nSpeaker 5: You said what?\nSpeaker 3: Uh, if we can do a remote session.\nSpeaker 5: Yes, yes, go ahead.\nSpeaker 3: All right, thank you.  Um, on your browser, please enter the site called 123rescue.com.\nSpeaker 5: Go to what?\nSpeaker 3: 123rescue.com\nSpeaker 5: Okay.  It says support connection.  Enter your pin code and click the start download button.\nSpeaker 3: Yes, so ######.\nSpeaker 5: It says downloading the rescue applet.\nSpeaker 3: Okay, and then once you're able to download the file, please run it, okay?  Or please open it.\nSpeaker 5: It still says downloading.\nSpeaker 3: Noted.  Thank you.\nSpeaker 5: Okay.  Do you have another pin?  It kicked me out.\nSpeaker 3: Sure.  Let me generate a new one.  Okay.  It's ######.\nSpeaker 5: Okay.  I'll open the file.  It says waiting for technician.\nSpeaker 3: Thank you so much.  Let me pull that up on my end.  If there's a pop up, just click.  okay.\nSpeaker 5: Okay.\nSpeaker 3: Thank you so much.  Not able to see your screen.  Okay, and then may I second the error message?\nSpeaker 5: So I click yes, and I try to go next, and it says this.\nSpeaker 3: Script error.  May I take over the control on your laptop?\nSpeaker 5: Sure, go ahead.\nSpeaker 3: All right, thank you so much, ######.  Let's try to cancel this.  We go to settings.  Let me check the other prompt.  Let's lock this.  On your login screen, since it got disconnected, what can you see on it?\nSpeaker 5: Oh, it went out.  Okay, are you able to see it now?\nSpeaker 3: No, it's still reconnecting here on my end.  Is there an option to log in as other user?\nSpeaker 5: It says sign in option.  Pardon?  It says sign in option and it doesn't give me the option to.  Oh, wait, it says sign out change account settings or lock.\nSpeaker 3: Check that.  Let's see, so there's no other user.\nSpeaker 5: No.  It just says sign out lock or change account settings.\nSpeaker 3: I'll just log in again as administrator then.  Let's see, let me try to reconnect.  Let's try to lock it again.  We're not able to run this.  Okay.  Let me invite our Level 2 admin here.\nSpeaker 5: Yeah, my Google, I'm sorry, my Microsoft Edge keeps refreshing as well.\nSpeaker 3: Okay.  I may put the call on hold for a minute or 2.\nSpeaker 5: Okay.\nSpeaker 3: All right, thank you so much.  We'll check with our, that's okay.\nSpeaker 5: Okay.\nSpeaker 3: Hello, ######.  Thank you for waiting.  Even if you go through this, it will not work, all right?\nSpeaker 5: You said what?  I'm sorry?\nSpeaker 3: Yeah.  May I ask you to try to approve the sign-in?\nSpeaker 5: Okay.\nSpeaker 3: Let me invite our L2.  ######, since we're already on the remote, is it okay if we can continue to communicate using this one while I'm waiting for our tech to join our remote session?\nSpeaker 5: Sure, that's fine.\nSpeaker 3: Okay, thank you so much.  I'll be ending our call for now.\nSpeaker 5: Okay, bye.\nSpeaker 3: Bye-bye.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the IT helpdesk because they encountered a script error while setting up their replacement laptop using the ACN provisioning package. The helpdesk agent, after confirming the employee's details, initiated a remote session via 123rescue.com to troubleshoot the issue. The agent attempted several fixes, including canceling the script, checking settings, and trying different login options, but was unsuccessful. The agent then decided to escalate the issue to a Level 2 administrator and put the employee on hold while waiting for the technician to join the remote session. The agent and employee agreed to communicate via the remote session while waiting for the Level 2 technician to join, and the call was ended.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the script error, the remote session, and the escalation to a Level 2 administrator. It is relevant, focusing on the key issue and the steps taken to resolve it. The structure and flow are clear, making it easy to understand. However, there are minor inaccuracies and omissions. For instance, the summary does not mention the specific error message (\"an error has occurred in the script on this page\") or the fact that the employee's Microsoft Edge kept refreshing. Additionally, the summary does not capture the repeated attempts to reconnect and the specific troubleshooting steps taken by the agent. Despite these minor issues, the summary provides a fair description of the main problem and the resolution process.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with the ACN provisioning package and the helpdesk agent's attempts to troubleshoot the problem. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary appears to be factually correct, matching the events described in the call transcript. However, it does not mention the initial automated messages and the wait time before the employee spoke with the helpdesk agent, which could be considered a minor omission.\n\nRegarding completeness, the summary provides a fair description of the main problem and the steps taken to resolve it, including the escalation to a Level 2 administrator. Overall, the summary effectively captures the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (script error during laptop setup)\n2. Includes important context (replacement laptop, ACN provisioning package)\n3. Chronicles the troubleshooting steps taken\n4. Correctly describes the resolution (escalation to L2)\n5. Maintains logical flow and clear structure\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while including all crucial information. It's coherent and easy to follow, presenting events in chronological order. The information is accurate, matching the transcript without any misrepresentations. \n\nMinor improvements could include mentioning that the Microsoft Edge browser was refreshing repeatedly, which might be related to the main issue. However, this omission doesn't significantly impact the summary's quality as it may be a secondary issue.\n\nThe summary effectively balances detail and brevity while maintaining accuracy and relevance, making it a highly effective representation of the call transcript.",
        "claude_score": 9.0
      }
    }
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  {
    "instance_id": "24cbb8ac-48b8-4ca1-9bf9-84a51a923ba0",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, contacted the IT helpdesk because they were unable to access a client's Citrix VDI, preventing them from completing required training. They had already contacted the client's tech support and reinstalled the Citrix application twice. The helpdesk agent, ####, collected the employee's information and initiated a remote session to troubleshoot the issue. After observing the error (\"retrieving this ICA file\"), the agent placed the caller on hold to consult with Level 2 technicians. Upon returning, the agent proposed continuing the remote session via chat while awaiting further assistance from Level 2 support, and then ended the call.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor, or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the Service Desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find...\nSpeaker 4: Hello, this is #### calling Service Desk.  This is ####.  Can I have your employee ID number, please?  Hi.  Yeah, it's ############.  Thank you.  So just to confirm, it's #######.  Is that right?  Hello?  Can you hear me?  Sorry.\nSpeaker 5: Yeah, that's right.  Sorry.\nSpeaker 4: No worries.  Thank you so much.  Can you please also provide to me your essential email address?\nSpeaker 5: ############, ###########, at Gmail, at Accenture.com, sorry.\nSpeaker 4: All right, thank you so much.  And also, can I ask for your call box number?  ############.  Thank you so much.  So, #####, how can I assist you today?\nSpeaker 5: Hi, yes, I am working for a client that has a Citrix VDI access, and I cannot log in.  I can't get Citrix to log into their site, and I have a training that needs completed by today.  So I need to get in.  I called their tech support already, and they did it.  They did get something on VDI.  something wrong with my CITRIX app on my laptop.  So.\nSpeaker 4: I see.  So, I apologize as well for the inconvenience that cost you, but no worries.  You can get me on the phone.  I'll try my best to assist you on this, okay?\nSpeaker 5: Okay.\nSpeaker 4: So, just to make sure first that I have your concern right, you're calling in since you're having issues with your Citrix application, is that right?  Yeah.  I see.  So for this, may I know what you're using right now?  It's an essential laptop?\nSpeaker 5: Yes.\nSpeaker 4: OK, perfect.  So for this, let us try to initiate a remote session so that I can check on your end, OK?\nSpeaker 5: OK.\nSpeaker 4: So on your essential laptop, can you please open a browser?  Any browser will do.  try to access this site.  It's 123rescue.com.\nSpeaker 5: Okay.\nSpeaker 4: Is it asking for a six-digit code?\nSpeaker 5: Uh, yeah.\nSpeaker 4: Okay, so let me provide you the code, #####. It's 388-967.  388967.  Yes, that is correct.\nSpeaker 5: Okay.  All right, download it.  Opening.  All right.  It's connecting.  Waiting for a technician.\nSpeaker 4: Perfect.  Thank you.  Let me try and connect right now.  Okay, can you please click OK on your end?  Thank you.  Let's see.  Okay.  Is there like an error message when your set rates when you try to access it?\nSpeaker 5: So it's just says retrieving this ICA file and it just spins like this for a while.\nSpeaker 4: I see.  Thank you so much for that.  I'll have to take a screenshot of that for the documentation.  So for this, I will be checking here my resources and what we can do in this issue.  So #####, is it okay if we can place this phone home for just two minutes?\nSpeaker 1: Yeah.\nSpeaker 4: Thank you.  Hello, sorry for putting the call on hold, #####.\nSpeaker 5: Hi.\nSpeaker 4: So for this, we will try to uninstall and reinstall your Citrix application.  And also, may I know, do you have the installer for the Citrix application?\nSpeaker 5: Yeah.  Yeah, I've already done this.  I've already installed it and reinstalled it twice.  The installer is in Downloads right now.  It's in the Downloads folder.\nSpeaker 4: I see.\nSpeaker 5: Yeah, so we can try again.\nSpeaker 4: Yes, please.  Let me just try this one as well.  Did you also try this one to promote admin?\nSpeaker 5: No.\nSpeaker 4: I see.  OK, then let us try.  I didn't know I could do that.  This is also used to install some applications.  So for this, let us try again and install and reinstall your Citrix application, OK?  Okay.  Thank you.\nSpeaker 5: Do you want me to do it?  Yeah.  Thank you.  It's pretty easy.\nSpeaker 4: I'm sorry.  I'm sorry.\nSpeaker 5: That's okay.  Okay.  Let's try and wait for it.\nSpeaker 4: And just to confirm, #####, you already tried to reach out to your client side about this issue, right?\nSpeaker 5: Yeah.  Uh-huh.\nSpeaker 4: Yeah.  Let's try and wait for it so that we can check.  Okay.  Okay, so this is all good.  Okay.  Let us first double check.\nSpeaker 5: This is, yeah, so this is where it usually gets screwed up.\nSpeaker 4: Let us try and double check.\nSpeaker 5: Yeah, so it should already be connected at this point.  I don't know what this ICA file means.  Something's wrong with this.\nSpeaker 4: I see.  We'll also try to double check with our Level 2 technicians, okay?\nSpeaker 5: Okay.\nSpeaker 4: Hold on.  So while we are waiting for the error message to pop off, I will have to check as well with our Level 2 tech.  So while I'm checking again, will it be fine if I can please just hold for just a minute?\nSpeaker 5: Yeah.\nSpeaker 4: Perfect.  Thank you.  Hello, #####.  Sorry for putting the call on hold.  Hello.  Sorry.  Can you hear me?\nSpeaker 5: Hello.  Yes.\nSpeaker 4: I see.  Okay.  Thank you.  So for this, I'm still waiting for a response from our level two tech.  So for this, #####, is it okay with you also if we can continue our session here on the remote and we can wrap up the call, but No worries, I assure you, we will stay with you here in the remote, and we can communicate via this chat box.  Will that be fine?\nSpeaker 5: Okay.\nSpeaker 4: Okay, perfect.  Thank you.  So if anything, I will try to reach out as well to you, okay?\nSpeaker 5: Okay.\nSpeaker 4: Perfect.  Thank you.  So bye-bye for now, and enjoy the rest of your day, okay?\nSpeaker 5: All right.  Thank you.  You too.\nSpeaker 4: You as well.  Thank you.  Bye-bye.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because they were unable to access a client's Citrix VDI, preventing them from completing required training. They had already contacted the client's tech support and reinstalled the Citrix application twice. The helpdesk agent, ####, collected the employee's information and initiated a remote session to troubleshoot the issue. After observing the error (\"retrieving this ICA file\"), the agent placed the caller on hold to consult with Level 2 technicians. Upon returning, the agent proposed continuing the remote session via chat while awaiting further assistance from Level 2 support, and then ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with Citrix VDI, the steps taken by the helpdesk agent, and the resolution plan. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow. The information is accurate, reflecting the main events and actions taken during the call. However, it misses some minor details, such as the initial high call volume message and the specific troubleshooting steps like reinstalling the Citrix application with admin privileges. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing the client's Citrix VDI and the helpdesk agent's attempts to troubleshoot the problem. The summary has a clear structure, starting with the employee's issue, then describing the agent's actions, and finally, the proposed solution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not mention the initial automated messages and the agent's request for the employee's information, but these are minor details and do not detract from the overall understanding of the issue and the proposed resolution.\n\nConsidering these factors, the summary scores high in conciseness, relevance, coherence, and accuracy, but slightly lower in completeness. Overall, it provides a clear and concise overview of the main issues and proposed solutions discussed in the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (Citrix VDI access problem)\n2. Includes relevant context (training deadline, previous attempts to resolve)\n3. Accurately describes the troubleshooting steps taken\n4. Maintains chronological flow\n5. Captures the resolution status (escalation to Level 2)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while including all crucial information. It accurately represents the interaction between the user and agent, including the final arrangement to continue support via chat.\n\nMinor improvements could include:\n- Mentioning that the specific error occurred during ICA file retrieval\n- Including that the agent attempted an admin-rights installation\n\nOverall, the summary achieves an excellent balance between brevity and completeness while maintaining accuracy and coherence. The slight omissions are not critical to understanding the interaction's essence.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "e1661a4b-5d89-44f9-a8c9-1972c2d9a7ed",
    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 3) called the IT helpdesk (Speaker 4) because their Accenture email account is locked. After confirming the employee's identity using their email address and phone number, the helpdesk agent (Speaker 4) determined that the employee is on AFS (Accenture Federal Services) and is using their primary Accenture Federal email. The agent explained that because the employee is using their primary email, they can no longer access the LLP account for the Accenture account. The agent then provided the phone number for the AFS help desk and instructed the employee to contact them for assistance with their login issue.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: \nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.\nSpeaker 1: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press nine.  If you have forgotten your password or...\nSpeaker 3: Sorry, could you... The phone is getting cut off.\nSpeaker 4: Okay, this is #### of the user business.  Can I have your employee number?\nSpeaker 3: Uh, what's the employee number and how do I find it?\nSpeaker 4: Okay, your employee number or personnel number?\nSpeaker 3: Yes, well, where do I find it?\nSpeaker 4: Okay, if you cannot provide me your personnel number this time, you can provide me your Accenture email.\nSpeaker 3: Okay, my extension email is.  ##########################\nSpeaker 4: And also, please confirm your phone number.  ############.  Thank you.  So for this one, it's ###, right?\nSpeaker 3: Oh, could you repeat that?\nSpeaker 4: Your name is ###?\nSpeaker 3: Yes, that's correct.\nSpeaker 4: Okay.  How can I help you today?\nSpeaker 3: Yeah, my Accenture email, the #############, is locked out and I need IT to reaccess it again.\nSpeaker 4: Okay.  Regarding this one, #####, I do apologize for this inconvenience, but since you're in the line, I'll try my best to help you with your concern.  And just to make sure I did correctly, you are not able to access your Accenture email, am I correct?\nSpeaker 3: Yes, I'm not able to access it, and I need IT to re-enable.\nSpeaker 4: Okay.  And also, you are currently on AFS, right?\nSpeaker 3: Yes, I'm on AFS right now.\nSpeaker 4: OK.  Regarding this one, ####, since you are using your primary email, which is the Accenture Federal, you can no longer access the LLP account for the Accenture account.  So for that one, for your login, you may ask this one partner on the AFS help desk.\nSpeaker 3: OK.\nSpeaker 4: OK.  So please try to reach out.  the AFS help desk, okay?  This will be the number of AFS help desk.  Okay, the number would be ############.  Okay, so please reach out for the AFS help desk, okay?  Thank you and bye for now.\n</call_transcript>\n<summary>\nAn employee (Speaker 3) called the IT helpdesk (Speaker 4) because their Accenture email account is locked. After confirming the employee's identity using their email address and phone number, the helpdesk agent (Speaker 4) determined that the employee is on AFS (Accenture Federal Services) and is using their primary Accenture Federal email. The agent explained that because the employee is using their primary email, they can no longer access the LLP account for the Accenture account. The agent then provided the phone number for the AFS help desk and instructed the employee to contact them for assistance with their login issue.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, which is a positive aspect. It captures the key details: the employee's issue with the locked email account, the confirmation of identity, the fact that the employee is on AFS, and the resolution provided by the helpdesk agent. \n\nIn terms of relevance, the summary includes all pertinent information related to the main topic of the call. \n\nThe coherence of the summary is good; it has a clear structure and logical flow, making it easy to understand.\n\nAccuracy is also high, as the summary correctly reflects the details and outcomes discussed in the call transcript.\n\nHowever, the summary could be slightly more complete by mentioning the initial difficulty the employee had with the phone connection and the specific instructions given by the helpdesk agent to contact the AFS help desk. These details would provide a fuller picture of the interaction.\n\nOverall, the summary is strong but could be improved with a bit more detail for completeness.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's locked email account and the helpdesk agent's assistance. The summary has a clear structure, starting with the problem and ending with the proposed solution, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. However, the summary could be considered incomplete as it does not mention the initial automated messages and the employee's confusion about their employee number, but these details are not crucial to the main issue and resolution. Overall, the summary effectively captures the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: The summary is concise while including all essential information in a single paragraph.\n2. Relevance: All information included is directly relevant to the issue and its resolution.\n3. Coherence: The summary follows a logical flow from problem identification through verification to resolution.\n4. Accuracy: The summary correctly represents the conversation, including the specific details about AFS vs LLP account access.\n5. Completeness: The summary covers the main concern (locked email), identity verification process, the root cause (AFS vs LLP account access), and the resolution (contacting AFS helpdesk).\n\nMinor improvements could include mentioning that the employee initially didn't know how to find their employee number, which led to using email for identification instead. However, this is a relatively minor detail that doesn't significantly impact the summary's overall quality.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "c5a7abb7-31e5-4075-aad8-b1619f1bbe40",
    "train_trial_index": 0,
    "predicted_text": "An employee, Speaker 3, contacted the IT helpdesk because they were locked out of their computer after entering their BitLocker PIN incorrectly too many times. After navigating the automated phone system, Speaker 3 spoke with agent ######, Speaker 6. The agent verified the caller's identity through Teams and by confirming their personnel number, office location, and start date. The agent then attempted to generate a BitLocker recovery key, requiring the first eight characters of the password ID key from the user's screen. After some confusion and a photo exchange via Teams, the agent provided a 48-digit recovery key. The employee entered the key, initially making a mistake, but corrected it with the agent's help. The computer restarted, and the employee was able to log in with their PIN. The agent closed the ticket and mentioned a survey.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 2673.0,
      "num_output_tokens": 0.0,
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning Support, press 3.  For AEH applications such as ARC, ###########, MyWizard Governance, press 4.  #### and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.\nSpeaker 2: For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 3: Repeat.\nSpeaker 2: For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 4: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 5: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to the Gone Phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 4: All agents are currently assisting other callers.  Please continue.\nSpeaker 6: Hi, thank you for calling service desk.  My name is ######.  Can I please have your personal number?  ########.  Let me just confirm this, ########?\nSpeaker 3: Yes.\nSpeaker 6: Okay, thank you.  Let me just pull up your account here in my end.\nSpeaker 3: Thank you.\nSpeaker 6: And please do confirm your Accenture email.\nSpeaker 3: It is ####################################.\nSpeaker 6: Okay, thank you for that, ####.  And ####, can I also have your best callback number just in case we get disconnected and I can call you back?\nSpeaker 3: It is ############.\nSpeaker 6: Okay, thank you.  So, ####, how may I assist you today?\nSpeaker 3: Upon getting the startup menu on my computer where you log in to the beta locker, It is saying my PIN is incorrect and that I've tried it too many times that I needed to contact.  It says, enter the PIN to unlock this device.  When I enter it, it says that I've entered it too many times.  And then I can press escape for fatal lock or recovery.\nSpeaker 6: Okay.  I do apologize.  for the inconvenience, ####.  But don't you worry, since you have me on the line, I'll do my best to assist you with your concern.  So just to confirm you're calling in, because right now you're stuck at the BitLocker PIN page.  You enter it too many times, and now it's asking you for a recovery key.\nSpeaker 3: Correct?  Yeah.  Yeah.\nSpeaker 6: OK.  So for this, ####, I'd be able to generate a BitLocker recovery key for you.  But before that, we need to undergo a verification process first, OK?  OK.  Okay, so let me just confirm, do you have access in Teams?  Do you have Teams on your phone?\nSpeaker 3: Yes, yes.\nSpeaker 6: Okay, that's great.  So I'll be pinging you in Teams, ####.  And once you receive the message, please do provide a reason why you called Service Desk, okay?  Okay.  Okay, I just pinged you, can you please check?\nSpeaker 3: Yes.  I'm messaging back.\nSpeaker 6: Okay, thanks.  Okay, so thank you for confirming that one, ####.  And as part of the verification process, can you please confirm once again your personnel number?\nSpeaker 3: It is #########.\nSpeaker 6: Okay, thank you.  And also please confirm your office location.\nSpeaker 3: ##########, #########.\nSpeaker 6: Okay, thank you.  And how about your official start date with Accenture?  I just need the month and the year.\nSpeaker 3: ###### ####, I believe.\nSpeaker 6: Okay.  Thank you.  So let me just double check that here in my end, okay?  Yes.  Okay.  Congratulations.  You passed a verification process.  So I will now go ahead and generate your BitLocker recovery key.  And for this, can you Provide me the first eight characters of the password ID key that you can see in your screen once you press the escape button.\nSpeaker 3: Hold on just a second.  It's calmed down.  Screen went black.  It's trying to come back on.  He said give you what now?  I'm sorry.\nSpeaker 6: The first eight characters of the password ID key.\nSpeaker 3: #######.  Okay, so it is #######?  Yes.\nSpeaker 6: Okay, I need the first eight characters.\nSpeaker 3: Okay, so I think it's only eight characters.  ####################.  Okay, I'm sorry.  ######################.\nSpeaker 6: Okay, thank you.  Okay, while generating the BitLocker recovery key, ####, is it okay if I put the call on hold for two minutes?\nSpeaker 3: Yes.\nSpeaker 6: Okay, thank you.\nSpeaker 3: Thank you.\nSpeaker 6: Thank you for patiently waiting in the line.  ####, is it okay if you take a picture of the password ID key and send it here in Teams?  Yes.  Okay, thank you.\nSpeaker 3: Take a picture of just what I enter or what are you doing exactly?\nSpeaker 6: The password ID key on your screen right now, on your laptop screen.\nSpeaker 3: Let's see here.  Hold on, just one moment.\nSpeaker 6: Okay.\nSpeaker 3: It's trying to come back.  You know, it logs out or times out, so it's trying to pull back up.\nSpeaker 6: Okay, that's okay.  Just tell me once you already sent it, okay?  Thank you.\nSpeaker 3: And then once I try, do you want a picture of the screen once I try to enter the password?\nSpeaker 6: No.  Once you press the escape button, there is a password ID key, right?  Can you please take a picture of that and send it here in Teams?\nSpeaker 3: Yes.\nSpeaker 6: Okay.  Thank you very much.\nSpeaker 3: Sorry.  Is that what you needed, ma'am?\nSpeaker 6: Okay, thank you.  So, let me just double check here.  and while double checking, let me just put the call on hold for another 2 minutes.  Okay.  Okay.  Thanks.  Thank you for patiently waiting on the line, ####.  ####, can you please confirm once again your recovery key ID for the first eight characters, okay?\nSpeaker 3: It is #######.\nSpeaker 6: You can see it on your screen right now.\nSpeaker 3: Hold on just a second.  Like I said, it keeps timing out, so I might have been late on it just in my guess.\nSpeaker 6: Okay.  It's the recovery key ID.  Just provide the first eight characters.\nSpeaker 3: Okay.  If it comes back up, I will.  Sorry.  It is ########\nSpeaker 6: Okay, thank you.\nSpeaker 3: I thought you were wanting the password that I enter when I log in.  I'm sorry.\nSpeaker 6: That's okay.  Okay, so for this, ####, can you please prepare your paper and pen to write down these 48 digits for your recovery key, okay?\nSpeaker 3: Okay, go ahead.\nSpeaker 6: Okay, just a minute.  I'm still generating it here.  Okay.  Apologies, ####, but my tools is still loading, so let me just reach out to my support so that they will be the one to generate your recovery key, okay?\nSpeaker 3: All right.  Thank you.\nSpeaker 6: Okay.  While reaching out to them, let me just put the phone on hold for another two minutes, okay?  Thank you.  Okay, here is your thank you for patiently waiting on the line.  ####.  Okay, go ahead.  It is #################.\nSpeaker 3: Okay, #######.  What was it?  I'm sorry.  Start back after the #.  You said #\nSpeaker 6: It's #############.\nSpeaker 3: Is that all of it?  ###########.  Okay.  #################################################.\nSpeaker 6: Correct.\nSpeaker 3: That's a very long number.\nSpeaker 6: ################.  There are 48 digits for this.\nSpeaker 3: You said #, #...\nSpeaker 6: ####################.\nSpeaker 3: Okay.\nSpeaker 6: ################.\nSpeaker 3: Okay.\nSpeaker 6: Okay, that's your recovery key.\nSpeaker 3: Okay, so just type that in after the press the escape.\nSpeaker 6: Yeah.\nSpeaker 3: Okay.  ###.  I'm going to put the phone down for just a second.  Hold on just a second.  Make sure I enter it correct.  Okay.  I'm just double checking it here.\nSpeaker 6: Okay.\nSpeaker 3: I think I've left out a number.  I'll put you back on.  Hold on.\nSpeaker 6: Okay.  Tell me once you're able to enter it.  Okay, were you able to enter it now?  Hello?  Hello?\nSpeaker 3: I don't think I entered all the number.  I don't think I, I think I missed a number somewhere.\nSpeaker 6: Okay.  Can you please read it back to me so that we can double check?  Okay.\nSpeaker 3: ####################.\nSpeaker 6: OK, hold on.  OK.  After the #, before the double #, there should be #.\nSpeaker 3: It's ##########################.\nSpeaker 6: Yeah.\nSpeaker 3: OK, let me go back and put that in.  That's the mistake.  Okay, that's enough numbers.  Okay, does your recovery key is correct?  Press restart.  Okay, it's restarting now.  Okay, now it says, please enter PIN to unlock this device.\nSpeaker 6: Okay, enter your PIN.\nSpeaker 3: Okay.  It worked.  Thank you.  Okay.\nSpeaker 6: You're welcome.  So since you're all set now, I'll go ahead and close the ticket here and tag it as resolved.  And upon resolution of the ticket, you may receive the survey via email.  So any feedback would be highly appreciated.  Thank you for calling Service Desk.  Hope and have a great day ahead.  Bye for now.  Take care.\nSpeaker 3: You too, honey.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee, Speaker 3, contacted the IT helpdesk because they were locked out of their computer after entering their BitLocker PIN incorrectly too many times. After navigating the automated phone system, Speaker 3 spoke with agent ######, Speaker 6. The agent verified the caller's identity through Teams and by confirming their personnel number, office location, and start date. The agent then attempted to generate a BitLocker recovery key, requiring the first eight characters of the password ID key from the user's screen. After some confusion and a photo exchange via Teams, the agent provided a 48-digit recovery key. The employee entered the key, initially making a mistake, but corrected it with the agent's help. The computer restarted, and the employee was able to log in with their PIN. The agent closed the ticket and mentioned a survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the BitLocker PIN, the verification process, and the resolution. It maintains relevance by focusing on the key interactions and steps taken to resolve the problem. The structure is coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript without any misleading content. However, the summary could be slightly more complete by mentioning the initial high call volume and the automated system prompts, which set the context for the call. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's issue with their BitLocker PIN and the resolution process. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary appears to be factually correct, matching the information presented in the call transcript. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, there are some minor details that could be improved. For example, the summary mentions that the agent verified the caller's identity through Teams, but it doesn't explicitly state that the agent also confirmed the personnel number, office location, and start date through a verbal conversation. Nevertheless, these minor omissions do not significantly impact the overall quality of the summary.\n\nOverall, the summary is well-written, concise, and accurate, effectively conveying the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly identifies the problem (BitLocker PIN lockout)\n2. Accurately describes the verification process\n3. Details the solution process including the recovery key generation\n4. Mentions the initial confusion and eventual resolution\n5. Includes the final outcome\n\nThe summary is concise while maintaining all crucial information. It follows a logical flow from problem identification to resolution. The information is accurate and matches the transcript without any factual errors. It captures both the technical aspects (BitLocker, verification, recovery key) and the interaction elements (confusion, correction, resolution).\n\nMinor improvements could include mentioning the initial system message about high call volume due to \"my key\" issues, but this isn't crucial to the core interaction. The summary successfully balances detail and brevity while maintaining clarity and accuracy.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "61793a05-3ea2-4504-af71-8df2e79f95e6",
    "train_trial_index": 0,
    "predicted_text": "A caller contacted the IT helpdesk, navigating through initial automated options for password/access support and application/tech support. The system prompted users to check if their account was passwordless and directed them to either speak with an agent or use self-help options. Due to high call volume, the caller was placed on hold. The system then offered assistance in English. The caller confirmed English was sufficient and ended the call abruptly. The call ended with the helpdesk thanking the caller and wishing them a nice day.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 264.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.3055970668792725,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.7777777777777778
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: Para soporte de acceso y contrase\u00f1a, presione cero.  Para soporte de aplicaciones, technology, telecom, y dispositivos m\u00f3viles.\nSpeaker 2: Para verificar si tu cuenta fue migrada a passwordless, por favor ingresa a https://go.passwordless.com/.go.  passwordless.  Si eres passwordless, presiona uno para hablar con un agente o utiliza las opciones de autoyuda del sitio.  Si no eres passwordless a\u00fan, presiona dos.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 4: English.  Can you please speak in English?\nSpeaker 5: It's just English?  Okay.  No, that's enough.  Thank you.  Goodbye.\nSpeaker 4: Thank you for calling.  Have a nice day.\n</call_transcript>\n<summary>\nA caller contacted the IT helpdesk, navigating through initial automated options for password/access support and application/tech support. The system prompted users to check if their account was passwordless and directed them to either speak with an agent or use self-help options. Due to high call volume, the caller was placed on hold. The system then offered assistance in English. The caller confirmed English was sufficient and ended the call abruptly. The call ended with the helpdesk thanking the caller and wishing them a nice day.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call transcript, including the navigation through automated options, the passwordless account check, the high call volume, and the language switch to English. However, there are some inaccuracies and missing details. The summary states that the caller confirmed English was sufficient and ended the call abruptly, but the transcript does not clearly indicate this. Additionally, the summary does not mention that the caller was initially speaking in Spanish, which is relevant to understanding the context of the language switch. The summary is coherent and flows well, but it could be more accurate and complete by including these details.",
        "gpt_score": 7.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the caller's interaction with the IT helpdesk. The structure and flow of ideas are clear, making the summary coherent and easy to follow. The information presented is factually correct, ensuring accuracy. However, the summary could be improved in terms of completeness, as it does not explicitly state the caller's initial concern or issue that led to the call. Despite this, the summary still provides a fair description of the call's progression and outcome. Overall, the summary's strengths outweigh its weaknesses.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately describes the initial automated menu options\n2. Correctly mentions the passwordless account verification process\n3. Notes the hold message due to high call volume\n4. Captures the language preference interaction\n5. Accurately describes the abrupt ending\n\nThe summary is concise while maintaining all essential information. It follows a logical flow from start to finish, making it easy to understand the sequence of events. The language is clear and professional.\n\nHowever, there are minor areas for improvement:\n- Could have mentioned that the initial prompts were in Spanish\n- Could have been more explicit about the fact that no actual problem resolution occurred since the caller ended the call after confirming language preference\n\nOverall, the summary is highly accurate, well-structured, and provides a complete picture of the interaction, despite these minor omissions.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "39b64f16-6566-4c5d-9720-2d165bfccc85",
    "train_trial_index": 0,
    "predicted_text": "An employee, #########, contacted the IT helpdesk because they were unable to access their emails or Teams on their iPhone 12. They received an error message stating they couldn't reset their password because password reset wasn't enabled for their account. The helpdesk agent, ####, confirmed the issue and guided the employee to use the Microsoft Authenticator app instead of a password. The employee was prompted to approve a notification in the Authenticator app, but the application continued to load. The agent suggested the issue might be due to a weak internet connection and advised the employee to try again later. The agent created a ticket, marked it as resolved, and informed the employee they could reopen it within 72 hours if the problem persisted.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1514.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 1.6282527446746826,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application support, telecom and mobile devices, press 1.  For video conferencing...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless, please enter your 8-digit personnel number so we can locate your details.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find...\nSpeaker 4: Hi, thank you for calling Service Desk.  My name is #### and would you please give me your phone number, please?\nSpeaker 5: Hi, I'm ###############.\nSpeaker 4: Hello, can you provide me your employee number?\nSpeaker 5: Thank you.\nSpeaker 4: And can you also provide me your full Accenture email, please?\nSpeaker 5: ##################################.\nSpeaker 4: Thank you, #########.  And can you also provide me your contact phone number, please?  ############.  Thank you.  And how can I help you today, #########?\nSpeaker 5: I'm not able to look at my emails or Teams on my phone anymore.  I'm not sure what happened.\nSpeaker 4: Okay, I'm so sorry to hear that, #########, the driving this access issue on Teams or Outlook on the phone.  I know RSVP can definitely help you with this, but may I just confirm, #########, if there's any specific error message that you got when you tried to access it?\nSpeaker 5: We're sorry, you cannot reset your own password because password reset isn't turned on to your account.\nSpeaker 4: Okay, so you've tried to reset your password.  For this one, #########, let me just check your account.  And may I also know what's the model of the phone that you're using right now?\nSpeaker 5: Okay.  iPhone.\nSpeaker 4: I want to say iPhone 12. iPhone 12.  Okay.  Let me see here.  Because regarding with this, #########, when we access Teams or Outlook on the phone or any device, we just use Teams.  an authenticator to access it, not a password.  So can you try right now, #########, to open Teams first and let me know if it's going to ask for a password when you try to log in, please?\nSpeaker 5: Yes, it's asking for my essential password.\nSpeaker 4: Okay.  Since it's going to ask for a central password, #########, can you check below if there's an option there, use an app instead or other ways to sign in?\nSpeaker 5: Yes.  Which one should I click?\nSpeaker 4: Ah, yeah.  Click use an app instead.\nSpeaker 5: Okay.\nSpeaker 4: Okay.  And what can you see after?\nSpeaker 5: I now see my code 16.  Okay.  I'm looking to open my simplification.\nSpeaker 4: All right.  Please approve it.\nSpeaker 5: Okay.\nSpeaker 4: And let me know what happens after.\nSpeaker 5: No, it's just, all I see is 16.  Oh, got it.\nSpeaker 4: Oh, okay.\nSpeaker 5: Okay, but now it's still asking for an essential password.  Password.\nSpeaker 4: After you put the, or approve the notification?\nSpeaker 5: It's actually now just loading.\nSpeaker 4: Oh, okay.  Let's wait for that for a few seconds, #########.  Because when you, after you approve the notification for the Authenticator, #########, you should be able to access the Teams or Outlook.  So let's wait for a few seconds.\nSpeaker 5: Got it.  All right.  Let's see.\nSpeaker 4: Okay.  Is it still loading right now, #########, or were you able to access now?\nSpeaker 5: Still loading.\nSpeaker 4: Still loading.  All right.\nSpeaker 5: So is this how I will enter it now?\nSpeaker 4: Yes, #########.  If ever, it will ask for a password.  So sometimes when we access Teams or Outlook on the phone, sometimes it will ask for a password.  But you should check options below.  if there's use an app instead, and you should click that one.\nSpeaker 5: Got you.\nSpeaker 4: All right.  So are we able to access it now, #########?  Or is this?  It's loading still.  Still loading.\nSpeaker 5: And it could be my internet connection.\nSpeaker 4: Oh, sorry.  You're cutting in and out.  Can you repeat that, #########?\nSpeaker 5: It could be my internet connection.\nSpeaker 4: Oh, yeah.  Oh, yeah.  For that one, #########, if ever that happens due to internet connection, you can just close and try to access it again.  Or you can access it again in a few minutes if your internet connection is strong enough.  for you to access a account or app.\nSpeaker 5: Okay.  I'll give you a call if I'm having any issues.\nSpeaker 4: Yeah, for sure, #########.  And thank you for your time today for giving us a call regarding this.  And I will create a ticket right here, #########, regarding your issue.  I will tag it as resolved.  No worries.  You can reopen it within 72 hours if ever you're still having this issue, okay?\nSpeaker 5: Okay.  Thank you.\nSpeaker 4: All right.  Thank you.  Have a great day ahead.  Bye-bye.\nSpeaker 5: Bye-bye.\n</call_transcript>\n<summary>\nAn employee, #########, contacted the IT helpdesk because they were unable to access their emails or Teams on their iPhone 12. They received an error message stating they couldn't reset their password because password reset wasn't enabled for their account. The helpdesk agent, ####, confirmed the issue and guided the employee to use the Microsoft Authenticator app instead of a password. The employee was prompted to approve a notification in the Authenticator app, but the application continued to load. The agent suggested the issue might be due to a weak internet connection and advised the employee to try again later. The agent created a ticket, marked it as resolved, and informed the employee they could reopen it within 72 hours if the problem persisted.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with accessing emails and Teams, the error message about password reset, and the helpdesk agent's guidance to use the Microsoft Authenticator app. The summary is relevant and focuses on the main topic of the call. It is coherent, with a clear structure and flow of ideas that make it easy to understand. The information is accurate and matches the details in the call transcript. However, the summary could be slightly more complete by mentioning the specific steps the agent asked the employee to follow, such as checking for the \"use an app instead\" option and the final advice about the internet connection. Overall, the summary provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing emails and Teams on their iPhone 12. The summary has a clear structure, starting with the problem, then describing the steps taken by the helpdesk agent, and finally, the resolution. This coherence makes it easy to follow and understand.\n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the error message, the use of the Microsoft Authenticator app, and the potential issue with the internet connection. The summary also captures the main problem and the resolution, making it complete.\n\nHowever, the summary could be improved by including more specific details about the initial steps taken by the helpdesk agent, such as checking the employee's account and confirming the error message. Nevertheless, the summary provides a fair description of the main concerns and resolutions.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the core issue (email/Teams access problems on iPhone)\n2. Correctly describes the initial error message about password reset\n3. Properly explains the solution attempt using Microsoft Authenticator\n4. Accurately mentions the loading issue and potential internet connection problem\n5. Correctly states the ticket resolution and 72-hour window for reopening\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem to attempted solution. It includes relevant details while excluding unnecessary small talk and verification steps. The language is clear and professional.\n\nMinor improvement could be made by mentioning that the agent specifically instructed to use \"use an app instead\" option when prompted for password, as this was a key troubleshooting step.\n\nOverall, the summary achieves excellent balance between brevity and completeness while maintaining accuracy and coherence.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "41c9c772-3237-43fb-98d8-cd8a1d7236f1",
    "train_trial_index": 0,
    "predicted_text": "A new employee, ####, called the IT helpdesk because they couldn't log in to their system using the provided password during the initial setup. They were informed that a ticket was already open, requiring manager approval, but they don't have an assigned manager yet. The caller was previously told to contact local tech support, but they need the ticket number, which the helpdesk couldn't provide due to verification purposes. The helpdesk agent assured #### that the local tech support team would contact them, and the agent would update the ticket with the situation. Despite ####'s concerns about their delayed start date and lack of information, the agent couldn't provide the local tech support's contact information and confirmed they wouldn't be contacted over the weekend, but on Monday.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1608.0,
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      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For enterprise password reset and account unlock, press 0.  For technology and business application... To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use this... Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 3: Hi, I can say this is #### from CIO Service Desk.  May I have your personal number, please?\nSpeaker 4: Hi.  It's ########.\nSpeaker 3: All right, awesome.  Thank you for this information.  And also, can I ask for your enterprise ID?\nSpeaker 4: It's ################################.\nSpeaker 3: All right, awesome.  Thank you for this information.  And also, can I ask for your best callback number?\nSpeaker 4: It's ############.  All right, awesome.\nSpeaker 3: Thank you for this information.  So I'm happy to be back.\nSpeaker 4: Yeah, hi.  I was just trying to log in into my system for the first time.  I was going through the setup guide.  Using the password that was provided to me, I was unable to log in.  So I just wanted to check on that.\nSpeaker 3: Okay.  Well, I don't really understand your situation here, #####.  But don't worry, I will do my best to help you with this one.  So for this one, upon checking on my end, it seems that you have an open ticket here regarding on the same issue, right?\nSpeaker 4: Yes.  Yeah.\nSpeaker 3: All right, and it's asking for your manager's approval to voucher in this verification process, right?  Mm-hmm, yeah.  So for this one, if I check in here, sorry, go ahead.\nSpeaker 4: Yeah, so what I was told in the company is that currently there's no manager assigned to me to whom I would be reporting within my hierarchy.  And they're asking me to call you guys and then get it rectified as soon as possible.  Yeah.  And also earlier when I had called, they said they have given it to the local tech support.  But when I checked with the local tech support, they're asking me for the ticket number.  I just wanted to know the ticket number.\nSpeaker 3: It was the furthest one.  I do apologize for this one, but I am not able to provide you with the incident number.  But for this one, let me go ahead and check with my resources here on my end.  So is it okay if I can place the call and hold for one at a minute?  Yeah, sure.  All right.  One moment, please.  All right.  Thank you so much for patiently waiting here, ####.  So for this one with the incident number, I do apologize, but I am not able to provide you with the incident number due to verification purposes.  But for this one, once the local tech support called you within today, you can tell them that your manager did not approve your adaptive card to vouch you on this verification process.  And also, On the LTS support team, tell them also that there's no manager to provide you the incident number as well.  All right.  And for this one as well, the ticket is already assigned to the local tech support team, and the local tech support team will reach you out once I update this ticket as well.  And don't worry, I will be inputting also the documentation here that the local tech support team asking for your incident number, but you are not able to provide it because your manager was not approved, I mean, was not able to approve the adaptive card that was sent to your manager as well.  All right?\nSpeaker 4: Yeah.  So, like, may I know the local tech team?  the address for the local tech team for me?\nSpeaker 3: Well, I do apologize as well, ####, but I am not able to provide to you that information due to security purposes.  The only thing you can do is wait for your manager, wait for your local tech support office to reach out to you to proceed with your issue and assist you further as well.\nSpeaker 4: No, because Monday is going to be my first day.  Actually, I was supposed to start on Thursday, but due to the very same reason, it's getting delayed, my start date.  And from past two days, I have been calling and trying to fix this thing.  But I'm not getting any response from anyone.  And my colleagues, when they reached out to the tech team, They are asking for the incident number, but you guys are not ready to give the incident number.  And when I asked for the local tech support address as well, they told me to ask you guys the local tech support address.  So now without any kind of information, I don't know what I'm supposed to be doing.\nSpeaker 3: Also for this one, ####, I can assure that the local tech support team is going to reach you out.  once I update this ticket and input all the documentations that we have done here on our end.  All right?  And please keep your lines active because they were going to reach out on your callback number for this one to assist you further on your issue as well.\nSpeaker 4: Okay.  Just to make sure, like, today is Friday and tomorrow is going to be Saturday and then Sunday.  So will I be receiving a call over the weekend or is it going to be on Monday?\nSpeaker 3: For this one, they will be, if they were not able to reach you out within today, they're going to reach out on Monday.\nSpeaker 4: Okay, so they won't be reaching out to me over the weekend?\nSpeaker 3: They will not reach out over the weekend.\nSpeaker 4: Okay.\nSpeaker 3: All right.  So for this one, I will be updating the ticket now so that you can wait for your local tech support team to reach out to you to assist you further on your issue.\nSpeaker 4: Okay.\nSpeaker 3: All right, so thank you for calling and have a wonderful day.\nSpeaker 4: Yeah, all right.  Thank you.\n</call_transcript>\n<summary>\nA new employee, ####, called the IT helpdesk because they couldn't log in to their system using the provided password during the initial setup. They were informed that a ticket was already open, requiring manager approval, but they don't have an assigned manager yet. The caller was previously told to contact local tech support, but they need the ticket number, which the helpdesk couldn't provide due to verification purposes. The helpdesk agent assured #### that the local tech support team would contact them, and the agent would update the ticket with the situation. Despite ####'s concerns about their delayed start date and lack of information, the agent couldn't provide the local tech support's contact information and confirmed they wouldn't be contacted over the weekend, but on Monday.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the login issue, the need for manager approval, and the lack of an assigned manager. It also mentions the caller's frustration with the delayed start date and the inability to get the ticket number or local tech support contact information. The summary is relevant and coherent, presenting the information in a logical order. However, it misses some minor details, such as the repeated apologies from the helpdesk agent and the specific instructions given to the caller about what to tell the local tech support team. Overall, the summary is accurate and provides a fair description of the main problems and resolutions discussed in the call.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the caller's issue with logging in to their system and the subsequent conversation with the helpdesk agent. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly reflects the information presented in the call transcript. The summary also provides a fair description of the main problems and resolutions, highlighting the caller's concerns about their delayed start date and lack of information, as well as the helpdesk agent's assurances that the local tech support team would contact them.\n\nHowever, the summary could be improved by including more specific details about the actions the helpdesk agent took to resolve the issue, such as updating the ticket and inputting documentation.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the core issue (login problems for new employee)\n2. Explains the ticket situation (requires manager approval but no manager assigned)\n3. Captures the circular problem (needs ticket number but can't get it)\n4. Notes the resolution (waiting for local tech support)\n5. Includes important timing details (delayed start date, will be contacted Monday)\n\nThe summary is concise while maintaining all crucial information. It follows a logical flow from problem identification to attempted resolution. The information is accurate to the transcript without any misrepresentations. It effectively communicates both the caller's frustration and the helpdesk's limitations.\n\nMinor improvement could be made by mentioning the \"gone fishing page\" system issue announced at the start of the call, as it might be relevant to the login problems. However, this doesn't significantly impact the summary's overall quality.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "61604999-8eaa-4515-accc-619637112478",
    "train_trial_index": 0,
    "predicted_text": "An employee called the IT helpdesk to get assistance installing Citrix on their computer. They were unable to find the installer in the software center. The helpdesk agent provided a link via Teams and guided the employee through the initial steps of downloading and running the installer as administrator, including navigating to the downloads folder and selecting \"Run as administrator.\" Due to the lengthy installation process, the agent suggested continuing the installation independently and contacting them via Teams for further assistance or if any errors occurred. The call concluded with the employee agreeing to continue the installation and contact the agent on Teams if needed.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile Communication Support, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue.\nSpeaker 4: Thank you for calling the office.\nSpeaker 5: Hi, this is just your voice is breaking up a little bit.\nSpeaker 4: Sorry, 1 more.  Did you hear me now?\nSpeaker 5: Yes, it's much better now.  Thank you.  Hello, are you there?  Yeah, please provide your employee number.  ########.\nSpeaker 4: And what is your Accenture email?\nSpeaker 5: What is my?  sorry again your voice is breaking up.  What did you ask?\nSpeaker 4: What is your Accenture email address?\nSpeaker 5: #########################.  Thank you ######.\nSpeaker 4: How about your callback number?\nSpeaker 6: ############.\nSpeaker 4: ############ is your callback number, right?\nSpeaker 6: ############.\nSpeaker 4: Thank you.  Yeah, that's what I have.  Okay.  How can I help you this call?\nSpeaker 5: I am trying to install Citrix on my computer.  I went to software center but I cannot find Citrix there.\nSpeaker 4: I apologize for the inconvenience and all the members to help you and we'll find out.  resolution for this case.  To clarify, you are trying to install Citrix, but you don't know the installer.  You try to go to software.accenture.com.  However, it's not there, right?\nSpeaker 5: That's right.\nSpeaker 4: Okay.  One moment.  Let me just check.  I message on Teams, by the way.\nSpeaker 5: Okay, so let me click on that.  Do you want me to share my screen with you just so that you will know what I'm doing?  Okay, so let me share my screen here.  Do you see my screen?  Not yet.  Let me have a second.  OK, so let me click on it.  I did click on that before, so let me click again.  OK, so I'm here.  For Windows 10?  Right.  Should I click on this one?  Hello, are you there?  Yes, please.  Shall I click on this one?  Yes, yes, please.  And then download file, I believe.  Yes, please.\nSpeaker 4: Accept.  Kindly wait.  Okay, almost there.  Go to your download folder.  folder here on the lower part.  Then go to the downloads.  Right click, right click.  Show more options.  As administrator.  Minimize.  Then you will receive the box.  You will see a box asking you to run as administrator.\nSpeaker 5: Hold on just one second.  I'm getting another call.  Sorry, I'm back.  Can you hear me?  I can hear you.  Perfect.  I'm sorry to interrupt you.\nSpeaker 4: After you write the specific workspace, you run it as administrator, right?\nSpeaker 5: Yes.\nSpeaker 4: OK, then you receive this one.  One moment.  Let's wait.  OK.  Please sign up for True Business NES.  Another one.  Okay, almost done.  One moment, if somebody...\nSpeaker 5: Still working.\nSpeaker 4: I think it will take time.  if you can continue it on your end since it will take time.  And then ping me on Teams for questions or clarifications.  I will still assist you.  Let's continue this one on Teams just in case you receive an error if you have or if you have left.\nSpeaker 5: Sure.  So you're saying we can hang up the phone?\nSpeaker 4: Yeah.  And then message me on Teams just in case you receive an error or if you have a clarification, okay?\nSpeaker 5: Sounds good.  Thanks for your help.  Thank you very much.\nSpeaker 4: You're welcome.  Appreciate that.  Yeah, you can go ahead now and continue and then let me know.\nSpeaker 5: Sure.  Thank you.\nSpeaker 4: I appreciate that.  Don't forget that.  Okay.  Because I didn't check if we can close the keys or you still need help.  Okay.  Sure.  Thank you.\nSpeaker 5: Appreciate that.  Thank you.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee called the IT helpdesk to get assistance installing Citrix on their computer. They were unable to find the installer in the software center. The helpdesk agent provided a link via Teams and guided the employee through the initial steps of downloading and running the installer as administrator, including navigating to the downloads folder and selecting \"Run as administrator.\" Due to the lengthy installation process, the agent suggested continuing the installation independently and contacting them via Teams for further assistance or if any errors occurred. The call concluded with the employee agreeing to continue the installation and contact the agent on Teams if needed.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the employee's issue with installing Citrix and the helpdesk agent's guidance. It maintains relevance by sticking to the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the steps taken during the call and the resolution suggested by the agent. However, the summary could be slightly more complete by mentioning the initial communication issues and the employee's callback number, which were part of the call's context. Overall, it provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's difficulty installing Citrix and the helpdesk agent's assistance. The structure is coherent, making it easy to follow the sequence of events. The information presented is accurate, aligning with the details in the call transcript. The summary also captures the main problem and resolution, including the agent's suggestion to continue the installation independently and seek further assistance via Teams if needed. However, some minor details, such as the initial automated messages and the employee's Accenture email and callback number, are omitted, but these are not crucial to understanding the main issue and resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (Citrix installation problem)\n2. Accurately describes the solution process (agent providing Teams link and installation guidance)\n3. Correctly captures the resolution (continuing installation independently with Teams support)\n4. Maintains good coherence with a logical flow from problem to solution\n5. Stays concise while including essential details\n\nThe summary is highly accurate and doesn't include any misleading information. It effectively condenses a lengthy conversation with technical interruptions (voice breaking up, multiple number exchanges) into the core interaction. The only minor omission is not mentioning that the installation was already in progress when they decided to continue via Teams, but this doesn't significantly impact the summary's effectiveness. The summary maintains professional language and focuses on relevant information while excluding unnecessary details like phone numbers and email exchanges.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "c9e05cac-9a23-41ed-90e9-64a55d585c62",
    "train_trial_index": 0,
    "predicted_text": "An employee, ########, called the IT helpdesk (Speaker 2) to retrieve a temporary access pass (TAP) for MFA setup, which their manager had approved. The employee provided incident number IMC48388767. However, the helpdesk agent was unable to locate the ticket number in their system, despite seeing that the manager had approved a TAP request for the employee. The agent confirmed the employee's identity via name, email, and callback number. The agent requested that the employee contact their manager to verify the correct incident number and call back with the correct information, as the ticket number was needed for verification.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: for enterprise password.  to check if your account is passwordless please visit go.exe.  if you are unable to log into your pc due to an error the login screen.\nSpeaker 2: hello this is #### from cao.  can i have your ...#########.  Okay, let me just confirm.  It's ###############, is that correct?  ###############.  Got it.  And could you please confirm your Accenture email?\nSpeaker 3: #######, ############# dot #######.  at #############.\nSpeaker 2: Thank you so much for that, ########.  And can I have your call back number?  ############.  Okay, thank you.  Let me just pull up your account.  One moment, please.  And while I'm pulling up your account, ########, how can I help you?\nSpeaker 3: I was, they sent the code to my manager and she just sent me the code for approval so I can get back into work.  So, I was just calling back for the code.\nSpeaker 2: Okay.  All right.  Could you please provide me the incident number?\nSpeaker 3: It is ##########.\nSpeaker 2: Okay, thank you so much for that, ########.  Let me just check this one.  And just to confirm, you're calling in because you need the temporary access pass to set up your MFA and your manager provided it.  Is that the number?  Is that correct?\nSpeaker 3: Yes.\nSpeaker 2: Okay, thank you so much for that.  But no worries, I can definitely help you with this one.  So let me just go ahead and check this one, please.  Okay, could you please confirm again the ticket number, ########, because I'm not able to pull up this one.  Could you please reconfirm?  Seven, six, seven.  I see.  As for checking here, #######, I'm not really able to pull up the ticket number here in our end when your manager approved here in the system.  At the same time, your manager approved here.  However, the ticket number you provided is not match.  create in the system so produce.  ######## could you please reach out again to your manager and to confirm the internet number because i really not able to pull up this one and we need this.  we need that one as part of the verification.\nSpeaker 3: so the imc48388767 is not the number.\nSpeaker 2: Yes, correct.  I'm not able to pull up the ticket number here in my end with your account.  I can see here that your manager approved your issue about the top request.  However, the ticket that you provided is not able to pull up or populating in the system.  So you need to verify the ticket number to your manager and let me try to reconfirm it.  With him or her?  Okay, let me message her back and I will call back.  All right.  Okay.  Thank you so much, ######.  I will be waiting for your call back.  Bye for now.\n</call_transcript>\n<summary>\nAn employee, ########, called the IT helpdesk (Speaker 2) to retrieve a temporary access pass (TAP) for MFA setup, which their manager had approved. The employee provided incident number IMC48388767. However, the helpdesk agent was unable to locate the ticket number in their system, despite seeing that the manager had approved a TAP request for the employee. The agent confirmed the employee's identity via name, email, and callback number. The agent requested that the employee contact their manager to verify the correct incident number and call back with the correct information, as the ticket number was needed for verification.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's request for a temporary access pass (TAP) for MFA setup, the provided incident number, and the issue with locating the ticket in the system. It also mentions the verification of the employee's identity and the request to contact the manager for the correct incident number. \n\nRelevance is high as all the information presented pertains directly to the main topic of the call. \n\nThe coherence is good, with a clear structure and logical flow of ideas, making it easy to understand and follow.\n\nAccuracy is also high; the summary correctly reflects the details of the call without any false or misleading information.\n\nCompleteness is adequate, covering the main problem (incorrect incident number) and the resolution (contacting the manager for verification). However, it could have included the specific details of the verification process (name, email, callback number) for completeness.\n\nOverall, the summary is well-done but could be slightly improved by including more specific details about the verification process.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's request for a temporary access pass. The summary has a clear structure and flow of ideas, making it coherent and easy to understand. The information presented is factually correct, with no false or misleading information, making it accurate. The summary provides a fair description of the main problem (the employee's inability to access their account due to an incorrect incident number) and the resolution (the agent's request for the employee to verify the correct incident number with their manager), making it complete. Overall, the summary effectively captures the essential information from the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Conciseness: Efficiently presents the main points without unnecessary details\n2. Relevance: Focuses on the core issue (TAP request and ticket number problem)\n3. Coherence: Well-structured, following a logical sequence from initial request to resolution\n4. Accuracy: Correctly represents the interaction, including the specific ticket number and the fact that the manager's approval was visible but the ticket wasn't found\n5. Completeness: Includes both the problem (inability to locate ticket) and next steps (contact manager for verification)\n\nThe summary also appropriately includes the identity verification process and maintains proper context throughout. It successfully balances detail with brevity while preserving all crucial information. The only minor improvement could be mentioning that this was specifically about enterprise password access, but this doesn't significantly impact the summary's effectiveness.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "19c6a561-a456-43d5-9344-13366f4471c2",
    "train_trial_index": 0,
    "predicted_text": "An employee, ########, contacted the IT helpdesk (CIO) because she has a new cell phone and needs to switch her Okta authenticator app to the new device. The IT support agent, after verifying her identity with personnel number and email, explained that a verification process is required. Since ######## cannot access Teams on her phone, the agent is sending a request to her manager for approval. The manager will be contacted via Teams and provided with ########'s callback number and the ticket number. ######## needs to call back the helpdesk within 48 hours of the manager's approval to complete the authenticator registration. If the manager doesn't approve within 48 hours, the ticket will be forwarded to the Local Technician Support Office.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1265.0,
      "num_output_tokens": 0.0,
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      "prompt_truncated": 0.0,
      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor, or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: Hi, good morning.\nSpeaker 4: I'm sorry.  Let me take you off the speaker.  Sure.  Okay.  I'm so sorry.  I didn't ask.  I'm sorry.  I didn't hear what you asked for.  Did you ask for my ID?\nSpeaker 5: Yeah.  Please can I have your personal number?\nSpeaker 4: Okay.  It's #########.\nSpeaker 5: All right, so let me go ahead and pull up our account here in my end, just one moment.  And can I also have your ########## ID?\nSpeaker 4: My Enterprise, is that the number I just gave you?\nSpeaker 5: Can I have your email address for Accenture?\nSpeaker 4: Yes, it's ###############, ###########.  at #############.\nSpeaker 5: Thank you for that, ########.  And in case the call is disconnected, can I also have your call back number?\nSpeaker 4: Yes, it's ############.\nSpeaker 5: Thank you.  So how can I help you today, ########?\nSpeaker 4: I have a new cell phone, so I need to switch my Okta over to my new phone.\nSpeaker 5: All right, so I just wanted to confirm, do you want to change?  Your new phone?\nSpeaker 4: yes.\nSpeaker 5: All right.  Is that for authenticator up?\nSpeaker 4: Yes, yes.\nSpeaker 5: All right.  So, I completely understand that.  But the result, people are happy to see you.  So, for this 1, since we need to register your new phone to authenticator up, so we need to undergo a verification process 1st.  All right, so.  Can I also ask if are you able to access your game through your phone?\nSpeaker 4: No, I cannot.\nSpeaker 5: I see.  All right, so just 1 moment here.  So for this one, ########, what we're going to do right now, I will be sending a request to your manager.  And just to set your expectations, once your manager approves the request, ensure to call us back within 48 hours to avoid ticket closure.  But no worries, we can reopen the ticket within 72 hours.  But if your manager did not approve it within 48 hours, we will forward your ticket on your LTS, or Local Technician Support Office, and they will contact you for further assistance.\nSpeaker 4: Okay.  Can you see who it shows as my manager?\nSpeaker 5: Yeah.  For this one, ########, I will be pinging your manager through Teams.  Since you don't have any access with the teams, so I will be giving her or him the callback number so that they can reach you out and give you the ticket number.\nSpeaker 4: Okay, hon, I am so sorry.  When you asked me about teams, did you mean teams on my phone or teams on my computer?\nSpeaker 5: Yeah, teams on your phone.\nSpeaker 4: Okay, okay.  Can you tell me if it shows #### as the person that you're going to reach out to, though?\nSpeaker 5: We cannot disclose it.\nSpeaker 4: Oh, okay.  I just didn't know if it would go to my manager or my people lead.\nSpeaker 5: Yeah, for a manager.\nSpeaker 4: Okay, because #### is out of the office today.\nSpeaker 5: I see.  Well, that's fine.  So what we're going to do right now, ########, I will be pinging your manager.  All right.  Okay.  And just please stay on the line while I create a request to be sent to your manager.\nSpeaker 4: Okay?\nSpeaker 5: Okay.  Okay.  Thank you.  All right.  Thank you.  Hi, ########.  Thank you for patiently waiting on the line.  So I already sent the request to your manager, and let's just wait for the manager to call you.  And once you have the ticket number, you can call us back, and then we will proceed with the authenticator registration.  Okay?\nSpeaker 4: Okay.  All right.  Sounds good.  Thank you so much.\nSpeaker 5: All right.  Thank you, ########, for calling CIO.  Have a good day.\nSpeaker 4: Bye-bye.  You too.  Bye.\n</call_transcript>\n<summary>\nAn employee, ########, contacted the IT helpdesk (CIO) because she has a new cell phone and needs to switch her Okta authenticator app to the new device. The IT support agent, after verifying her identity with personnel number and email, explained that a verification process is required. Since ######## cannot access Teams on her phone, the agent is sending a request to her manager for approval. The manager will be contacted via Teams and provided with ########'s callback number and the ticket number. ######## needs to call back the helpdesk within 48 hours of the manager's approval to complete the authenticator registration. If the manager doesn't approve within 48 hours, the ticket will be forwarded to the Local Technician Support Office.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with switching the Okta authenticator app to a new phone and the steps taken by the IT support agent. The information is relevant and focuses on the main topic without extraneous details. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. It is also accurate, reflecting the key details from the transcript correctly. However, it misses some minor details, such as the employee's inability to access Teams on her phone and the specific mention of the callback number and ticket number being provided to the manager. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's request to switch her Okta authenticator app to her new phone. The summary has a clear structure, starting with the employee's request, explaining the required verification process, and outlining the next steps, making it coherent and easy to follow. The information presented is accurate, matching the details provided in the call transcript. The summary also provides a fair description of the main problem and resolution, covering the key points discussed during the call. However, some minor details, such as the initial automated messages and the employee's confusion about Teams, are omitted, but these do not impact the overall understanding of the issue and resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the purpose (switching Okta authenticator to new phone)\n2. Includes verification process details\n3. Accurately describes the manager approval process\n4. Correctly states the 48-hour callback requirement\n5. Mentions the fallback to Local Technician Support\n\nThe summary is concise while maintaining all crucial information. It's well-structured, flowing logically from problem to solution steps. The information is accurate, matching the transcript without any misrepresentations. It's coherent and easy to follow.\n\nMinor details like the caller mentioning her manager being out of office weren't included, but these aren't crucial to understanding the core interaction. The summary successfully balances brevity with completeness, focusing on actionable information while maintaining context.\n\nThe only slight improvement could be mentioning that the ticket number will be provided by the manager, but this is a minor detail in the overall quality of the summary.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, whose personnel number is #######, called the CIO Service Desk to inquire about returning their Accenture laptop as suggested by their advocate during their I-9 leave. The IT agent confirmed the employee's details and explained the process for returning the laptop. Since the employee didn't have access to Microsoft Teams, the agent sent the necessary form and instructions via email. The employee was informed that some information on the form might require input from their manager or people lead. Once the form is submitted, a shipping label will be sent to the employee for returning the laptop to their local office. The agent marked the ticket as resolved and requested feedback via a survey.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, MyConcerto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other calls.\nSpeaker 4: Hi, this is ### from CIO Service Desk.  May I have your personnel number, please?\nSpeaker 5: Yeah, it's ########.\nSpeaker 4: Okay, just to confirm, the last four digits of your personnel number is ####, is that correct?\nSpeaker 5: Yes, yeah, yeah, ####.\nSpeaker 4: Okay, and how about enterprise ID or Accenture email?\nSpeaker 5: It's #################################.\nSpeaker 4: Okay, thank you so much ######## and your callback number as well please.\nSpeaker 5: Sorry?\nSpeaker 4: Your callback number.  Yeah, it's ############.  Okay, perfect.  So yep, let me just go ahead and try to pull up your account here.  One moment please.  Okay.  And by the way, how can I help you today?\nSpeaker 5: Yeah, so actually I'm on my I-9 leave right now, and my advocate suggested that I should be returning my Accenture laptop.  So she mentioned that I should call the CIO helpdesk and they can assist me with those things.\nSpeaker 4: Okay, I see.  So by the way, #########, I understand that you want to return your asset, or I mean your laptop.  And don't worry, since you got me here on the line, I am more than happy to assist you with this one, okay?  So, you're very much welcome.  By the way, ########, may I ask if you have access to your Microsoft Teams?  Because I need to send you a link where you can submit a form for this laptop return, and then they will be providing you a return label to ship back your laptop to your local office.\nSpeaker 5: Okay, yeah.\nSpeaker 4: Yeah, I don't have access to my team.  Okay, so I'm going to send you the link and I mean the forms.  So by the way, is it okay if I put this call on hold first for about two minutes and I'll get back to you?\nSpeaker 5: Yeah, sure you can.\nSpeaker 4: Okay, one moment please.  Hi, ######, I already sent the steps on how to return your machine.  And then, yeah, I just sent the forms as well that you need to fill up.  And there's some information there that only your manager or supervisor knows.  And you can ask them those information if you are unable to fill up the form.  So are you able to receive my message?\nSpeaker 5: Yeah, I can see your list now.\nSpeaker 4: Click on the list.  Okay, perfect.\nSpeaker 5: And when you say certain information is only with my manager, so will it be my...the project manager where I was assigned to, or will it be my... the people lead?\nSpeaker 4: Once you submitted this form, I think you can advise your people lead or your project manager about this.\nSpeaker 5: Okay.\nSpeaker 4: Okay.  So yeah, you'll just need to fill up this form and then a shipping label will be sent to you to return your machine back to your local office, okay?  Okay, so when I select this online form, it will take care of it, right?  I don't have to send an email or shoot an email or something to anyone else?  Actually, once you submitted that form, there's an email that will be sent to you in regards to the shipping logo that you can use to return the machine to your local office.\nSpeaker 5: Okay, okay.\nSpeaker 4: Okay.  So yeah, I think we're all set now, ########.  Yes.  Okay, perfect.  So yeah, we will tag your ticket here as resolved now, and you look at the survey by email, then your feedback is highly appreciated, okay?  Yes, thank you so much.  You're very much welcome.\nSpeaker 5: Bye.\nSpeaker 4: Bye.  Bye.\n</call_transcript>\n<summary>\nAn employee, whose personnel number is #######, called the CIO Service Desk to inquire about returning their Accenture laptop as suggested by their advocate during their I-9 leave. The IT agent confirmed the employee's details and explained the process for returning the laptop. Since the employee didn't have access to Microsoft Teams, the agent sent the necessary form and instructions via email. The employee was informed that some information on the form might require input from their manager or people lead. Once the form is submitted, a shipping label will be sent to the employee for returning the laptop to their local office. The agent marked the ticket as resolved and requested feedback via a survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's request to return their laptop, the confirmation of details, and the process for returning the laptop. It is relevant to the main topic and maintains a clear structure and flow, making it easy to understand. The information is accurate and matches the details from the call transcript. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific issue with \"my key\" that was causing delays, as this context is part of the call experience. Overall, the summary provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's inquiry about returning their Accenture laptop and the IT agent's assistance. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. The information presented is factually correct, ensuring accuracy. The summary covers the main problem (the employee's need to return their laptop) and the resolution (the IT agent's guidance on the return process), making it complete. However, some minor details, such as the employee's lack of access to Microsoft Teams, could be considered non-essential but are included for clarity. Overall, the summary meets all the criteria effectively.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the reason for the call (laptop return during I-9 leave)\n2. Includes essential details about the process (form submission, shipping label)\n3. Mentions the important point about manager/people lead involvement\n4. Maintains chronological flow and logical structure\n5. Captures the resolution (ticket marked as resolved, survey request)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while including all crucial information. It's coherent and well-structured, making it easy to follow. The information is accurate, with no misrepresentations of the conversation. It successfully captures both the problem and resolution.\n\nMinor improvement could be made by mentioning that the form and instructions were sent after putting the call on hold, but this detail isn't crucial to the main purpose of the summary.",
        "claude_score": 9.0
      }
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    "instance_id": "dc45dfdd-f705-4ee2-a729-4deb35ea4441",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee, #######, called the IT helpdesk because they were locked out of OneDrive and other Accenture applications. The error message indicated a conditional access issue, stating their device was non-compliant, despite the support page showing compliance except for a pending Adobe Creative Cloud approval. The helpdesk agent confirmed the conditional access block and explained the need for a machine remediation to update software. The agent arranged for a Level 2 technician to troubleshoot the issue via a remote session using 123 Rescue. After initiating the remote session and downloading necessary software, the call was transferred to the Level 2 technician, with communication to continue via a chat box.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, #### and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you...\nSpeaker 4: Hi, thank you for calling Service Center.  Can I have your employee number, please?\nSpeaker 5: I don't know my employee number offhand and I'm locked out of the portal, so I can't look it up.\nSpeaker 4: All right, I understand.  Can you provide me your Accenture email and send?\nSpeaker 5: Yeah, it's #######, #############  #####, ######### at Accenture.\nSpeaker 4: Thank you.  All right, I got it.  Thank you so much, #######.  Let me go ahead and pull up your account.  And then can I have your callback number, please?\nSpeaker 5: My mobile number?\nSpeaker 4: Yes, correct.  Oh, callback number.\nSpeaker 5: Yeah, #########.\nSpeaker 4: Okay.  ####.\nSpeaker 5: ####.\nSpeaker 4: Okay.  Let me confirm.  It is ##########, right?\nSpeaker 5: Yep.  Correct.\nSpeaker 4: Thank you so much, #######.  And let me check your account.  Give me one second.  You're loading.  All right, and #######, how can I help you?\nSpeaker 5: Yeah, so there's basically my OneDrive, almost anything that I could log into.  It's saying that I can't access this right now, but my sign-in was successful, but it does not meet the criteria to access the resource.  And then when I click... I'm sorry, when I click into more details... Oh, do you see it?\nSpeaker 4: Yes, go ahead, #######.\nSpeaker 5: Oh, okay.  So, when I click into more details, it does say my device is compliant.  It gives a bunch of information, but it doesn't tell me what's going on.\nSpeaker 4: All right.  Apologies for the inconvenience, #######, regarding with this.  No worries.  I'm here to help.  So, #######, split-checking here.  Check.  The error message that you have encountered right now is regarding with the conditional access.  It means your machine is status net compliant, but you mentioned earlier that when you try to check, your machine is currently compliant.  Am I correct?\nSpeaker 5: There is one.  So, when I check the support page, because I'm at least able to get there, it is.  looking for like an Adobe Creative Cloud, that's the only thing that's not compliant.  But yeah, it's not, like I'm waiting for, I put in a case, I'm waiting for approval for the software requirement, but it locked me out of everything else.  And that's not something that I need, like to do my regular work.  It's something that I need for a plus one.\nSpeaker 4: All right, I understand about that one.  #######, so #######, just to make sure here, you called in because you weren't able to log into any of the Accenture site right now or application.  Am I correct?  Like under Office 365?  Okay.  So as we're checking here, #######, I tried to check regarding with the status of your account.  Your account is currently under conditional access.  When we say conditional access, your machine is currently tagged as not compliant.  And that is the main reason why you are blocked from accessing any application under Accenture.  So what we need to do for this is we need to do a remediation of your machine.  We need to undergo a further troubleshooting.  And after the troubleshooting, which is to update some software program on your end.  So after that, we'll be.  I mean, yeah, we will remove you from the conditional access and after removing you from the conditional access, you'll be able to log in again to the application or access to any Accenture site.  Okay, are you available for about like 30 to 40 minutes?\nSpeaker 5: Yeah, that's all.\nSpeaker 4: Manual remuneration of your machine.  So yeah, so for the process about this one, #######, I'll be like I'm going to find a Level 2 technician who can do the troubleshooting on your end since they have the tools to do that.  So right now, we need to connect through the remote session.  Can you please open a browser right now and then just tell me once you're on the browser?\nSpeaker 5: Yeah, I have one open.\nSpeaker 4: Okay, can you please type in 123 Rescue?\nSpeaker 5: 123 what was the last part?\nSpeaker 4: 123 rescue.com. R-E-S-C-U-E.com\nSpeaker 5: Okay.  Okay, and then it's asking for a PIN code.\nSpeaker 4: Yeah, I'll be providing you the PIN code.  #######.  Okay.  And after that, #######, please click download.\nSpeaker 5: Okay.  Okay, now it just says waiting for the technician.\nSpeaker 4: Okay, let me go ahead and connect one moment.  And please click.  okay, #######, if there is a prompt for me to connect.  Okay.  So that I can go ahead and connect on your end.  Okay.\nSpeaker 5: Okay.\nSpeaker 4: One second.  So, #######, is that okay if I place the call on hold for two minutes for me to find a level two now?  Okay, thank you so much.  And kindly stay on the line, okay?\nSpeaker 5: Okay.\nSpeaker 4: Hi #######, thank you so much for patiently waiting on the line.  Right now, I already reached out to the Level 2 and I have already reported your issue to wait for a few seconds for them to check and then once they're checking, they will provide me a specific technician and then I'll go ahead and transfer this session to the Level 2 and then once you are with the Level 2 #######, Just a heads up, the Level 2 is only available through this chat box here, so you can utilize the remote chat box to interact with the Level 2 technician if you have to, or if you want to, like, ask them some questions, okay?\nSpeaker 5: Okay.  All right, no problem.\nSpeaker 4: Yeah, and then while we're waiting, #######, I'll go ahead and initiate another session here.  since we need to run this, I mean, we need to run this one as administrator for them to be able to control your machine.  So give me one moment to control, okay?\nSpeaker 5: Okay, no problem.  Oh, I have multiple screens up.  Hold on one second.\nSpeaker 4: All right, no worries.  Go ahead.\nSpeaker 5: Yeah, there you go.\nSpeaker 4: Okay, thank you.  We will open another session here.  Download.  After this, we will go to Downloads folder.  Then run this one as Administrator.  Two more options.  Run as Administrator, Accenture Business, and then EES.  Okay, and it will open another session for the level two.  And then right now, #######, I have a available technician, so later on, like a few seconds, I'm going to transfer this remote session to your level two technician, okay?\nSpeaker 5: Okay.\nSpeaker 4: All right, so I'll be transferring this one right now to One second.  #########.  Okay.  Okay.  All right.  And please confirm to me if you are with the Level 2, okay?\nSpeaker 5: Okay.\nSpeaker 4: Since I already transferred the session.\nSpeaker 5: I haven't gotten anything yet.\nSpeaker 4: Okay, hold on.\nSpeaker 5: Okay, now, now, I'm definitely transferred over.\nSpeaker 4: Yes.  Okay.  Okay.  ######## is currently starting the remote session on your end, so yeah.  I hope your issue, #######, will get resolved later on, and then we're going to wrap up the call right now, since you will stay on the remote, okay?  And please, you can communicate with the chat box.  All right.  Bye for now, #######, and thank you so much for your time.  And say thank you for your help.  Bye-bye.  Yeah, you're welcome.  Bye-bye.\n</call_transcript>\n<summary>\nAn Accenture employee, #######, called the IT helpdesk because they were locked out of OneDrive and other Accenture applications. The error message indicated a conditional access issue, stating their device was non-compliant, despite the support page showing compliance except for a pending Adobe Creative Cloud approval. The helpdesk agent confirmed the conditional access block and explained the need for a machine remediation to update software. The agent arranged for a Level 2 technician to troubleshoot the issue via a remote session using 123 Rescue. After initiating the remote session and downloading necessary software, the call was transferred to the Level 2 technician, with communication to continue via a chat box.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with OneDrive and other applications, the conditional access problem, and the steps taken to resolve it. The information is relevant and focuses on the main topic of the call. The structure and flow are clear, making it easy to understand. The summary is factually accurate and does not contain misleading information. However, it could be slightly more complete by mentioning the initial difficulty the caller had in providing their employee number and the specific steps taken to initiate the remote session. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's issue with accessing Accenture applications. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly identifies the error message, the cause of the issue (conditional access block), and the steps taken to resolve the issue (machine remediation and Level 2 technician assistance). The summary also accurately conveys the communication method used for the Level 2 technician (chat box).\n\nThe summary is mostly complete, covering the main problems and resolutions. However, it does not mention the employee's initial issue with not knowing their employee number, which is a minor detail.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (conditional access/compliance problem)\n2. Accurately describes the specific symptoms (locked out of OneDrive/applications)\n3. Notes the Adobe Creative Cloud compliance exception\n4. Details the solution process (Level 2 technician involvement and remote session)\n5. Maintains chronological flow of events\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while including all crucial information. It's coherent and well-structured, moving logically from problem identification to resolution steps. The information is accurate, matching the transcript without misrepresentation. The only minor improvement could be mentioning the estimated troubleshooting time (30-40 minutes) mentioned in the call, but this isn't critical to understanding the interaction.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, #####, contacted the IT helpdesk to follow up on a password reset request. The employee's manager had not received the approval email that was supposedly sent. The helpdesk agent confirmed the request was sent but couldn't reveal the manager's name to whom it was sent. The agent stated that the employee needs to wait for the manager to approve the request. If the manager doesn't approve it within 48 hours, the ticket will be reassigned to local tech support for personal assistance. The employee expressed concern about needing the password reset before Monday. The agent reiterated the need to wait for management's update.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  when users attempt to log in They are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.\nSpeaker 3: Hi, this is CIO Service Desk.  Can I have your employee number?\nSpeaker 4: Hi.  It's ########.\nSpeaker 3: Thank you.  And also, please confirm your phone number.\nSpeaker 4: It's ############.\nSpeaker 3: Thank you.  And also, please confirm your enterprise ID.\nSpeaker 4: It's ######################.\nSpeaker 3: Thank you.  So what do you say, #####?  How can I help you today?\nSpeaker 4: Hi.  I had earlier called regarding resetting my password.  And they had asked me that.  I mean, they had told me that they would be sending a mail to my manager.  But my manager said that he hasn't received any mail.  So I just wanted to check on that.\nSpeaker 3: Regarding this one, I don't apologize for this inconvenience, but since you've already sent a request to your manager, but as of this moment, your manager didn't receive any request, am I correct?\nSpeaker 4: Yes.\nSpeaker 3: Okay.  So regarding this one, can I put a call on hold for about two to three minutes?  I need to check my resources regarding this one.\nSpeaker 4: Okay.  Sure.  Yeah.\nSpeaker 3: Thank you.  Please stay on the line.\nSpeaker 4: Okay.\nSpeaker 3: Thank you for patiently waiting on the line, #####.  Okay, regarding this one, #####, I'm still waiting for advice from our support regarding this one.  We'll be putting the colonel again for about two to three minutes.\nSpeaker 4: Okay, sure.\nSpeaker 3: Thank you.  Please stay on the line.\nSpeaker 4: Okay.\nSpeaker 3: Okay, thank you for patiently waiting on the line, #####.  Okay, regarding this one, #####, as per checking.  The request that we sent to your manager was not yet approved by the specific manager.  So for this one, we need to wait for this manager to approve your request.  And once he approves the request, he will reach out and then he will provide you the incident number.\nSpeaker 4: Yeah, but my manager said that he hasn't received any requests.  I just wanted to check.  He also asked me to give his email ID to you guys.\nSpeaker 3: OK.  Regarding this one, #####, we sent a request to a specific manager.  If your manager cannot receive the request, then give me one moment.  OK.  Regarding this one, #####, we cannot provide you the exact name of the manager, the manager that we sent the request.  And for this one, we need to wait for your manager to approve this request.  Because we send a specific request to a specific manager also.  So we need to wait for this one.  And once your manager will not approve the request within 48 hours, then we need to reassign your ticket to your local tech support, and then your local tech support will be the one that will assist you personally regarding this concern.\nSpeaker 4: Okay.\nSpeaker 3: Okay?\nSpeaker 4: Yeah, because this is over the weekend, and then from Monday I have to start, so...\nSpeaker 3: Yes.  So please wait for the update from your management team.  Thank you and bye for now.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk to follow up on a password reset request. The employee's manager had not received the approval email that was supposedly sent. The helpdesk agent confirmed the request was sent but couldn't reveal the manager's name to whom it was sent. The agent stated that the employee needs to wait for the manager to approve the request. If the manager doesn't approve it within 48 hours, the ticket will be reassigned to local tech support for personal assistance. The employee expressed concern about needing the password reset before Monday. The agent reiterated the need to wait for management's update.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, making it easy to understand. It captures the key issue of the employee's password reset request and the manager not receiving the approval email. The summary is relevant, focusing on the main topic without extraneous details. It is coherent, with a clear structure and logical flow of ideas. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the employee providing their phone number and enterprise ID, and the agent putting the call on hold multiple times. These omissions slightly affect the completeness but do not significantly impact the overall understanding of the main issue and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's password reset issue and the helpdesk agent's response. The summary has a clear structure, making it easy to follow and understand, thus demonstrating coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the employee's concern about needing the password reset before Monday and the agent's explanation of the approval process. The summary also captures the main problem (the employee's manager not receiving the approval email) and the resolution (waiting for the manager's approval or reassigning the ticket to local tech support if not approved within 48 hours), thus demonstrating completeness.\n\nOverall, the summary effectively conveys the essential information from the call transcript in a clear and concise manner, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Conciseness: Efficiently condenses a lengthy conversation into a clear, brief paragraph without unnecessary details.\n2. Relevance: Focuses on the core issue (password reset request and manager approval) without getting distracted by preliminary ID verification.\n3. Coherence: Presents information in a logical flow, from initial problem to resolution steps.\n4. Accuracy: Correctly represents the conversation's key points, including the 48-hour timeline and escalation process.\n5. Completeness: Includes both the problem (manager not receiving email) and resolution path (waiting for approval or tech support escalation).\n\nMinor improvements could include mentioning the initial automated message about system issues with \"my key\" and \"gone fishing page,\" though these weren't directly relevant to the caller's specific issue. Overall, the summary effectively captures the essential elements of the interaction while maintaining clarity and accuracy.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "4f613b43-abd5-4204-bcdd-c7479f183e2d",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee, #####, called the CIO Service Desk, represented by Algen, to reset their password. ##### was given a temporary password that didn't work and couldn't reset it themselves. Algen found an existing incident ticket where another representative noted ##### would visit the local office for password reset. ##### clarified they hadn't visited the office but spoke to them, and their manager hadn't received an authorization email. Algen confirmed the ticket was assigned to the local team for verification, based on the previous representative's note. Algen advised ##### to visit the local office for password reset, as the ticket was already with them and the manager's approval was pending. ##### plans to visit the office on Monday.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8148148148148149
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business, to check if your account is passwordless, please visit go.accenture.com.  Please enter your 8-digit personnel number so we can locate your details.  If you are...\nSpeaker 2: The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Please continue dialing.\nSpeaker 3: Hello.  Thank you for calling CIO Service Desk.  This is Algen.  Can you provide to me your personnel number or your employee ID number?  Yes, it's ########.  Permit me to confirm, ########, and after that?  ###.  That would be ###?\nSpeaker 4: No, ###.\nSpeaker 3: Okay, ###.  So permit me to confirm, ###########.\nSpeaker 4: Yes.\nSpeaker 3: Thank you.  I'll now go ahead and check your account.  Can you provide to me your callback number?\nSpeaker 4: It's ############.\nSpeaker 3: Thank you.  And your Accenture email?\nSpeaker 4: It's ################################.\nSpeaker 3: Thank you so much, #####.  And how can I help you today?\nSpeaker 4: Yeah, I was trying to reset my password.  I wanted help for that.\nSpeaker 3: OK.  I understand you did say ####, but since you have me on the line, we'll do our best to help you regarding what you're concerned.  So for me to confirm, you wanted to reset your own password, but you were not able to, right?\nSpeaker 4: Yes.\nSpeaker 3: OK.  So is there any error message that you are receiving upon resetting your own password?\nSpeaker 4: Yes, so I was provided with a password to log in.  But when I enter the password, it says the password is incorrect.\nSpeaker 3: Okay, I don't understand.\nSpeaker 4: Yeah, but I don't have the option to reset it.\nSpeaker 3: Okay, I don't understand it.  So, as per check-in here, there is an open incident ticket number.  As we're checking with this open incident ticket number, the other representative has guided you or has helped you to reset the password, but still the same issue.  So can I put you on hold for at least a minute while I check here with your ticket number?  Sure, yeah.  Thank you.  Hello.  Thank you for waiting on the line, #####.  So I speak second here with the incident ticket.  Do you have mentioned with the other representative that you will be going to the office for the password reset, right?\nSpeaker 4: No, not really.  So what I was told was that one of my managers should be authorizing it.  But when I checked with my office they said that like there's no higher manager who I would be reporting to.  So they asked me to like call you guys and reset it because this is my first time trying to create my profile on myid.accenture.com.\nSpeaker 3: Okay.\nSpeaker 4: Yeah, and the password that was provided to me to begin with, it says it's incorrect.  So that's the reason, yeah.  And I haven't heard back from anyone.  Also, I told me that someone would contact me within an hour, but nobody has contacted me.\nSpeaker 3: I don't understand with this.  So as per check-in, you already open incident ticket.  Since you have \u2013 since you \u2013 for me to confirm, you went to the local office and they have mentioned that you have no higher manager that could be \u2013 that you are reporting to that could be able to vouch for you, right?  Yeah.\nSpeaker 4: That's what I told, but according to what I understand is my manager is ########, but When I spoke to him, he told that he didn't receive any email for authorization.  So I don't understand who has received the email for authorization yet.\nSpeaker 3: So for me to confirm, #####, did you go to the local office?  No, I haven't gone to the local office, but we have been communicating over the phone.  Since as per checking here with a ticket, with a conversation with the other representative, you have mentioned that you will be going to the local office.  Because by going to the local office, they will be the one to reset the password for you if you insist to go with the office.  So that is why we have provided the tickets to the local team to further check for the verification with your issue.\nSpeaker 4: Okay.  So I just have to go to the office and check with the local team?\nSpeaker 3: Yes.  Since as per check-in here with a ticket, you have insisted to go to the local office.  Because by going to the local office, they will be the one to reset the password for you.  And also, as per check-in here with this vouching request that has been sent to your manager, it is not approved yet.  And within the 48 hours, if the manager vouching is still not approved, we will be directly assigning the ticket again or directly to the local team, and they will be the ones to verify you.\nSpeaker 4: Okay.  Is it not already handed over to the local team?\nSpeaker 3: Okay.  As per check-in here, the ticket is now assigned to the local team, and they are now checking.  or they are now verifying this on their end.  Since we have seen a spread check-in here with a ticket with the other representatives, you have insisted to go to the local team.  So, that is why we have provided or we have provided a ticket to them.\nSpeaker 4: Okay.\nSpeaker 3: Okay.  So, if you have... Okay.\nSpeaker 4: Since it's Friday, I don't think now I'll be able to do it.  Probably, I have to try this on Monday then.\nSpeaker 3: I do understand with this.  So just directly go to the local office.  so we follow the process since you have insisted to go there so that our support can directly assist you to reset your password, okay?  Okay, got it.  Thank you so much.  Have a great day, #####.  Thank you.  And bye for now.\n</call_transcript>\n<summary>\nAn Accenture employee, #####, called the CIO Service Desk, represented by Algen, to reset their password. ##### was given a temporary password that didn't work and couldn't reset it themselves. Algen found an existing incident ticket where another representative noted ##### would visit the local office for password reset. ##### clarified they hadn't visited the office but spoke to them, and their manager hadn't received an authorization email. Algen confirmed the ticket was assigned to the local team for verification, based on the previous representative's note. Algen advised ##### to visit the local office for password reset, as the ticket was already with them and the manager's approval was pending. ##### plans to visit the office on Monday.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with the temporary password, the existing incident ticket, and the advice to visit the local office. It maintains relevance by focusing on the key aspects of the conversation. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details discussed in the transcript without introducing any false or misleading elements. However, the summary could be slightly more complete by mentioning the employee's frustration with not receiving a callback and the specific issue with the manager's authorization email. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's password reset issue and the resolution. The summary has a clear structure, making it easy to follow and understand, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly represents the information from the call transcript, including the employee's issue with the temporary password, the existing incident ticket, and the advice to visit the local office. \n\nHowever, the summary could be considered slightly incomplete as it does not mention the initial confusion about the employee's manager and the authorization email, which was a significant part of the conversation. Nevertheless, it does capture the main problem and the proposed resolution.\n\nOverall, the summary is well-written, accurate, and effectively conveys the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (password reset problem)\n2. Includes important context about the temporary password not working\n3. Correctly describes the confusion about office visit and manager authorization\n4. Accurately presents the resolution (need to visit local office)\n5. Maintains good flow and logical progression\n\nHowever, there are minor areas for improvement:\n- Could be slightly more concise by removing some redundant details\n- Could better emphasize the confusion between what the previous representative recorded (about office visit) versus what actually happened\n- Could mention the 48-hour timeframe for manager approval\n\nOverall, the summary maintains high accuracy, good coherence, and covers all essential points while remaining relatively concise. The relevance is strong as it focuses on the core issue and its resolution. The completeness is satisfactory as it captures both the problem and the proposed solution.",
        "claude_score": 8.0
      }
    }
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    "instance_id": "d2df77c7-e3e4-4a53-812f-8f712baa4e2e",
    "train_trial_index": 0,
    "predicted_text": "An employee, #####, contacted the IT helpdesk because they are consistently receiving a Microsoft Excel security notice when trying to download an internal Excel file with macros from the Knowledge Exchange, embedded in a PowerPoint. The error message states that macros have been disabled by the Enterprise Administrator for security reasons, and the employee is unable to enable them. This issue has persisted for seven years and only affects this specific user, despite others using the same file. The helpdesk agent, after confirming the user's details, attempts to troubleshoot the issue. After a brief hold, the agent initiates a remote session via 123rescue.com to further investigate the problem with level two support, allowing the employee to continue working while they troubleshoot. The call ends with the agent promising to communicate via the remote session chat.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 1607.0,
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      "inference_runtime": 1.771573781967163,
      "num_train_instances": 0.0,
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      "call_summarization_score": 0.8518518518518517
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.  For technology and business application support, press 1.  For mobile, please enter your 8-digit personnel number so we can locate your details.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to the VON phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting at...\nSpeaker 3: Hi, this is ####### from CIO.  May I have your personal number, please?\nSpeaker 4: Sure.  It's #########.\nSpeaker 3: ########, is that correct?\nSpeaker 4: Yes.\nSpeaker 3: How about your Accenture email address?\nSpeaker 4: It's #############.\nSpeaker 3: And actually, how about your callback number?\nSpeaker 4: Well, my regular phone number is ############. we have to, like, shut my PC down or something, I won't receive calls.  And in that case, my mobile number is ############.\nSpeaker 3: Sorry, I'm sorry, ############.  Is that correct?  ############.  Got it.  Thank you for that, #####.  How can I help you today?\nSpeaker 4: I'm calling because I keep having problems.  There's a file.  It's an internal Accenture file from the Knowledge Exchange.  I'm trying to download.  It's embedded in a PowerPoint file, and I need to enable the macros.  And every time I try to download it, I keep receiving a Microsoft Excel security notice.  It says Microsoft Office has identified a potential security concern.  Macros in this document have been disabled by your Enterprise Administrator for security reasons.  And it says macros in this document have been disabled by your Enterprise Administrator for security reasons.  And the only option is to disable macros.  But I don't want that.  I want to enable the macros.  And I'll just clarify again.  This is an internal Excel file from the Knowledge Exchange.  It's not an external or corrupted file.\nSpeaker 3: I see.  My apologies for the inconvenience there, actually, but since you got on the line, I'll try my best to help you out with that specific concern.  So, is it possible if I can ping you on Teams and then you can send me the screenshot of the error for me to reference?  Yeah, sure.\nSpeaker 4: Of course.\nSpeaker 3: All right.  One moment.  Let me just ping you on Teams.  Is it the first time that it happened?\nSpeaker 4: No, it happens every single time I use this file, and I've been using it for about seven years.  So, let me get a screenshot.\nSpeaker 3: All right.\nSpeaker 4: So, in the screenshot, I've already gone into the Excel file.  I mean, I'm sorry, the PowerPoint file, and the Excel file is embedded in there, and you double-click on it to download it.  And then when I do that, that's when it keeps coming up with this error message, and the file won't work unless I can enable the macros.  All right.\nSpeaker 3: Let me check.  So every time you download it, I mean, download any file, it appears.\nSpeaker 4: Well, not any file, just this one.\nSpeaker 3: Oh, okay then.  Let me double check on this one.  Can I please hold on for 10 minutes?  Yeah, sure.  Go ahead.  Thanks.  I don't know, #####.  I'm still checking this one with our level two support.  Is it okay if I keep it to hold for today?  Yes.  Thank you.  Hello, #####.  Thank you for patiently waiting.  I may ask, are you the only one who is getting this specific error when you try to download it or your colleagues as well?\nSpeaker 4: Yeah, just me.  I mean, there are hundreds of users throughout the world, and even on my team, we have 100 people, and I'm the only one that seems to receive this error consistently.  And even when there are updates to this file, I'm the only one that still has this error.\nSpeaker 3: All right.  Let me double check here.  Is it okay, #####, if I will initiate a remote session, and then we can continue to that one.  I will further troubleshoot this one from our support.  Okay.  Thank you so much.  just go to your browser and then access this website, 123rescue.com.  It will ask you for a code, but I'm still generating that one for you, so just one moment here.  Okay, I'm just generating it.  Let me just fill out the information first.  There you go.  The code is ######.  Okay.  Then download the applet, please.  Then once it's downloaded, kindly, all right.  It seems like you already have it open, so I'll just connect.  All right.  Kindly click OK from your end.  All right.  OK.  So with this one, #####, we can continue here on the remote session.  We can communicate on this chat, and then I'll further check with our level to support for the troubleshooting.  So with that one, we can end the call and then continue here.  Is that OK?\nSpeaker 4: Can I still continue to work or do I need to wait?\nSpeaker 3: I will just ping you on here on the chat whenever I needed to navigate.  Like this one.\nSpeaker 4: Okay, so I can continue to work.\nSpeaker 3: Yes, but I'll make sure to check my thing here for me to be able to navigate if you're working something.  Okay.\nSpeaker 4: Okay.  And this one you see right now, this is there.\nSpeaker 3: Yes.  All right.  Okay.  So, yeah, we're going to connect the call from here.  Thank you.\nSpeaker 4: Thank you.  Bye bye.\nSpeaker 3: Bye.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the IT helpdesk because they are consistently receiving a Microsoft Excel security notice when trying to download an internal Excel file with macros from the Knowledge Exchange, embedded in a PowerPoint. The error message states that macros have been disabled by the Enterprise Administrator for security reasons, and the employee is unable to enable them. This issue has persisted for seven years and only affects this specific user, despite others using the same file. The helpdesk agent, after confirming the user's details, attempts to troubleshoot the issue. After a brief hold, the agent initiates a remote session via 123rescue.com to further investigate the problem with level two support, allowing the employee to continue working while they troubleshoot. The call ends with the agent promising to communicate via the remote session chat.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the Excel file, the troubleshooting steps, and the resolution plan. It is relevant, focusing on the key problem and the actions taken by the helpdesk agent. The structure is clear and easy to follow, making it coherent. The information is accurate, reflecting the details from the transcript without any misleading content. However, it misses some minor details, such as the initial high call volume announcement and the specific steps the agent took during the remote session. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and steps taken by the helpdesk agent within a brief length. It remains relevant to the topic, focusing on the employee's problem with downloading an internal Excel file with macros and the agent's attempts to troubleshoot. The summary is coherent, with a clear structure that makes it easy to follow and understand the sequence of events. It is also accurate, reflecting the details provided in the call transcript without introducing false or misleading information. However, the summary could be considered slightly incomplete as it does not mention the initial automated messages and the agent's initial request for a screenshot of the error, but these are minor details and the main points are well-covered. Overall, the summary does a good job of capturing the essence of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the core issue and its unique characteristics:\n1. Accurately describes the specific problem (Excel security notice blocking macros)\n2. Includes important context (7-year persistence, user-specific issue)\n3. Maintains chronological flow of the interaction\n4. Captures key resolution steps (remote session initiation)\n5. Includes relevant technical details (123rescue.com)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details like exact phone numbers and repetitive dialogue while maintaining all crucial information. It's coherently structured, starting with the problem description and moving to the resolution attempt.\n\nMinor improvement could be mentioning the initial automated menu and high call volume warning, as these provide context about the service conditions. However, these are secondary details and their omission doesn't significantly impact the summary's quality.\n\nThe summary is factually accurate with no misrepresentations of the conversation or technical issues discussed.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, #####, contacted the CIO Service Desk because they were unable to log into Teams and Outlook on their MacBook. The error message indicated the device was not compliant with organizational requirements, despite the My Devices portal showing it as compliant. The helpdesk agent, #####, confirmed the compliance issue and initiated a remote troubleshooting session. The agent instructed the employee to close all open applications, including Teams, Outlook, and Edge, and then used 123rescue.com to gain remote access to the MacBook. The agent stated they would run troubleshooting steps and attempt to re-sign the employee into Teams and Outlook, and would provide updates via the remote session.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.  Please enter your 8-digit personnel number so we can locate your details if you are a contractor or do... Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.  All agents are currently assisting other callers, please.\nSpeaker 2: Hi, thank you for calling CIO Service Desk.  My name is #####.  May I please have your personal number?\nSpeaker 3: Yeah, hi #####.  This is ##### and my personal number is ##########.\nSpeaker 2: #####, may I please have a callback number as well?\nSpeaker 3: It is ############.\nSpeaker 2: Thank you so much.  Now can I confirm your enterprise ID?\nSpeaker 3: Sorry, say that again.\nSpeaker 2: Kindly confirm your enterprise ID or email.\nSpeaker 3: OK.  My enterprise ID is ############, ######### dot ###########.\nSpeaker 2: OK.  Hi, #####.  How may I assist you?\nSpeaker 3: Yeah.  So I use a MacBook, and since about six hours, I got logged out of the Teams and basically I'm getting an error saying that please sign in again.  And when I try to sign in, I get an error saying that this device is not compliant.  And basically it says you must comply with the organization's compliance requirements.  But when I go to myequipment.accenture.com to look at it, it basically shows the device as compliant.  So I don't know how to solve this problem and how to basically log back in again.\nSpeaker 2: Well, I apologize for the inconvenience, ######.  No worries.  I'm more than happy to help you with this.  I want to confirm, is it just Teams?  How about Outlook?\nSpeaker 3: Outlook, I have not faced any problem.  But no, I can see now.  Even in Outlook, I'm not able to log in.\nSpeaker 2: And it says that your machine is not compliant.\nSpeaker 3: Yes.  So when I try to log in, it gives me a pop-up, sign in to Microsoft Outlook, and then it says that device must comply with your organization.  And then it says this device does not meet your organization's compliance requirement.  Go to your organization's device management portal to see why this device is marked non-compliant.\nSpeaker 2: Okay.  Now, ######, yes, as I can see on my end, everything seems to be compliant.  Now, to confirm, kindly try to open up a browser and go to support.accenture.com.\nSpeaker 3: I already opened support.accenture.com.\nSpeaker 2: And from the My Devices, everything is compliant?\nSpeaker 3: Yes.  In the device, I see my MacBook, and it is showing to be compliant.\nSpeaker 2: Okay.  Well, then with that, let's select the ransom insurance troubleshooting.  May I please remote into your locker?\nSpeaker 3: Okay.\nSpeaker 2: Okay.  Open up a browser again.  Go to 123rescue.com.\nSpeaker 3: Okay.\nSpeaker 2: Okay.  I'm now generating one for you.  One moment.  Okay, your PIN is 898195.\nSpeaker 3: 898195, okay, start download.\nSpeaker 2: Yes, please.  And this happened six hours ago, you said?\nSpeaker 3: Yes, approximately six hours ago.\nSpeaker 2: Is it opening up now?\nSpeaker 3: I have double-clicked on the app.  I don't know what happened after this.  It doesn't seem to be opening.  Let me try again.  Okay.  Okay, now it seems to be opening.\nSpeaker 2: Yep, it's coming up on my end.  Now, please provide me access.  Okay, I need you to go to System Settings from the upper left, the Apple logo, System Settings.\nSpeaker 3: Yeah, I'm trying to do that.  Support, yeah.  It says quit and reopen.\nSpeaker 2: Yep, quit and reopen.  Okay, now let me check if I have access now.  Okay, yep, seems like it.  Okay, so everything is compliant here.  Now when we go to Teams, Okay.  ######, go ahead and proceed with the troubleshooting, but I will need all the open windows to be closed.  If there are things that need to be saved, kindly save them before I take over, please.\nSpeaker 3: Okay.  I'm doing that.  Thank you.  I will need to save this.  Okay.  Do you want me to close Outlook also?  Yes.  Yes, please.  Okay.  One second.  And Teams?\nSpeaker 2: Teams as well.\nSpeaker 3: Okay, I'll close Edge.  And I'll exit Teams also.  Okay, all windows are closed except for, no, Teams is still open for some reason.  Let me close it.  You want to take over?  Only Teams is open now.\nSpeaker 2: Okay, well, thank you so much.  Okay, so from here, again, I'll try to run the instrument troubleshooting, then later on, we'll try to re-sign you back into Teams and Outlook.  Now, as the troubleshooting may take a while, is it okay if I just continue the remediation via remote session?  Then if I did something, I'll ping you from here.\nSpeaker 3: Okay.\nSpeaker 2: Okay, well, thank you so much.  I'll update you if I'm done or if anything goes on, okay?\nSpeaker 3: Okay.\nSpeaker 2: Okay, bye for now.\nSpeaker 3: Bye.\n</call_transcript>\n<summary>\nAn employee, #####, contacted the CIO Service Desk because they were unable to log into Teams and Outlook on their MacBook. The error message indicated the device was not compliant with organizational requirements, despite the My Devices portal showing it as compliant. The helpdesk agent, #####, confirmed the compliance issue and initiated a remote troubleshooting session. The agent instructed the employee to close all open applications, including Teams, Outlook, and Edge, and then used 123rescue.com to gain remote access to the MacBook. The agent stated they would run troubleshooting steps and attempt to re-sign the employee into Teams and Outlook, and would provide updates via the remote session.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with logging into Teams and Outlook, the compliance error, and the steps taken by the helpdesk agent. It is relevant to the main topic and maintains a clear structure and flow, making it easy to understand. The information is accurate and does not contain any misleading details. However, it misses some minor details such as the initial confirmation of the employee's personal number and enterprise ID, and the fact that the troubleshooting might take a while. These details could provide a more complete picture of the interaction. Overall, the summary is well-done but could be slightly more comprehensive.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and steps taken during the call. It is relevant to the topic, focusing on the employee's problem with logging into Teams and Outlook. The summary is coherent, with a clear structure and flow of ideas that make it easy to understand.\n\nIn terms of accuracy, the summary correctly states the error message, the employee's actions, and the helpdesk agent's steps to resolve the issue. However, it does not mention the initial automated message about performance issues with \"my key\" and the \"gone fishing page,\" which is not directly related to the employee's problem but is part of the call transcript.\n\nRegarding completeness, the summary covers the main problem and the steps taken to resolve it but does not mention the final resolution or outcome of the troubleshooting.\n\nOverall, the summary is well-written, accurate, and concise, but could be improved by including the final outcome of the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (Teams/Outlook login problems due to compliance error)\n2. Notes the contradiction between error message and My Devices portal\n3. Accurately describes the troubleshooting steps taken\n4. Maintains chronological flow of events\n5. Includes relevant technical details (123rescue.com, remote access)\n\nThe summary is concise yet comprehensive, avoiding unnecessary details like specific PIN numbers or repeated dialogue. It maintains coherence by presenting information in a logical sequence. The information is accurate and matches the transcript without any misrepresentations.\n\nMinor improvement could be mentioning that the issue started \"six hours ago\" as this temporal detail might be relevant for troubleshooting patterns.\n\nOverall, the summary successfully balances brevity with informativeness, maintaining accuracy while excluding superfluous details.",
        "claude_score": 9.0
      }
    }
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    "predicted_text": "An employee, ######, contacted the IT helpdesk because they were unable to set up Microsoft Word and Teams on their Accenture phone, despite having the phone for weeks. The employee was stuck in a loop between the Authenticator app and Edge, unable to sign in due to password issues and the Authenticator app not sending notifications.\n\nThe IT support agent, ##########, guided the employee through uninstalling and reinstalling the Authenticator app. The agent then sent a link via Teams to a passwordless tool to generate a temporary access pass. The employee used this pass to successfully add their Accenture account to the reinstalled Authenticator app. Finally, the employee was able to access Outlook and Teams on their phone. The agent confirmed that the MFA was working and closed the ticket.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.\nSpeaker 2: For Video Conferencing, for Technology and Business Application Support, please enter your 8-digit personnel number so we can locate your details.  if you are a contractor or...\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 4: Hello.  Thank you for calling.  This is ######.  Can I please have your personnel number?\nSpeaker 5: Yes.  It's ##########.\nSpeaker 4: Thank you.  ##########.  What about your enterprise ID, please?\nSpeaker 5: ######, #-#-#-#-#-# dot #########, #-#-#-#-#-#-#-#-#.\nSpeaker 4: Thank you, ######.  Can I also have your phone number, callback number, please?  ############.  Thank you.  So, ######, how can I assist you today?\nSpeaker 5: Yep, I am trying to.  I'm trying to get Microsoft Word and Teams and all that stuff set up on my Accenture phone, which I've had for weeks and I just haven't set it up.  And apparently, hold on, she says, my phone is not yet registered on the system under my MFA authentication and I will need a tap, because I can't get anything to work.\nSpeaker 4: I was told to call.  Apologies for the inconvenience.  I will assist you in any way that I can.  So what about this?  Can you please tell me what you're going to see once you open your Authenticator application on your phone right now?\nSpeaker 5: If I open Authenticator, I see a request to enter my password.  Well, that may not be the first screen.  Hold on.  It says it wants to open in Edge.  So I open an Edge and it asks me to sign into sync with my email.  And if I say sign into sync it takes me somewhere, I don't know what app this is, and asks me for my password.  And the password doesn't work.  If I say use an app instead it goes over to I guess the authenticator and it says it can't send a notification at this time.  So I don't know.  I feel like I'm in an endless circle between these apps.\nSpeaker 4: What about this one?  To confirm also, can you still access Teams on your laptop by any chance?  I'm going to send you something.  Yes, I can.  As of now, I'm going to try to uninstall the Authenticator app and reinstall it again.  Then once we are done with that one, kindly check the link that I provided.  My name in Teams is ###########.  That site will allow us to create a tab, the one that we can use in setting the MFA correctly.  Can you please reinstall MFA?  Then tell me once you're done with that one, then tell me if you can access the site also that I provided, please.\nSpeaker 5: Okay, so I uninstalled the Authenticator app.  Do I need to reinstall it?\nSpeaker 4: Yes, please.  Thank you.\nSpeaker 5: Okay, I'm doing that.  And then I'm going to click on the link that you sent me.\nSpeaker 4: Yes, please.  Can you access the passwordless site?\nSpeaker 5: My passwordless tool, it is half loaded, but not fully loaded.  That's what's going on.\nSpeaker 4: Maybe it's just a bit slow.\nSpeaker 5: Yep, there it goes.  Okay.  Temporary access pass requests.  So do I just click get started on that?\nSpeaker 4: Uh-huh.  Yes, please.  And then choose your Accenture account with the at Accenture.com account.  Click for a tab.  Once that tab will appear on your screen, kindly make sure that you copy and then paste it somewhere since it will go away after 30 seconds.  Then tell me once you're done on that part.  Thank you.\nSpeaker 5: Okay.  Okay, I have it written down.  And then what did you want me to do?\nSpeaker 4: Your Authenticator app, is it installed already or still?  no?\nSpeaker 5: It probably is by now.  Yep, open it.  Okay.  Add work or school account.\nSpeaker 4: Yes, please.  And then what's next?\nSpeaker 5: App lock enabled.  Put my email in.\nSpeaker 4: And then?\nSpeaker 5: Next.  Enter a temporary access path, OK?  Yes.\nSpeaker 4: Thank you.\nSpeaker 5: I don't even know where this character is.\nSpeaker 4: You can change it if it's a bit difficult for you.\nSpeaker 5: I found it.\nSpeaker 4: Okay, thank you.\nSpeaker 5: Okay, the account has been added.  So now I should be able to go to Outlook and open it with the sign in on the Authenticator app.\nSpeaker 4: Can you please check and let's see if it's now working correctly.  Usually it will allow you to proceed immediately, but let's check for now if it's going to be the same on your phone.  Thank you.\nSpeaker 5: Yep.  Oh, it looks like it got in and it's updating.\nSpeaker 4: That's good.  What about the themes?  It's themes, right?\nSpeaker 5: I went first to Outlook.  Yep, I'm into the themes now.\nSpeaker 4: Your phone is all good right now.  I say just install the apps that you need to install and since MFA is working fine on your phone, I think you will be able to access all the Accenture apps that you need to access.  So regarding this one, ####, I'm going to close the ticket on my end.  After closing this one, we'll receive, thank you so much.  You'll receive email along with a survey on how I assisted you today.  If you have some time, kindly fill this in.  Thank you so much for the patience and happy weekends, ####.  Bye-bye, ####.  Thank you.  Bye.\n</call_transcript>\n<summary>\nAn employee, ######, contacted the IT helpdesk because they were unable to set up Microsoft Word and Teams on their Accenture phone, despite having the phone for weeks. The employee was stuck in a loop between the Authenticator app and Edge, unable to sign in due to password issues and the Authenticator app not sending notifications.\n\nThe IT support agent, ##########, guided the employee through uninstalling and reinstalling the Authenticator app. The agent then sent a link via Teams to a passwordless tool to generate a temporary access pass. The employee used this pass to successfully add their Accenture account to the reinstalled Authenticator app. Finally, the employee was able to access Outlook and Teams on their phone. The agent confirmed that the MFA was working and closed the ticket.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the employee's issue with setting up Microsoft Word and Teams on their phone and the steps taken to resolve it. The information is relevant and sticks to the main topic without unnecessary details. The structure and flow are clear, making it easy to follow the sequence of events. The summary is accurate, capturing the key actions such as uninstalling and reinstalling the Authenticator app, using a temporary access pass, and successfully accessing Outlook and Teams. However, it omits some minor details like the initial high call volume message and the specific instructions given by the agent, which could have provided a more complete picture. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's problem with setting up Microsoft Word and Teams on their Accenture phone and the IT support agent's solution. The summary has a clear structure, starting with the problem, then describing the steps taken to resolve it, and finally confirming the resolution, which makes it coherent and easy to follow.\n\nThe summary is accurate, reflecting the events as they transpired in the call transcript without introducing false or misleading information. It also provides a complete description of the main problem and its resolution, covering the key points from the original call transcript. The only minor detail not covered is the initial automated messages and the mention of performance issues with MyT, but these are not directly relevant to the specific issue being addressed.\n\nGiven these considerations, the summary scores high on all criteria.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (setup issues with Microsoft apps on Accenture phone)\n2. Accurately describes the authentication loop issue between Authenticator and Edge\n3. Correctly outlines the solution process (uninstall/reinstall Authenticator, using passwordless tool)\n4. Includes the successful resolution\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem to solution. It avoids unnecessary details while keeping all relevant information. The language is clear and professional.\n\nMinor improvements could include:\n- Mentioning the initial system announcement about MyT issues (though not directly relevant to this case)\n- Including the verification steps (personnel number, enterprise ID) at the beginning of the call\n\nHowever, these are not critical omissions as they don't affect the core narrative of the support interaction. The summary accurately represents the key aspects of the conversation and its resolution.",
        "claude_score": 9.0
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    "predicted_text": "An Accenture employee, Speaker 4, contacted the CIO Service Desk (Speaker 3) to reset their password after being locked out of their machine due to incorrect PIN entries. Speaker 4 was initially passwordless but had received a temporary password after a previous call. Speaker 3 attempted to verify Speaker 4's identity through a Teams message and by requesting personal information, including their official start date. Speaker 4 struggled to recall their exact start date and requested alternative verification methods or escalation to a supervisor. Speaker 3 explained the need for verification and suggested contacting the People Line or visiting the local office. Finally, Speaker 3 agreed to call Speaker 4 back on the number listed on their account as an alternate verification method.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com/gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options.  for Enterprise Pass...\nSpeaker 1: If you are unable to log into your PC due to an error, the login screen in your account has been disabled.  Press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 2.  If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.\nSpeaker 3: If you have forgotten your password, Hi, this is ###### from CIO Service Desk.  Can you provide your personal number, please?\nSpeaker 4: Sure.  It's ###########.\nSpeaker 3: Hold on a second.  That's ###########?  It's #####################.  And your enterprise ID, please?\nSpeaker 4: ###, ##### ####, #####, #############.\nSpeaker 3: Thank you.  And your enterprise ID?\nSpeaker 4: That was my enterprise ID.\nSpeaker 3: Oh, sorry, sorry.  The best callback number.  Sorry, the phone number or callback number. \nSpeaker 4: ###########.  Thank you so much.\nSpeaker 3: #####, how can I help you today?\nSpeaker 4: Okay, I just called in to get a temporary password and now I'm calling to have my password reset.  Oh, I see.  Because I'm locked out of my machine.\nSpeaker 3: I understand.  I apologize for the inconvenience and I'll be more than happy to assist you with regards to this concern.  So, ###, you mentioned you were locked out.  out on your laptop, correct?  May I know the exact error message that you're getting?\nSpeaker 4: Error message?  Yeah, it's... Okay, so my PIN was entered incorrectly, so I was locked out.  Since I was passwordless, I called in to have my password reset.  I got a temporary password, now I need my password reset.  Let's see.\nSpeaker 3: Have you already tried resetting your own password from MyID website?\nSpeaker 4: No, I'm locked out, remember?  I'm locked out of my machine.\nSpeaker 3: You can able to do it using your mobile phone, phone's browser.  MyID.accenture.com is a public website.\nSpeaker 4: Okay, let me check that.\nSpeaker 3: Password reset.  Rec Center employee.\nSpeaker 4: Okay, so now I'm there.  Which option should I pick?  Password registration, password reset, password change?\nSpeaker 3: Password reset or unlock.\nSpeaker 4: Okay.  I already tried this earlier.  It didn't work because it doesn't let me in.  I already tried this earlier with the person on the call before.  and they asked me to call in and have my password reset.\nSpeaker 3: What was the error message when you've tried to reset your password from this website?\nSpeaker 4: Can I give you the enterprise ID of the person who just helped me?  so maybe you can look up that ticket?\nSpeaker 3: Yeah, sure.\nSpeaker 4: Can you ping me on Teams?\nSpeaker 3: Hold on a second.\nSpeaker 4: Okay.\nSpeaker 3: Let me just review.  Okay, you have no phone sign in enabled.  That is why you can't able to go through the password reset.  Is it better to enable password?  Okay, so your authenticator is not fully set up.  That is why you can't able to... Okay, hold on.  Let me now ping you on Teams.  What will happen is we will be doing a verification.  So once you pass the verification process, then we can able to proceed with resetting your password, okay?  Hold on here.  Let me ping you now on Teams.  Kindly answer this question provided part of the verification.\nSpeaker 4: What do you need for that?  Yes.\nSpeaker 3: Have you received my message?  Please answer the question.  provided on Teams, then that would be part of the verification.\nSpeaker 4: Okay.  Let me see what you're asking there.  Can you please confirm the reason why you're calling Service Desk?  Okay.  I do have my password reset to access my machine.  There you go.\nSpeaker 3: Thank you.  And for your security purposes, over the phone, can you provide again your personal number?\nSpeaker 4: Sure.  ###########.\nSpeaker 3: Your office location?\nSpeaker 4: #############, ##########.\nSpeaker 3: And your official start date is?\nSpeaker 4: Official start date, #####  ####\nSpeaker 3: Sorry, can you provide again the official start date?\nSpeaker 4: #### ####.\nSpeaker 3: Okay, hold on a second.  Let me check the details.  One second.  The information is still loading.  We'll be needing the correct official start date.  Even the month and year.\nSpeaker 4: Is there another verification question you can ask me?  Because it's been a while since I'm with Accenture.  So I may or may not remember the exact start date.  Because I can't get into the portal, so I can't check that either.  So can you verify using something else?  I just got through verification with CIO for the first step.\nSpeaker 3: Because that would be the last information I'll be needing.\nSpeaker 4: Okay.  Can you transfer me to maybe the next level of support?\nSpeaker 3: It would be the same information.  They'll be asking you for verification.  If you don't want to pass through the verification on our end, you can go directly to the local office, present your ID so that they get able to present your password.  Okay.\nSpeaker 4: So I'm pretty sure.  Okay.  I'm pretty sure that that's my start date.  Can you, like, can you help me understand what is not correct?  Is it the month?  Is it the year?  What is not correct?\nSpeaker 3: So, apparently, as per security purposes, we cannot able to provide information from our end.  That is why we're doing verification.\nSpeaker 4: Do you have a shift supervisor that you can transfer me to?\nSpeaker 3: Yes, definitely.  I can able to transfer you over to the people line.  Inform them that you will be needing the official start date once you already have the official start date.\nSpeaker 4: No, not the people line.  Sorry, not the people line.  Do you have a CIO supervisor on shift?\nSpeaker 3: It would be the same information they'll be getting from you.  If you will not pass the verification, then you are not able to reset your password, apparently.\nSpeaker 4: Right, but there's another way to do it, right?  If I have a supervisor or a lead at Accenture, we could call them for a verification?\nSpeaker 3: As I mentioned, if you don't have that particular information, the only option that you can do is go to the local office or contact PeopleLine to get that information at hand.\nSpeaker 4: Okay, can you hold just a moment?  I'm going to text HR on Teams chat and see if I can get my start year.  Okay, and can you do a verification call?  Is there an alternate way to verify?  Because typically CIO is also able to call me to verify.  Are you able to do that?  Can you call me back on this phone number?\nSpeaker 3: Yes, that's correct.  Can you provide again the number listed on your account, please?\nSpeaker 4: Yes, ############.  So that's an alternate way to verify me, correct?\nSpeaker 3: Yes, that's correct.\nSpeaker 4: Okay, so let's try that because that should give you what you need.\nSpeaker 3: Okay, I'll be calling you back after 1 to 2 minutes.  Yes.  Okay.\nSpeaker 4: Okay.  Thank you.\n</call_transcript>\n<summary>\nAn Accenture employee, Speaker 4, contacted the CIO Service Desk (Speaker 3) to reset their password after being locked out of their machine due to incorrect PIN entries. Speaker 4 was initially passwordless but had received a temporary password after a previous call. Speaker 3 attempted to verify Speaker 4's identity through a Teams message and by requesting personal information, including their official start date. Speaker 4 struggled to recall their exact start date and requested alternative verification methods or escalation to a supervisor. Speaker 3 explained the need for verification and suggested contacting the People Line or visiting the local office. Finally, Speaker 3 agreed to call Speaker 4 back on the number listed on their account as an alternate verification method.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the issue of being locked out due to incorrect PIN entries, the need for a password reset, and the verification process. It is relevant to the main topic and maintains coherence with a clear structure and flow. The information is accurate, reflecting the key interactions and steps taken during the call. However, it misses some details, such as the initial steps Speaker 3 took to assist Speaker 4, the specific error messages mentioned, and the repeated attempts to reset the password. These omissions slightly affect the completeness of the summary.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the password reset and verification process. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly captures the key events and conversations from the call transcript. However, it does not mention the initial automated messages and the employee's attempt to reset their password through the MyID website, which could be considered minor omissions.\n\nRegarding completeness, the summary fairly describes the main problems and resolutions, including the employee's struggles with verification and the alternative method agreed upon. Overall, the summary is well-written and effectively conveys the essential information from the call transcript.\n\nConsidering these factors, I would score the summary highly, with a slight deduction for the minor omissions.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately describes the initial problem (locked out due to PIN entries)\n2. Mentions the context of previous call and temporary password\n3. Details the verification attempts and challenges\n4. Includes the final proposed solution (callback verification)\n\nThe summary is concise while maintaining essential details, and follows a logical flow from problem to attempted solutions. It's coherent and easy to follow, accurately representing the conversation's progression. The information is factually correct and doesn't contain misrepresentations.\n\nHowever, there are minor areas for improvement:\n- Could have mentioned that the inability to use MyID website was due to authenticator not being fully set up\n- Could have included that Speaker 4 had already gone through verification in a previous call\n- The resolution isn't clearly stated as the transcript ends before the callback verification\n\nDespite these minor omissions, the summary effectively captures the essence of the interaction and maintains good balance between brevity and detail.",
        "claude_score": 8.0
      }
    }
  },
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    "instance_id": "01d4972a-6295-4106-9e47-8787ff8dd3fd",
    "train_trial_index": 0,
    "predicted_text": "An employee called the IT helpdesk because they were unable to access their account after obtaining a password on Thursday. The employee provided their employee ID and full name to the helpdesk agent. The error message indicated that access was blocked due to insufficient information. The employee confirmed they were trying to access their account, including Workday, Teams, and email, from their personal laptop. The agent explained that Accenture policy prohibits accessing Accenture accounts from personal devices. The agent advised the employee that they will need to wait until they receive their Accenture laptop to access their account and to check with their manager. The employee thanked the agent and ended the call.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: Para soporte de acceso y contrase\u00f1a, presione cero.\nSpeaker 2: Para soporte de aplicaciones, technology.\nSpeaker 3: Para verificar si tu cuenta fue migrada a passwordless, por favor ingresa a https://go.passwordless.com/.go.  passwordless.  Si eres passwordless, presiona uno para hablar con un agente o utiliza las opciones de autoayuda del sitio.\nSpeaker 4: Si no eres passwordless a\u00fan, Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find solutions to many issues and other ways to contact us on techsupport.accenture.com.\nSpeaker 2: Hello?  Sorry, we couldn't speak Spanish.  Do you speak English?\nSpeaker 1: Just a moment, please.\nSpeaker 2: Okay.\nSpeaker 1: Hello?  Hello?\nSpeaker 2: Yes.\nSpeaker 1: Okay, I'm calling you because on Thursday, I obtained my password by speaking with your partner but now I'm trying to access to my account and I don't have permission so I would like to know what I have to do.\nSpeaker 2: OK, can you please tell me your employee number?\nSpeaker 1: OK, a moment, please.\nSpeaker 2: If you know your incident number, you can tell me that incident number also.\nSpeaker 1: Yeah, I'm looking for it.  OK.  One.\nSpeaker 2: This is your employee ID?\nSpeaker 1: Yes, yes, this is my employee ID.\nSpeaker 2: OK, ###.\nSpeaker 1: ##########.  OK.\nSpeaker 2: OK, just allow me one minute.  Let me check your details.  All right.  All right, could you please tell me your complete name?\nSpeaker 1: ####################.\nSpeaker 2: Okay, all right.  Right, #####, I got your details.  Let me check.  Okay, so you told me that on Thursday you got your password.\nSpeaker 1: Yes, on Thursday I got my password, and I tried to access my account, but I'm not allowed.  If you want, I can tell you what message I received.\nSpeaker 2: Yeah, tell me what message.  OK.\nSpeaker 1: OK, a moment, please.  OK, it's in Spanish, but it doesn't matter.  Oh, a moment.  OK, it said that my access is blocked.  Nowadays, it is not possible to obtain information, and the organization needs this information to get to your account.\nSpeaker 2: Okay, all right.  All right, #####, I got your issue.  I really apologize for the inconvenience, so just allow me one minute.  Let me check your details, okay?\nSpeaker 1: Okay, thank you.\nSpeaker 2: Thank you.  OK.  #####, just allow me one minute.  I'm still checking your details, OK?  Just one minute.\nSpeaker 1: OK.  No worry.\nSpeaker 2: ##### you are getting the error like your sign-in was successful but does not meet the criteria just like this.\nSpeaker 1: could you repeat please?\nSpeaker 2: your sign-in was successful but doesn't meet the criteria.\nSpeaker 1: so what I have to do?\nSpeaker 2: So you're getting this?\nSpeaker 1: Yes.  It said that the program doesn't have enough information, so it doesn't allow me to get into my account.  It is what the message says.\nSpeaker 2: Okay, so ##### you are trying to log in into your laptop or you are trying to log in to your Teams or email?\nSpeaker 1: I I have.  I have tried both but With my laptop with my mobile phone By with the app with the app workday, but It doesn't allow me in anyways.\nSpeaker 2: Okay, okay.  So are you able to log in into your laptop?\nSpeaker 1: No.\nSpeaker 2: Okay, okay.  Accenture laptop or it's a non Accenture laptop?\nSpeaker 1: No, it's my personal laptop because I haven't received nothing.  yet so i i'm working with my laptop and it doesn't allow me.\nSpeaker 2: okay so if you're not using your Accenture laptop so you are not able to use your teams and email on your personal laptop because as for the Accenture policy you are not allowed to use your Accenture accounts.\nSpeaker 1: Okay, so until I don't have my Accenture laptop, I'm not able to use this email, no?\nSpeaker 2: Yes, yes.  So have you checked with your manager?  So you will reveal...\nSpeaker 1: Okay, so... Okay, I'll try it when I get my laptop.  So, thank you.\n</call_transcript>\n<summary>\nAn employee called the IT helpdesk because they were unable to access their account after obtaining a password on Thursday. The employee provided their employee ID and full name to the helpdesk agent. The error message indicated that access was blocked due to insufficient information. The employee confirmed they were trying to access their account, including Workday, Teams, and email, from their personal laptop. The agent explained that Accenture policy prohibits accessing Accenture accounts from personal devices. The agent advised the employee that they will need to wait until they receive their Accenture laptop to access their account and to check with their manager. The employee thanked the agent and ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue with account access, the error message, and the resolution provided by the agent. It is relevant, focusing on the main topic of the call. The structure and flow are coherent, making it easy to understand. The information is accurate, reflecting the details from the transcript without any false or misleading information. However, the summary could be slightly more complete by mentioning the initial language barrier and the specific error message about the sign-in criteria. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with accessing their account and the resolution provided by the helpdesk agent. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the employee's issue, the error message, and the agent's explanation of Accenture's policy. The summary also accurately conveys the resolution, which is that the employee needs to wait until they receive their Accenture laptop to access their account.\n\nThe summary is complete, covering the main problems and resolutions discussed in the call transcript. However, it does not include some minor details, such as the employee's attempt to access their account through different means (e.g., mobile phone, Workday app). Nevertheless, these details are not crucial to understanding the main issue and resolution.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Clearly states the initial problem (access issues after password reset)\n2. Includes the verification process (employee ID and name)\n3. Accurately describes the error message about blocked access\n4. Correctly identifies the core issue (attempting to access from personal device)\n5. Accurately presents the resolution (must wait for Accenture laptop)\n\nThe summary is concise yet comprehensive, maintaining a logical flow from problem identification to resolution. It's factually accurate and doesn't include any misleading information. The language is clear and professional.\n\nMinor improvement could be mentioning that the call began with a language barrier (Spanish to English transition), as this contextual detail might be relevant for service improvement. However, this omission doesn't significantly impact the summary's effectiveness.\n\nThe summary successfully balances brevity with completeness while maintaining coherence and relevance throughout.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "fcb6daed-5ed9-4664-b7ef-171367be758a",
    "train_trial_index": 0,
    "predicted_text": "An employee, ####, contacted the IT helpdesk because they were locked out of their Accenture system for 24 hours following a name and enterprise ID change. This was their eighth call regarding the issue. They needed a temporary password to enable phone sign-in on the Microsoft Authenticator app.\n\nThe helpdesk agent, #########, verified ####'s identity and generated a temporary access pass after placing #### on hold multiple times. #### was able to successfully register the Authenticator app using the temporary password. The agent confirmed the phone sign-in was enabled and advised #### that it may take up to 30 minutes for the changes to replicate across all devices, but access should be immediate on their phone. The agent closed the ticket and informed #### they may receive a feedback email.\n",
    "base64_images": [],
    "stats": {
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, surface...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, Press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  Please enter your 8-digit personnel number so we can locate your...\nSpeaker 3: Hi.\nSpeaker 4: We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer.\nSpeaker 3: Hello, this is ######## from CIO.  Can I have your employee number?  Hi, it's #########.  Okay, #########.  Yes.  Thank you.  And could you also confirm your Accenture email?  ##############################.  Thank you.  And could you please provide me your callback number?  ############.  All right, let me just pull up your account.  One moment, please.  And while I'm pulling up your account here, ####, how can I help you?\nSpeaker 5: It's been 24 hours since I've been locked out of my system.  This is about the eighth phone call I'm giving to support.  I can give you my incident number if you want.  The issue is that I had a name change, enterprise ID change.  I was locked out of the system.  They told me to call back in half an hour so that I can get a temporary password and I can go in and enable my phone sign-in on Authenticator.\nSpeaker 3: All right.  Just to confirm, ####, that you got a name change and right now you're still not able to access with your application.  Is that correct?\nSpeaker 5: Yes.\nSpeaker 3: Uh-huh.\nSpeaker 5: So I need a temporary password so I can enable my phone sign-in on my Microsoft Authenticator.\nSpeaker 3: Okay, all right.  I completely understand the trend, but no worries, I can definitely help you with that one.  And could you please provide me the audit number?  Yeah, it is ########.  Okay, thank you so much.  All right, let me just check here one second.  Well, I'm checking your account, and I'm going to find a friend if I place a call now for just one minute or two, and I'll be back in at least the end of the line.\nSpeaker 5: Okay.\nSpeaker 3: All right.  Thank you.  Hello, ####.  Thank you so much for patiently waiting for the line.  Could you please provide me your manager's name?\nSpeaker 5: ############.\nSpeaker 3: Okay.  And could you also confirm me again your employee ID number?  #########.  Okay, since you've passed the verification process, I'll go ahead now and try to generate a temporary access pass here, okay, so that we can enable the phone sign-in.  And while I'm generating the pass, notify if I place a call for two minutes, and I'll be back at the end of the line.  Thank you.  Hi, ####.  Thank you.  Thank you so much for patiently waiting in the line.  I'm still generating the pass here.  And may I get a room, ####, if we're able to access your Accenture laptop with you?\nSpeaker 5: Yeah.\nSpeaker 3: Yeah.  I can access it because my laptop is in front of my laptop, yes.  And I have all my client email and my Slack with the client and Zoom is working, but none of my Accenture stuff is working.  And could you please confirm if your Accenture site or Accenture application working or not also?  No, none of them are working.  Not on my laptop, not on the computer, not on the iPad, not on my iPhone, none of it.  I have a Mac too.  None of them are working.  Okay.  Okay, one second.  I'm still generating, okay?  It's the pass here.  So I'll be placing the call, hold for two minutes and I'll be back and you stay on the line.  Yep, yep.  Okay, thank you.  Hello, ####.  Thank you so much for patiently waiting the line.  So I have here your temporary access pass.  So can you tell me once you're ready, okay?  Yes.\nSpeaker 5: One second.  Okay.  What is it?\nSpeaker 3: All right.  The first one is lowercase r for Romeo.  Upper case Z for zebra.  Equal sign.\nSpeaker 5: Ampersand sign.  What?\nSpeaker 3: The ampersand.  What?  No, I don't get it.  The equal sign.  and then what?  Ampersand.  If you can see your number seven in your keyboard, There's a symbol there and that is the ampersand.  Like the N sign, correct.  And then lowercase e for echo.  And then the dollar sign.  Uppercase F for frank.  And then uppercase W for a whiskey.  That's it.  Can we try to sign in?\nSpeaker 5: Okay.\nSpeaker 3: Correct.\nSpeaker 5: Okay.  I think it might be working.\nSpeaker 3: Okay.\nSpeaker 5: Yes.  Okay.  It says register.  So do I click on register?  Yeah.\nSpeaker 3: Register.  It's loading.  All right.  Yes, it will load for a while.  Once it's already successfully done, ####, you're open back, or the screen will now tend to the home screen of your Authenticator app.\nSpeaker 5: Yeah, it's on the home screen now.\nSpeaker 3: OK, let me just check here in my end, OK, to verify if you're all set.  One moment.  Yep.  All right.  OK, you're already enabling the phones in here in my end.  I can also see that one.  And ####, try to open it.  access any Accenture sites from your laptop.  There will be sometimes a replication time because you just enable the phone sign-in.  You just have to wait for a maximum of 30 minutes to access any Accenture sites in your laptop.  But if you want to try to access an application in your phone, you may try to access now directly.  However, in the laptop, there will be a replication time for that.  All right.  I think we're all set now, ####, because you're already successfully enabling.  The phone, sign in, and I'll be tagging a ticket.  As a result, you may also receive an email.  If you're tagged, you may leave some feedback.  Thank you so much, ##an, and have a great day.  Thank you so much.  Bye.  Bye for now.\n</call_transcript>\n<summary>\nAn employee, ####, contacted the IT helpdesk because they were locked out of their Accenture system for 24 hours following a name and enterprise ID change. This was their eighth call regarding the issue. They needed a temporary password to enable phone sign-in on the Microsoft Authenticator app.\n\nThe helpdesk agent, #########, verified ####'s identity and generated a temporary access pass after placing #### on hold multiple times. #### was able to successfully register the Authenticator app using the temporary password. The agent confirmed the phone sign-in was enabled and advised #### that it may take up to 30 minutes for the changes to replicate across all devices, but access should be immediate on their phone. The agent closed the ticket and informed #### they may receive a feedback email.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the employee's issue, the helpdesk agent's actions, and the resolution. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are clear, making it easy to follow. The information is accurate, reflecting the details from the transcript correctly. However, it misses some minor details, such as the specific difficulties the employee faced with different devices and the exact process of generating the temporary password. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with being locked out of their Accenture system and the resolution provided by the helpdesk agent. The summary has a clear structure, making it easy to understand and follow, which indicates good coherence. \n\nIn terms of accuracy, the summary correctly reflects the information provided in the call transcript, including the reason for the call, the actions taken by the helpdesk agent, and the resolution. The summary also provides a fair description of the main problem and its resolution, indicating completeness.\n\nHowever, the summary could be improved slightly by including more specific details about the initial problem, such as the exact error message (\"gone fishing page\") mentioned in the call transcript, but this is a minor point and does not detract significantly from the overall quality of the summary.\n\nOverall, the summary effectively conveys the necessary information in a clear and concise manner, making it a high-quality summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the initial problem (system lockout after name/ID change)\n2. Mentions the context (8th call, 24-hour lockout)\n3. Accurately describes the solution process (identity verification, temporary password generation)\n4. Includes the outcome (successful registration)\n5. Notes important follow-up information (30-minute replication time)\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details. It follows a logical structure: problem \u2192 verification \u2192 solution \u2192 outcome \u2192 next steps. All stated facts align with the transcript, and no misleading information is present.\n\nMinor improvement could be made by mentioning that the user still had access to client-related tools (Slack, Zoom) while Accenture systems were inaccessible, as this provides important context about the scope of the issue. However, this is a relatively minor omission that doesn't significantly impact the summary's quality.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee (Speaker 5) contacted the IT helpdesk (Speaker 4) because they received a Microsoft notification stating their Microsoft 365 license would soon be deactivated, despite their Accenture accounts being recently reactivated after a tech shutdown. The IT agent apologized and initiated a remote session via 123rescue.com to view the error. The agent determined the employee needed to reinstate their Microsoft 365 license and guided them to a form requiring their manager's approval and WBS code. Once approved, the license would be renewed within 24 hours. The agent marked the ticket as resolved and mentioned a survey would be sent.\n",
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        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For MyLearning Support, press 3.  For AEH Applications such as Arc, MyWizard SI, MyWizard Governance, Mike and Cherto, press 4.  You can also resolve many issues online via techsupport.accenture.com.  For technology and business application support, press 1.  For mobile communication support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details if you are a contractor or do not.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 4: Thank you for calling CIO.  This is #########.  Can I have your personal number, please?  ########.  That's ########?  Correct.  Thank you.  How about your enterprise ID?  And can I ask what are your mask callback numbers?  ############.  That's ############.\nSpeaker 5: Yes.\nSpeaker 4: Yeah, thank you so much.  And how can I help you today?\nSpeaker 5: Hi, so recently I had a tech shutdown where I got deactivated from all my Accenture accounts, but that is back up and running, which is good.  However, I got a notification yesterday from like just a pop-up from Microsoft saying that your Microsoft 365 license will be deactivated soon.  and it's my Accenture email, and then it says, on Saturday, October 26th, most features of Outlook will be disabled.  Ask your admin to reactivate your license.\nSpeaker 4: Oh, okay.  Yeah, for this one, #####, first of all, I really do apologize for the inconvenience this has caused you, since you actually received a pop-up notification from Microsoft that your license will be deactivated.  But yeah, for this one, do not worry.  I'll be more than happy to help you out and fix this problem for you.  Okay?\nSpeaker 5: Awesome.  Thank you.\nSpeaker 4: You're welcome.  So for now #####, I will need to check your machine.  May I ask if you're available for a remote session?\nSpeaker 5: Yes.\nSpeaker 4: Oh yeah.  Can you please open your browser then go to 123rescue.com?\nSpeaker 5: 123rescue.com.  Got it.  And I am asked for a PIN code?\nSpeaker 4: Yeah, I'm generating the six-digit PIN.  One moment.\nSpeaker 5: No worries.\nSpeaker 4: Yeah, the code will be 326916.\nSpeaker 5: Got it.  So then, should I download?\nSpeaker 4: After you enter the PIN, and click start download.  So there will be an application that will be downloaded.\nSpeaker 5: Yes, I am opening the file now.  Okay.  So I got the little pop-up and it says waiting for technician connecting.  Connected.\nSpeaker 4: Yeah.  I'm trying to connect on your machine right now.  Bear with me.\nSpeaker 5: Great.\nSpeaker 4: Yeah, can you please press OK there?\nSpeaker 5: Yes.\nSpeaker 4: Oh, yeah, so I can actually see your screen.  Oh, is this the error?\nSpeaker 5: Okay, great.  Yes.\nSpeaker 1: Yes.\nSpeaker 5: Can you see this screenshot?\nSpeaker 4: Oh, yeah.  No worries.  I can actually see both of your monitors, and I can actually see the screenshot.\nSpeaker 5: Okay, great.\nSpeaker 4: So, for now, #####, I'll just need to check some information on your account here.  So, #####, can I just place you on hold for just a minute or two?\nSpeaker 5: Yep, no worries.\nSpeaker 4: Thank you and please stay on the line.\nSpeaker 5: Got it.\nSpeaker 4: Hello, #####.  Thank you very much for patiently waiting on the line.  Hello?  Mm-hmm.  Can you hear me?\nSpeaker 5: Yes.\nSpeaker 4: Let me just check.  Yeah, so in regards with this one, actually, #####, this error that you received regarding with the Microsoft 365. This is actually because you will actually need to reinstate your license for a Microsoft 365 app.  So right now, I'm moving.  I'm trying to get the link so that we can request.  One moment.  Oh, yeah.  So for this one, just fill up this information because we will actually need the request for an Office 365 license for your account.  So what you have to do.  Go ahead.  I'm sorry.\nSpeaker 5: Who do I put for approver?\nSpeaker 4: Let me check.  Oh, yeah.  It will be your lead.\nSpeaker 5: My people lead?\nSpeaker 4: Yep.  Or your manager.\nSpeaker 5: Or my manager.  Okay.  Okay.  Charge code what charge code do I put it on here?\nSpeaker 4: Um, it will be your WBS.\nSpeaker 5: Okay, oh Actually, I'm gonna do.  then my a is.  can I do my HR partner?\nSpeaker 4: Oh, yes.\nSpeaker 5: Okay Okay, it seems like no HR partners pop up.  Okay.  Business units.  Select profile.\nSpeaker 4: Is it this one?  Yep.\nSpeaker 5: What should I put for business justification?\nSpeaker 4: You can just put that you wanted to renew your Microsoft 365 license.  then you can actually just submit.\nSpeaker 5: Okay, so then will an email go to my manager here?\nSpeaker 4: Oh, yep.  And then once it's approved, you will...\nSpeaker 5: I'm sorry, go ahead.  Does she just have to click a button to say approve?\nSpeaker 4: Oh, yep.\nSpeaker 1: Okay.\nSpeaker 5: Great.\nSpeaker 4: And then once it's approved, you will also receive an email for that.  And after 24 hours, replication time, so yeah, that pop-up error will no longer pop up.\nSpeaker 5: Okay, great.\nSpeaker 4: Sounds good.  Yeah, for this one, since this is actually, this is only about the license of your Microsoft 365 app and you have already renewed, So I'll be tagging the ticket now as resolved, and upon resolving the ticket, you will receive an email regarding with a survey, and your response is highly appreciated.\nSpeaker 5: Sounds good.\nSpeaker 4: And thank you very much, #oven, for contacting CIO, and you do have a nice day.\nSpeaker 5: Thank you, you too.\nSpeaker 4: You're welcome.  Goodbye.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) contacted the IT helpdesk (Speaker 4) because they received a Microsoft notification stating their Microsoft 365 license would soon be deactivated, despite their Accenture accounts being recently reactivated after a tech shutdown. The IT agent apologized and initiated a remote session via 123rescue.com to view the error. The agent determined the employee needed to reinstate their Microsoft 365 license and guided them to a form requiring their manager's approval and WBS code. Once approved, the license would be renewed within 24 hours. The agent marked the ticket as resolved and mentioned a survey would be sent.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the Microsoft 365 license, the remote session, and the steps taken to resolve the problem. It is relevant, focusing on the key aspects of the call without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the actual conversation between the employee and the IT agent. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific error message (\"gone fishing page\") that was part of the broader context. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's Microsoft 365 license issue and the IT agent's assistance. The structure is coherent, making it easy to follow the sequence of events and understand the resolution. The summary is accurate, reflecting the information provided in the call transcript without introducing false or misleading details. It also provides a fair description of the main problem and its resolution, covering the key points discussed during the call. However, some minor details, such as the initial automated messages and the mention of high call volume, are omitted, but these do not impact the overall understanding of the issue and its resolution.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly states the main issue (Microsoft 365 license deactivation warning)\n2. Provides context (recent tech shutdown and reactivation)\n3. Describes the troubleshooting process (remote session)\n4. Explains the solution (license reinstatement form requiring manager approval)\n5. Mentions the resolution timeline (24 hours)\n\nThe summary is concise yet comprehensive, maintaining a logical flow of events. It accurately represents the conversation without including unnecessary details like specific PIN numbers or technical steps. The language is clear and professional.\n\nMinor details that could have been included but don't significantly impact the summary's quality: the specific website used for license renewal and the mention of WBS code requirement. The summary successfully balances brevity with informativeness, making it highly effective for documentation purposes.",
        "claude_score": 9.0
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    "predicted_text": "An Accenture employee (ID ##### ###, email ##########@accenture.com, callback ############) called the IT helpdesk seeking assistance with ServiceNow. The employee had two questions, the first being how to create a new group in ServiceNow. The helpdesk agent initially confirmed the issue and requested the ServiceNow link, offering to assist. However, the agent then realized the employee had contacted the Accenture CIO helpdesk instead of the client's helpdesk. The agent apologized, stated they would create a ticket noting the call was resolved, and ended the call.\n",
    "base64_images": [],
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, for Technology and Business Application Support, press 1.\nSpeaker 2: For Mobile Communication, please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.  If you would prefer not to wait, you can find...\nSpeaker 4: Hello, thank you for calling Service Desk.  This is ####.  Can I have the employee ID number, please?\nSpeaker 5: So, it's # as in #####, ########.  I think that's right.\nSpeaker 4: Thank you so much for that.  So, may I confirm?  It's #####.  ###, is that right?  That's correct.  Thank you so much for confirming.  And also, can you please provide to me your Accenture email address?\nSpeaker 5: ########## at Accenture dot com.\nSpeaker 4: Thank you.  And may I ask also for your callback number?  ############.  Perfect.  Thank you so much.  So, it's #####.  How can I assist you today?  I'm calling about ServiceNow.\nSpeaker 5: Are you familiar with, am I calling the right number for ServiceNow to get some help with ServiceNow?\nSpeaker 4: Yes, definitely.  We can try and check our phone here in our end.\nSpeaker 5: Okay.  I have two questions.  I need to create a new group of ServiceNow, and I want to know how do I create a new group?\nSpeaker 4: I see.  So are you going to apologize as well for the inconvenience it cost you, #####?  But no worries, since you got me on the phone, I'll try my best to assist you on this, okay?  Mm-hmm.  So just to make sure first that I have your concern right, you're calling in since you need assistance on creating a new group on the service now, is that right?\nSpeaker 5: Yes, that's one of the questions.\nSpeaker 4: I see.  So for this, can you please share me the link for the service now so that I can check as well?\nSpeaker 5: OK.  Happy to now share it to you.\nSpeaker 4: I will ping you right now on Teams.  Just a moment.  OK.  I have pinged you right now on Teams.  Can you please check?\nSpeaker 5: Are you paying me on the extension side?  Okay.\nSpeaker 4: And let me, let me check on this one side just a moment.  And just to make sure, is this a, like, just to make sure, is this, like, a client website?  For ######, right?  Am I not calling ######?  I'm sorry.  This is the Accenture CIO.\nSpeaker 5: All right.  Thank you.\nSpeaker 4: You're welcome.  So I will still create here a ticket and I will tag that as we solve the key.\nSpeaker 5: Thank you.\nSpeaker 4: You're welcome.  Bye bye for now.\n</call_transcript>\n<summary>\nAn Accenture employee (ID ##### ###, email ##########@accenture.com, callback ############) called the IT helpdesk seeking assistance with ServiceNow. The employee had two questions, the first being how to create a new group in ServiceNow. The helpdesk agent initially confirmed the issue and requested the ServiceNow link, offering to assist. However, the agent then realized the employee had contacted the Accenture CIO helpdesk instead of the client's helpdesk. The agent apologized, stated they would create a ticket noting the call was resolved, and ended the call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call. It captures the key details such as the employee's ID, email, and callback number, and the main issue regarding ServiceNow. The summary is relevant, focusing on the main topic of the call. It is coherent, with a clear structure and flow of ideas, making it easy to understand. The information is accurate, reflecting the details from the transcript without any false or misleading information. However, the summary misses some minor details, such as the initial confusion about the correct helpdesk and the agent's request for the ServiceNow link. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with ServiceNow and the helpdesk agent's response. The summary has a clear structure, making it easy to understand and follow, thus achieving coherence. \n\nIn terms of accuracy, the summary correctly identifies the employee's question about creating a new group in ServiceNow and the agent's realization that the employee had contacted the wrong helpdesk. However, the summary mentions that the employee had two questions, but only one is addressed. This omission slightly affects the completeness of the summary.\n\nDespite this minor issue, the summary overall does a good job of capturing the essence of the call transcript, including the main problem and its resolution.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately records caller details (ID, email, callback number)\n2. Identifies the main purpose (ServiceNow assistance)\n3. Notes the specific request (creating a new group)\n4. Captures the resolution (wrong helpdesk contacted)\n5. Includes the final outcome (ticket creation)\n\nThe summary is concise while maintaining essential information, has good flow, and is easy to follow. However, it has two minor shortcomings:\n1. Mentions \"two questions\" but only specifies one\n2. Doesn't mention the initial automated message about system performance issues with \"my key\"\n\nThe summary is otherwise accurate and presents the interaction in a logical sequence. The information included is relevant to understanding the call's purpose and outcome. The resolution is clearly stated, making it clear why the call ended as it did.",
        "claude_score": 9.0
      }
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    "predicted_text": "An employee, #######, contacted the IT helpdesk seeking to enable recording for their Microsoft Teams meetings. The helpdesk agent, after confirming the employee's identity and contact information, explained that the employee needed to submit a request via a specific link sent through Teams. The agent clarified that after the request is approved, it would take 24 hours for the recording feature to be enabled. The employee confirmed understanding and thanked the agent. The agent then informed the employee that the ticket would be closed and a survey would be sent.\n",
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      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other video conferencing technologies, press 2.  For MyLearning Support, press 3.  For AEH applications such as Arc, MyWizard SI, MyWizard Governance.\nSpeaker 2: For Technology and Business Application Support, press 1.  For mobile communication support, press 2.\nSpeaker 3: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 4: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 3: All agents are currently assisting other callers.  Please continue to hold if you would prefer.\nSpeaker 5: I think if you're calling CIO, this is ####.  Please provide your employee number.\nSpeaker 6: Hello?\nSpeaker 5: Yeah, can you please provide your employee number?  ########.  Hold on.  Let me just check again.  To confirm, that is ########.  Is that correct?\nSpeaker 6: Can you, like, your voice is a little muffled.  Can you repeat that?\nSpeaker 5: Sorry.  To clarify your employee number is ########.  Is that correct?\nSpeaker 6: Yeah.\nSpeaker 5: Okay.  No information appear here.  Again, To confirm, that is ########.\nSpeaker 6: I mean, that should be it.  Is it saying that it's not coming up?  It's been a while since I used my employee number.\nSpeaker 5: Okay.  ########.  Okay.  Can you please just spell to me your accentual email?\nSpeaker 6: Yeah.  #######, ############# dot.  ########################.  It's #############################.\nSpeaker 5: #######, ############# dot ####.\nSpeaker 6: Okay, I'll go with that.\nSpeaker 5: What is your callback number, #######?  ############.  To confirm, your callback number is ############, right?\nSpeaker 6: Yeah, that's correct.\nSpeaker 5: Thank you.  How can I assist you today, #######?  Do you have an appointment number?\nSpeaker 6: Yeah, I'm not sure if this was the right extension, but we require recording on our Microsoft Teams.  But I know that there are a lot of limitations to it, but I just wanted to double check to see if I can get recording permissions on my Microsoft Teams on the schedules or meetings that I create.\nSpeaker 5: Okay, I apologize first for the inconvenience and will do my best to help and we'll find out the right solution, okay?  So just to clarify, you're asking if you can request...\nSpeaker 6: Sorry, you disconnected for a bit.  Can you repeat that?\nSpeaker 5: Oh, I'm so sorry.  As I mentioned, you are asking how you have access to Teams recording, right?\nSpeaker 6: To record, to record the meetings.\nSpeaker 5: Oh, okay.\nSpeaker 1: That's not an ideal.\nSpeaker 5: Okay.\nSpeaker 6: Sorry.  It's really hard to understand you.\nSpeaker 5: I'm so sorry for the bad connection.  And as I mentioned, I will ping you on Teams.\nSpeaker 6: Oh, you're going to ping me on Teams.  OK.\nSpeaker 5: Yeah.\nSpeaker 6: OK.\nSpeaker 5: And then I will send you the link how to request a Teams recording.\nSpeaker 6: All right.\nSpeaker 5: OK, one moment.  Yeah, the one is Microsoft Teams recording service and the other one is Microsoft Teams recording enablement.\nSpeaker 6: Oh yes, yes, recording yes.\nSpeaker 5: Sorry, I'll kindly access that link and then fill out.\nSpeaker 6: Sorry, I received you #######.\nSpeaker 5: Yeah, that is correct.\nSpeaker 6: Okay, so I have two links here.  I need to be recording for the next couple of weeks due to our client things.  It's not a one-time recording.  Should I press on the second link?  Yes.  How long does it take to get this recording enablement.\nSpeaker 5: One moment, let me just check.  Thank you for that one, #######.  So as per checking here on my end, you need to access the second link, okay?  And then you need to fill out and then submit.  Once your approver approves your request, you need to wait 24 hours of replication.  Then you can access the recording, okay?\nSpeaker 6: Okay.\nSpeaker 5: I'll say thank you so much for that.  So yeah, I'll go ahead now, #######, then fill out this form and submit and wait for application.  Okay?\nSpeaker 6: Sure.  All right.  Thank you very much.\nSpeaker 5: Okay.  Have a good day.  I'll go ahead now and end up on closing your ticket.  You will receive a survey, and you can provide anything.  Thank you, and have a good day.  Okay.\nSpeaker 6: Thank you.\nSpeaker 5: Thank you.  Bye-bye.\nSpeaker 6: Bye.\n</call_transcript>\n<summary>\nAn employee, #######, contacted the IT helpdesk seeking to enable recording for their Microsoft Teams meetings. The helpdesk agent, after confirming the employee's identity and contact information, explained that the employee needed to submit a request via a specific link sent through Teams. The agent clarified that after the request is approved, it would take 24 hours for the recording feature to be enabled. The employee confirmed understanding and thanked the agent. The agent then informed the employee that the ticket would be closed and a survey would be sent.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, focusing on the employee's request to enable Microsoft Teams recording and the steps provided by the helpdesk agent. It maintains relevance by sticking to the core issue and resolution discussed in the call. The structure and flow are clear, making it easy to follow. The information is accurate, reflecting the key details of the conversation without introducing any errors. However, the summary could be slightly more complete by mentioning the initial difficulty in communication and the agent's promise to send the link via Teams, which are minor but relevant details. Overall, the summary provides a fair description of the main problem and resolution.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's request for Microsoft Teams recording enablement. The structure is coherent, making it easy to follow and understand. The information presented is accurate, aligning with the details from the call transcript. However, the summary could be considered somewhat incomplete as it does not mention the initial difficulties with the employee's identification and the connection issues during the call. Despite this, it covers the primary concern and resolution. Overall, the summary does a good job of capturing the essential elements of the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the core elements of the interaction:\n1. Correctly identifies the main purpose (Teams recording enablement request)\n2. Includes the verification process of employee information\n3. Accurately describes the solution (link submission and approval process)\n4. Mentions the 24-hour replication period\n5. Notes the call conclusion with survey mention\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while maintaining all crucial information. It's structured logically, flowing from problem identification to resolution. The information is accurate, matching the transcript without any misrepresentations. It's coherent and easy to follow.\n\nOne minor improvement could have been mentioning that there were two links sent, with the second one being the correct one for ongoing recording needs, but this detail isn't crucial to understanding the core interaction.\n\nThe summary achieves an excellent balance between brevity and completeness while maintaining accuracy and relevance.",
        "claude_score": 9.0
      }
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    "predicted_text": "The caller, whose personal and Accenture email are ####### and ####################### respectively, contacted the IT helpdesk because they were unable to log into their laptop after arriving in the US from India. The helpdesk agent, ###, identified the caller as being from India and explained that the US-based helpdesk only supports users from Canada and the US. Due to technical issues preventing a direct transfer, the agent provided the caller with the phone number for the India Help Desk (+############################) and advised them to call for assistance. The call ended with the agent thanking the caller for their understanding.\n",
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        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: for Enterprise Password Reset and Account Unlock.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.  To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.\nSpeaker 1: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.\nSpeaker 3: Hi, thank you for calling Service Bus.  My name is ###.  May  I have your personal number, please?\nSpeaker 4: Hey, this is #######.  My personal number is... One second.\nSpeaker 3: Give me one second.  Yeah, for sure.  ###############.  Thank you.  And can you also provide me your Accenture email, please?\nSpeaker 4: #######################.\nSpeaker 3: Thank you.  And let me just pull up your account.  And may I confirm if you're from #####?\nSpeaker 4: Yeah.\nSpeaker 3: OK.\nSpeaker 4: I just landed in the US today morning.  Yeah.\nSpeaker 3: Sorry, can you repeat that?\nSpeaker 4: I just landed US today.  I got the laptop.  I'm unable to log into the laptop.  I just need your assistance.\nSpeaker 3: OK.  For this one, I just want to inform you, since you're from India, we only get our users from Canada or USA.  So for this one, I need to transfer you to the India help desk instead so they can help you out with this, OK?  and for this one i'm in us now.\nSpeaker 4: i'm in us now.\nSpeaker 3: i'm in us now.  totally understand that you're in all us right now but for this one you're from india.  so for this one users from india yeah you should.  um i need to transfer you but give me a moment give me a second.  thank you so much for understanding with this and uh let me just check.  okay For this one, I just provide you the India Help Desk.  Since there are some technical issues, I cannot transfer you directly to the India Help Desk.  So let me know once you're ready.  I'll provide you their phone number, please.  Okay, are you ready?  Yeah.  Thank you.  So the phone number is plus ############################.  Thank you so much for understanding.  Bye-bye for now.  Have a great day ahead.\n</call_transcript>\n<summary>\nThe caller, whose personal and Accenture email are ####### and ####################### respectively, contacted the IT helpdesk because they were unable to log into their laptop after arriving in the US from India. The helpdesk agent, ###, identified the caller as being from India and explained that the US-based helpdesk only supports users from Canada and the US. Due to technical issues preventing a direct transfer, the agent provided the caller with the phone number for the India Help Desk (+############################) and advised them to call for assistance. The call ended with the agent thanking the caller for their understanding.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the caller's issue, the agent's identification of the caller's origin, and the resolution provided. It is relevant, focusing on the key aspects of the call without extraneous details. The summary is coherent, with a clear structure and logical flow of ideas, making it easy to understand. It is accurate, correctly reflecting the information from the transcript without any false or misleading details. However, it misses some minor details, such as the repeated attempts by the caller to emphasize their current location in the US and the agent's repeated explanations. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the caller's problem and the helpdesk agent's response. The structure is coherent, making it easy to follow the sequence of events. The summary appears to be accurate, with details matching the original transcript. However, it could be considered incomplete as it does not mention the initial automated messages and the caller's attempt to resolve the issue through the given options. Despite this, the main problem and resolution are well-represented, making the summary a fair description of the call.\n\nGiven the criteria, the summary scores well in conciseness, relevance, coherence, and accuracy. However, it loses a point for completeness due to the omission of some initial details. Overall, the summary effectively conveys the essential information from the call transcript.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Accurately identifies the caller's situation (arriving in US, unable to log into laptop)\n2. Includes relevant identification details (personal number and email being redacted)\n3. Clearly explains the helpdesk agent's response (can't help due to caller being from India)\n4. Accurately notes the resolution (providing India Help Desk number)\n5. Maintains good coherence with a logical flow from problem to resolution\n\nThe summary is concise while including all essential information. It accurately reflects the conversation without adding incorrect information. The only minor improvement could be mentioning that the caller emphasized being physically in the US now, which created some back-and-forth discussion, but this isn't crucial to the main outcome. The summary successfully captures both the problem and resolution, making it highly effective for documentation purposes.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "a78341ed-f75d-4714-ac8b-dc0dc4582ed1",
    "train_trial_index": 0,
    "predicted_text": "An employee called the IT helpdesk to report an issue logging into Teams on their cell phone. The automated system initially prompted for their personnel number, which they provided. The employee explained they were passwordless and using the Authenticator app, but were unable to sign in. However, while on the call with the helpdesk agent, the issue resolved itself. The employee apologized for the inconvenience, and the helpdesk agent confirmed they would close the ticket and send a survey for feedback.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, for Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor, or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.  You have not entered anything.  Please try again.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 4: Yes my employee number is that my.  is that my ID number this or which one would that be?  Yep it is ########\nSpeaker 5: Thank you so much.  May I ask for accenture email?\nSpeaker 4: ########### dot # as in ###, ##########################.\nSpeaker 5: Got it.  And then may I ask for a callback number?  ############.  Thank you so much.  How can I help you today?\nSpeaker 4: Hey, I got signed out of Teams on my cell phone and I can't seem to log back in.  I'm passwordless.  When I try to log into Teams, it gives me, okay, when I go in there, it says sign in, send notification.  I have the Authenticator app downloaded on my phone, but it says when I hit the, okay, actually, nine, three, hold on.  I might have just needed to, I think I just needed to call you and get you on the phone for it to work, hold on.\nSpeaker 5: Thank you.\nSpeaker 4: Sorry, I am all set now actually.  I apologize.\nSpeaker 5: Thank you very much.  You're welcome.  Since no further action, we'll close your ticket here on our end.  Yes, you will receive a survey via email, so please do provide us feedback for any comments or recommendations, #####.\nSpeaker 4: Okay.\nSpeaker 5: Thank you.  You're welcome.\nSpeaker 4: Bye for now.\nSpeaker 5: Bye.  Bye-bye.\n</call_transcript>\n<summary>\nAn employee called the IT helpdesk to report an issue logging into Teams on their cell phone. The automated system initially prompted for their personnel number, which they provided. The employee explained they were passwordless and using the Authenticator app, but were unable to sign in. However, while on the call with the helpdesk agent, the issue resolved itself. The employee apologized for the inconvenience, and the helpdesk agent confirmed they would close the ticket and send a survey for feedback.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, which is a positive aspect. It captures the key issue of the employee being unable to log into Teams and the resolution occurring during the call. The relevance is high as it focuses on the main topic of the call. The coherence is good, with a clear structure and flow of ideas. However, there are minor inaccuracies: the automated system repeatedly prompted for the personnel number, but the summary implies it was provided immediately. Additionally, the summary does not mention the initial high call volume and phishing issue mentioned by Speaker 3, which could be relevant context. Overall, the summary is mostly accurate but misses some completeness in terms of context.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It is also relevant, focusing on the employee's issue with logging into Teams on their cell phone. The structure and flow of ideas are clear, making it easy to understand and follow, thus achieving coherence. The summary is accurate, as it correctly represents the events and information from the call transcript. However, it could be considered slightly incomplete as it does not mention the initial automated messages and the performance issues with \"my key\" mentioned by Speaker 3, but these are not directly related to the employee's specific issue. Overall, the summary effectively captures the essence of the call.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the interaction:\n1. Conciseness: The summary is brief while including essential details about the issue and resolution.\n2. Relevance: It focuses on the core problem (Teams login issue) and its resolution, excluding unnecessary details.\n3. Coherence: The summary follows a logical flow from issue identification to resolution.\n4. Accuracy: All stated facts align with the transcript, including the passwordless authentication method and self-resolution.\n5. Completeness: The summary covers the main components - initial system prompts, problem description, resolution, and follow-up actions.\n\nMinor improvements could include mentioning the initial automated message about system-wide performance issues with \"my key\" and phishing page redirects, as this context might be relevant to the user's login problems. However, since this wasn't directly related to the resolution, its omission doesn't significantly impact the summary's quality.",
        "claude_score": 9.0
      }
    }
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    "instance_id": "d0b50c3c-c690-4131-bfda-fbe653b2fc87",
    "train_trial_index": 0,
    "predicted_text": "An Accenture employee, ###, contacted the IT helpdesk (CIO) because their Outlook account was disabled, displaying an error 500 on Chrome and an account disabled message in the application. The IT agent, #######, collected ###'s email and callback number. After troubleshooting, the agent determined that ###'s account was an Accenture Federal account (AFS) and lacked email service. The agent advised ### to contact the AFS Help Desk to request email service, as the Accenture IT helpdesk couldn't assist directly due to the AFS credentials. The ticket was tagged as resolved, and ### was informed about a potential survey.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8888888888888888
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 2: For Enterprise Password Reset, to check if your account is passwordless, please visit ################.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and unlock.\nSpeaker 1: If you are unable to log into your PC due to an error at the login screen and your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any person.\nSpeaker 3: Hi, this is ####### from CIO.  May I have your personal number, please?\nSpeaker 4: Personal number?\nSpeaker 3: How do I find that?  You can check that one on your workday, but if you don't have that, you can just provide me your Accenture email address for me to pull up your account.\nSpeaker 4: Oh yeah, so my Accenture email address is going to be ##########.\nSpeaker 3: ##########, is that correct?\nSpeaker 4: Yes, yes, that's correct.\nSpeaker 3: How about your callback number, ###?\nSpeaker 4: Let me sign into my workday real quick.\nSpeaker 3: I mean your callback number.\nSpeaker 4: Callback number, ############.\nSpeaker 3: I'm sorry, #######, and then what are the last digits?\nSpeaker 4: ####.\nSpeaker 3: ####.  All right, thank you for that.  ###, how can I help you today?\nSpeaker 4: Yeah, my Outlook account has been disabled and I would like to be re-enabled.\nSpeaker 3: All right, what do you mean by disabled?  Is there any error that you see when you try to use that?\nSpeaker 4: If I do on Google Chrome, I would see error 500.  But if I do on the application, then I would see that the account has been disabled and I need to call IT to reaccess it.\nSpeaker 3: All right.  With that, my apologies for the inconvenience.  I'll try my best to help you out with it, ###.  However, may I just ask are you trying to access the at Accenture domain of your Outlook or the Accenture Federal?\nSpeaker 4: At Accenture.\nSpeaker 3: Do you have Accenture provided laptop?\nSpeaker 4: I do.\nSpeaker 3: And you are trying to access it from that specific laptop, right?\nSpeaker 4: Yes, because I was told that If I'm on the last two weeks of finding a project, so they said because of that, they lock out the Accenture email.\nSpeaker 3: Do you have an access of your Accenture email before on that laptop?  How about on your phone?\nSpeaker 4: I did.  I did.\nSpeaker 3: All right.  Is it possible if you can send me the screenshot of just the error of what you see from your Outlook?  Is it the same error when you access it via web version and then the desktop app?\nSpeaker 4: It's both are different.\nSpeaker 3: I'm sorry.\nSpeaker 4: Both are different.\nSpeaker 3: All right, can you provide me a screenshot of the error?  I'll ping you on Teams first so that you can send me the error for me to be able to reference that and further check what should be done from your end.  Is that okay?  Yep.  All right, I'll just say hello in Teams.  Then you can just send me the screenshot.\nSpeaker 4: Okay, just a minute and then let me log into my application.  Okay.\nSpeaker 3: Just to confirm, you have access to your Teams, right, from your laptop, your Accenture Teams?\nSpeaker 4: Yes, I do.  I'm on the web version.\nSpeaker 3: Okay, thank you.  I just sent you my ping on Teams, so kindly send me the screenshot of the error.  Thank you.\nSpeaker 4: Right now I'm sending you the web version real quick.  Yeah.  It says I can't send it because I can't send a picture through Teams because I need a OneDrive.\nSpeaker 3: Okay.  As per checking, by the way, this, you don't have email service yet for app and web version.  What you needed to do here, since you are AFS, right, Defender Federal, you need to contact AFS Help Desk and request for email service because we can only... If I send you this link to request the email service, it won't allow you since you have Accenture Federal Credentials.  It should be contacted with AFS-HD.  Just let them know that you don't have the email service yet for Accenture, then they should further assist you on how you're able to request on it.  Okay?\nSpeaker 4: Okay.  Thank you.\nSpeaker 3: All right.  You're welcome.  So with that one, since there's no further action from our end, I'll be tagging your ticket here as a result.  And upon the request from the ticket, you may receive a survey by email, and your feedback is highly appreciated.  Thank you for your time today, #####.  You have a great day.  Bye-bye.  Bye.\n</call_transcript>\n<summary>\nAn Accenture employee, ###, contacted the IT helpdesk (CIO) because their Outlook account was disabled, displaying an error 500 on Chrome and an account disabled message in the application. The IT agent, #######, collected ###'s email and callback number. After troubleshooting, the agent determined that ###'s account was an Accenture Federal account (AFS) and lacked email service. The agent advised ### to contact the AFS Help Desk to request email service, as the Accenture IT helpdesk couldn't assist directly due to the AFS credentials. The ticket was tagged as resolved, and ### was informed about a potential survey.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with the Outlook account, the error messages, and the resolution steps. It maintains relevance by focusing on the key aspects of the conversation. The structure is coherent, making it easy to follow the flow of the interaction. The information is accurate, reflecting the details from the transcript without introducing any errors. However, it misses some minor details, such as the specific steps the agent took to verify the issue and the mention of Teams and OneDrive. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the main topic of the employee's disabled Outlook account and the resolution provided by the IT agent. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the error messages encountered by the employee, the IT agent's troubleshooting efforts, and the resolution provided. The summary also accurately identifies the reason for the IT helpdesk's inability to directly assist the employee, citing the Accenture Federal credentials.\n\nThe summary is mostly complete, covering the main problems and resolutions discussed in the call transcript. However, it does not mention the employee's initial attempt to send a screenshot of the error message, which was hindered by the lack of OneDrive access. Despite this minor omission, the summary provides a fair description of the main issues and resolutions.\n\nOverall, the summary is well-written, accurate, and effectively conveys the main points of the call transcript.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Accurately identifies the main issue (disabled Outlook account)\n2. Includes specific error messages (error 500 on Chrome, disabled message in app)\n3. Correctly describes the resolution (need to contact AFS Help Desk)\n4. Maintains proper chronological flow\n5. Includes relevant context about AFS credentials\n\nThe summary is concise yet comprehensive, avoiding unnecessary details while retaining crucial information. It's coherent and well-structured, moving logically from problem identification to resolution. The accuracy is high, with no misrepresented information from the original transcript.\n\nMinor improvement could be including the context about the user being in the last two weeks of finding a project, which may explain the account lock, but this isn't critical to understanding the interaction's outcome.\n\nOverall, the summary excellently balances brevity with informativeness while maintaining accuracy and relevance.",
        "claude_score": 9.0
      }
    }
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  {
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    "train_trial_index": 0,
    "predicted_text": "An employee, ID ##########, called the CIO Service Desk reporting an issue with Outlook within a client's remote desktop environment. The employee can access their Accenture Outlook without problems, but receives an error message when trying to use Outlook within the remote desktop. The helpdesk agent confirmed the issue only occurs within the remote desktop. After a brief hold, the agent informed the employee that since the problem is isolated to the client's remote desktop and the company lacks administrative access, the employee needs to contact the client's IT helpdesk for assistance. The agent created a ticket marked as \"solved\" and mentioned a potential survey. The call concluded with the employee acknowledging the resolution.\n",
    "base64_images": [],
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      "call_summarization_score": 0.8888888888888888
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For video conferencing services such as Teams Rooms, Surface.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your eight-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not.\nSpeaker 4: Hello, thank you for calling CIO Service Desk.  This is ######.  Can you provide to me your personal number or your employee ID number?\nSpeaker 5: My employee ID number is ##########.\nSpeaker 4: Let me confirm, ##########.  Yes.  Thank you.  I'll now go ahead and check your account.  Can you provide to me your callback number?  ############.  Thank you.  And can you provide to me your Accenture email?\nSpeaker 5: ##########################.\nSpeaker 4: Thank you.  And how can I help you today, #######?\nSpeaker 5: Yes.  So I use a remote desktop app to then log into a client environment and then use their, like, Microsoft Outlook and PowerPoint and stuff like that.  And so I don't know if I need, if you can help me with this issue or if I need to call the client IT.  But basically when I log into the remote desktop and then log into the Outlook app of the remote desktop, I'm not, I get an error on when I open up Outlook.  And I think it's, like, something to do with it, like, can't connect, I think, to that account.  But it just says error message.  So I don't know what's wrong, but it doesn't, like, refresh my email or send emails anymore.\nSpeaker 4: Okay.  I don't understand what you're saying, #######, but we'll do our best to help you regarding what you're concerned.  So for me to confer, you are using the remote desktop.  But if I'm using the remote desktop and you try to log in on your Outlook, you are receiving an error message that you cannot connect with the account, right?  Yes.  Okay.  So I'm just going to have to confirm, without using the remote desktop, your Outlook is okay, right?  There's no issue?  Correct.\nSpeaker 5: Yeah, my Accenture Outlook is fine.\nSpeaker 4: Okay, that's fine.  So I'll be reaching out to our support regarding with this so that we can confirm if you needed to reach out to your client help desk, okay?  Stay on the line for two minutes.  Thank you.  Okay.  Hello, thank you for waiting on the line, #######.  So I have already reached out to our support.  And since you have mentioned that without using your remote desktop, your Outlook is fine, and the issue is on your remote desktop.  So what they have advised, since we do not have an administrator login regarding with this, or we don't have a functionality, they advise you to reach out directly to the client's helpdesk so that we can further assist you, OK?  Okay, got it.\nSpeaker 5: So call my client, I see.\nSpeaker 4: Thank you so much.  Okay.  Thank you.  So please no further action required here under an NDA.  We'll be creating a ticket and we'll be tagging here as we solve, okay?  You may receive a survey of the assistance.  Thank you so much.\nSpeaker 5: Okay, thank you.  Bye.\nSpeaker 4: Bye for now.\n</call_transcript>\n<summary>\nAn employee, ID ##########, called the CIO Service Desk reporting an issue with Outlook within a client's remote desktop environment. The employee can access their Accenture Outlook without problems, but receives an error message when trying to use Outlook within the remote desktop. The helpdesk agent confirmed the issue only occurs within the remote desktop. After a brief hold, the agent informed the employee that since the problem is isolated to the client's remote desktop and the company lacks administrative access, the employee needs to contact the client's IT helpdesk for assistance. The agent created a ticket marked as \"solved\" and mentioned a potential survey. The call concluded with the employee acknowledging the resolution.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with Outlook in the remote desktop environment and the resolution provided by the helpdesk agent. It is relevant, focusing on the main topic without extraneous details. The structure and flow are coherent, making it easy to follow the sequence of events. The information is accurate, correctly reflecting the details from the transcript. However, the summary could be slightly more complete by mentioning the initial high call volume and the specific error message details provided by the employee. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and resolution within a brief length. It remains relevant to the topic, focusing on the employee's issue with Outlook within the remote desktop environment. The structure is coherent, making it easy to follow and understand the sequence of events and the resolution provided by the helpdesk agent. The summary is accurate, reflecting the information provided in the call transcript without introducing false or misleading information. It also provides a complete description of the main problem and the resolution, including the agent's actions and the final outcome. The only minor detail omitted is the initial automated messages and the mention of performance issues with \"my key,\" but these are not directly relevant to the main issue at hand.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary excels in multiple areas:\n1. Conciseness: It efficiently captures the key points without unnecessary details\n2. Relevance: Focuses on the core issue (Outlook in remote desktop) and resolution\n3. Coherence: Follows a logical flow from problem identification to resolution\n4. Accuracy: Correctly represents the conversation and solution provided\n5. Completeness: Includes all essential elements - initial problem, troubleshooting steps, and final resolution\n\nThe summary effectively captures the employee's ID, the nature of the problem, the verification process (checking regular Outlook functionality), and the ultimate resolution (referring to client IT). It maintains professional language while being easy to understand. The only minor improvement could be mentioning that the agent consulted with support during the hold time, but this isn't crucial to the main narrative. Overall, it's an exemplary summary that balances detail with brevity while maintaining accuracy.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "345c3ebe-8b3d-4f03-88c8-7718e0df6901",
    "train_trial_index": 0,
    "predicted_text": "An employee (Speaker 5) contacted the IT helpdesk (Speaker 4) because Outlook on their new Accenture laptop wouldn't open, displaying an error message about connecting to Microsoft Exchange. The employee is transferring from AFS to Accenture LLP and this is their first time using the Accenture laptop. The helpdesk agent (Speaker 4) collected the employee's information and used 123rescue.com to remotely access the laptop. After failing to resolve the issue immediately, the agent put the employee on hold to consult with support. Upon returning, the agent informed the employee that they would be restarting the machine and continuing troubleshooting via chat after the restart, ending the phone call.\n",
    "base64_images": [],
    "stats": {
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      "call_summarization_score": 0.8148148148148149
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and other Video Conferencing Technologies, press 2.  For My Learning Support, press 3.  For AEH Applications such as ARC, MUT.  For Technology and Business Application Support, press 1.  For Mobile Communication Support, press 2.\nSpeaker 2: Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to gone fishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue dialing.\nSpeaker 4: #######.  Permit to confirm, ###############.  Yes.  Thank you.  I'll now go ahead and check your account.  Can you provide me your call back number just in case that this call might get disconnected?  ###################.  Thank you.  And your Accenture email?\nSpeaker 5: ######, ########### dot #######.\nSpeaker 4: Thank you so much, ######.  And how can I help you today?\nSpeaker 5: I'm going to transfer between AFS to Accenture LLP.  And I got my laptop earlier this week.  But the laptop, when I tried to open up my output mail, it didn't open it.  It just runs for like hours.  So it doesn't open the mail.  When I send an email to the Accenture, address is still the AFS account.\nSpeaker 4: Okay, so I do understand with this approach, but we'll do our best to help you.  regarding with your concern.  So for me to confirm, you are trying to send an email.  Are you using your LLP account to send an email?\nSpeaker 5: So I'm trying to send an email.  First thing is my email outlook on my new laptop does not open.\nSpeaker 4: Okay.  So the Outlook on your laptop right now, is it Accenture Laptop, right, is not opening?  Yes.  Okay.  And on your... Sorry for getting out.  So on your Android now, upon opening the Outlook on your Accenture Laptop, you are using the Accenture account, right?\nSpeaker 5: Correct.\nSpeaker 4: Okay.  So is there any error message that you are seeing upon opening the Outlook?\nSpeaker 5: Now, yeah, I do get one that says, cannot start Microsoft Outlook.  You must connect to Microsoft Exchange with the current software so you can synchronize with the other folders.\nSpeaker 4: OK.  I do understand what it is, but we'll do our best to help you.  regarding what you can say, OK?  So will it be all right if we take control of your machine for you so that we can be able to further check with your machine?  OK.  Okay, so just kindly open a browser on your Accenture laptop and search for 123rescue.com.  ###?  Yes, 123rescue.com.  Okay.\nSpeaker 5: PIN?\nSpeaker 4: Okay, just asking for a six-digit PIN code.  Yeah.  Okay.  So that would be 817601.\nSpeaker 5: Okay.\nSpeaker 4: After that, download the file and open it for me.\nSpeaker 5: Okay, I'm going to.\nSpeaker 4: Okay, I'll be connecting with you.  If you happen to see any prompts.  Can you click?  Okay.  Or a little.  Okay, so this will be a chat for us to have a conversation.  And we can utilize this later on.  Okay.  I'll be taking control of your machine.  And we'll be opening your outlook again.\nSpeaker 5: Shouldn't be a message by the way.  Okay.  Do you want me to add a detail?\nSpeaker 4: Yes, please.  I mean, is this your first time to access your Outlook using your Accenture laptop?\nSpeaker 5: Yes.\nSpeaker 4: This is the first time, right?\nSpeaker 5: Yes.\nSpeaker 4: Okay.\nSpeaker 5: I don't know why it requires elevation.\nSpeaker 4: Okay, since I'm not able to see anything on your end right now, can you please close again your Outlook?  Yeah.  So we'll be opening your Outlook via web if you can see the same issue, okay?  Okay, let's check.  So may I put you on hold for at least a few minutes?  I'll be reaching out to our support first, okay?  Thank you.  Thank you for joining us.  Hello, thank you for waiting on the line.  So, right now, I am still connecting with our support.  Okay.  Stay on the line for two minutes.  Yeah.  Okay.  I'll get back to you after two minutes.  Thank you.\nSpeaker 5: Okay.\nSpeaker 4: Hello, thank you for waiting on the line, #####.  So right now, we will be doing some troubleshooting with your machine.  So what we're going to do here is that there will be this conversation for us.  So since we will be doing some remote on your machine, will it be all right if we continue the conversation here on the chat log?  We can end the phone call.  We can continue here the conversation.  Please save all the files that you're working right now, since we will be restarting the machine first, okay?  Then after the machine restarts, I'll connect with you right away.  Thank you.  Have a great day.  Bye for now.\n</call_transcript>\n<summary>\nAn employee (Speaker 5) contacted the IT helpdesk (Speaker 4) because Outlook on their new Accenture laptop wouldn't open, displaying an error message about connecting to Microsoft Exchange. The employee is transferring from AFS to Accenture LLP and this is their first time using the Accenture laptop. The helpdesk agent (Speaker 4) collected the employee's information and used 123rescue.com to remotely access the laptop. After failing to resolve the issue immediately, the agent put the employee on hold to consult with support. Upon returning, the agent informed the employee that they would be restarting the machine and continuing troubleshooting via chat after the restart, ending the phone call.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the issue with Outlook, the employee's transfer, and the steps taken by the helpdesk agent. It is relevant, focusing on the main topic of the call. The structure and flow are clear, making it easy to understand. The information is accurate, reflecting the key details from the transcript. However, it misses some minor details, such as the specific error message and the fact that the agent asked for the employee's callback number and email. Overall, it provides a fair description of the main problems and resolutions.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main issue and steps taken during the call. It remains relevant to the topic, focusing on the employee's problem with Outlook on their Accenture laptop. The structure is coherent, making it easy to follow the sequence of events. The information presented is accurate, reflecting the details from the call transcript without introducing false or misleading information. However, the summary could be considered slightly incomplete as it doesn't explicitly mention the initial automated messages and the context of high call volume due to performance issues with \"my key.\" Despite this, it covers the primary concern and the steps taken to address it, providing a fair description of the main problem and the attempted resolution.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the main issue (Outlook not opening on new laptop)\n2. Provides context (employee transferring from AFS to LLP)\n3. Includes the specific error message\n4. Accurately describes the troubleshooting steps taken (remote access via 123rescue.com)\n5. Captures the resolution path (agent consulting support and planning to continue via chat)\n\nThe summary is concise while maintaining all essential information. It follows a logical flow from problem identification to attempted resolution. The information is accurate and matches the transcript without any misrepresentations. \n\nMinor improvements could include mentioning the initial automated system navigation and the specific error message about Microsoft Exchange synchronization earlier in the summary. However, these are not critical omissions as they don't affect the core narrative.\n\nThe summary successfully balances detail with brevity while maintaining coherence and accuracy.",
        "claude_score": 9.0
      }
    }
  },
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    "train_trial_index": 0,
    "predicted_text": "An employee, ####, called the IT helpdesk (CIO) because their password reset ticket, submitted two days prior, hadn't been resolved. The helpdesk agent, #########, confirmed the manager vouching adaptive card was approved but #### hadn't received the enterprise ID or ticket number. The agent put #### on hold twice to investigate. Ultimately, the agent will ping the manager to contact #### with the ticket number. #### needs to call back with the ticket number to proceed with the password reset. The agent tagged the ticket as resolved, to be reopened upon ####'s callback. The agent apologized for the inconvenience.\n",
    "base64_images": [],
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, press 1 to speak to a live agent or use the site's self-help options.  If you are not passwordless yet, press 2 to continue with further options for Enterprise Password Reset and Unlock.  To repeat, press 3.\nSpeaker 3: If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  If you are unable to log into your PC due to an error at the login screen that your account has been disabled, press 9.  If you have forgotten your password or it has expired, the fastest and easiest way to reset your password is to visit myid.accenture.com from any personal PC or mobile phone.  If you would like to reset your password via automated password reset utility, press 2.  To repeat, press 3.  You will need your employee ID number.  Start date with Accenture and your registered mobile phone ready for the one-time authentication code.  Press 1 if you have the required details and your registered mobile phone.  Otherwise, press 2 to speak to a live agent.\nSpeaker 2: To repeat, please enter your 8-digit personnel number so we can locate your details.  if you are a contractor or do not know your personnel number.\nSpeaker 4: We are currently experiencing high call volume due to performance issues with MyT.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold.\nSpeaker 5: Thank you for calling CIO.  This is #########.  Can we have your personal number, please?\nSpeaker 6: It's ########.\nSpeaker 5: That's ########?\nSpeaker 6: Yes.\nSpeaker 5: Thank you.  How about your enterprise ID?\nSpeaker 6: I don't know.  I just started a couple weeks ago.\nSpeaker 5: It's fine.\nSpeaker 6: My name is ############.  #############################.\nSpeaker 5: Thank you so much, ####.  And can you provide to me as well your best callback number?\nSpeaker 6: My what number?\nSpeaker 5: Call back number?\nSpeaker 6: ############.\nSpeaker 5: That's ############.  Yeah.  Yeah, by the way ####, how can I help you today?\nSpeaker 6: Okay, like I called like two days ago and they said they put in a ticket to reset my password and I still haven't heard back from anybody and it's kind of urgent now.\nSpeaker 5: Oh, okay.  For this one, ####, first of all, I really do apologize for the inconvenience this has caused you since this issue was not yet fixed.  But yeah, no worries.  I will definitely help you out and fix this problem for you, okay?\nSpeaker 6: Okay.\nSpeaker 5: So right now, ####, I'll just need to check this ticket here.  By the way, ####, can I just place you on hold for just a minute or two?\nSpeaker 6: Yeah, sure.\nSpeaker 5: Thank you so much and stay on the line.  Hello, ####.  Thank you very much for being on the line.  Oh, yeah.  So actually, ####, I'm checking it here because I confirmed that there was already a manager vouching adaptive card that was created for you.  So I'll be going to check if this is already approved or not.  Allow me for a minute.  Oh, yeah.  As per checking here, ####, it seems like the manager vouching adaptive card has been approved already.  So did you get or did your manager provided you the enterprise ID or the ticket number?  I'm sorry.\nSpeaker 6: Nobody sent me anything.  I'm just checking.  Nobody sent me anything here.  Just a second.  I'll check my email again.  One moment.  No, nobody sent me unless it went to my spam.  Okay, check here.  No, I haven't gotten anything.\nSpeaker 5: Okay, so for this one, Mr.  ####, let me just ask our support regarding with this since the manager vouching adaptive card has been created and it's already approved.  So ####, can I place you again on hold for just a minute or two?\nSpeaker 6: Yeah, sure.\nSpeaker 5: Thank you and stay on the line.  Hello, ####.  Thank you very much for patiently waiting on the line.  Oh, yeah.  Hi.  So as per tracking here, since you actually didn't receive any notification coming from the manager who approved the request, so for now, ####, I'll be going to ping the manager so that he will try to reach out to you, and he will be providing you the ticket number.  And once you have it, please do give us a call back, then we can further continue with resetting your password.  Okay?\nSpeaker 6: Okay, so I'm expecting the message from ####.\nSpeaker 5: Mm-hmm.\nSpeaker 6: Okay.\nSpeaker 5: Mm-hmm.  So yeah, for now, ####, I'll also tag the ticket as resolved, since your manager already approved it.  And then once you have the ticket number, just call us back, then we can just reopen the ticket.\nSpeaker 6: Okay, okay.  Hopefully, I'll hear back from him today.  Thank you.\nSpeaker 5: You're welcome.  Thank you very much, ####, for contacting CIO.  You do have a nice day.\nSpeaker 6: Same to you.  Bye-bye.\nSpeaker 5: Goodbye.\n</call_transcript>\n<summary>\nAn employee, ####, called the IT helpdesk (CIO) because their password reset ticket, submitted two days prior, hadn't been resolved. The helpdesk agent, #########, confirmed the manager vouching adaptive card was approved but #### hadn't received the enterprise ID or ticket number. The agent put #### on hold twice to investigate. Ultimately, the agent will ping the manager to contact #### with the ticket number. #### needs to call back with the ticket number to proceed with the password reset. The agent tagged the ticket as resolved, to be reopened upon ####'s callback. The agent apologized for the inconvenience.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the unresolved password reset ticket, the agent's actions, and the next steps for the employee. It maintains relevance by focusing on the key issue and the resolution process. The structure is coherent, making it easy to follow the sequence of events. The information is accurate, reflecting the details from the transcript without introducing errors. However, it misses some minor details, such as the high call volume mentioned at the beginning and the employee's lack of an enterprise ID. Overall, it provides a fair description of the main concerns and resolutions.",
        "gpt_score": 9.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's issue with their password reset ticket and the helpdesk agent's actions to resolve the issue. The summary has a clear structure and flow of ideas, making it coherent and easy to understand.\n\nIn terms of accuracy, the summary correctly states the key events and facts from the call transcript, including the employee's initial issue, the agent's investigations, and the resolution. The summary also provides a fair description of the main problems and resolutions, making it complete.\n\nHowever, the summary could be improved by including more specific details about the cause of the delay in resolving the employee's issue, such as the high call volume mentioned in the call transcript. Nevertheless, the summary is overall of high quality.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Identifies the core issue (pending password reset ticket)\n2. Mentions the approved manager vouching adaptive card\n3. Notes the communication gap (#### not receiving notifications)\n4. Accurately describes the resolution steps (agent will ping manager, #### needs to call back)\n5. Includes the ticket status (marked resolved, to be reopened)\n\nThe summary is concise yet comprehensive, maintaining relevance throughout without including unnecessary details from the IVR system or authentication process. It follows a logical flow from problem identification to resolution steps. The information is accurate, matching the transcript's content without misrepresentation. In terms of completeness, it covers both the customer's concern and the proposed solution.\n\nMinor improvement could be made by mentioning it was an urgent matter for ####, but this doesn't significantly impact the summary's overall quality.",
        "claude_score": 9.0
      }
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    "instance_id": "73c329f4-f78d-4bc9-8ef9-b3557afb7e0b",
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    "predicted_text": "A former employee, ######, contacted the IT helpdesk seeking assistance with accessing DayForce for pay stubs and the 401k platform. She was unable to reset her DayForce account due to an unrecognized email address and had never signed up for the current 401k provider, Merrill. The helpdesk agent, after confirming her identity with personnel number, enterprise ID, and callback number, created a ticket (INC48714127) to address the DayForce issue. The agent collected additional information, including her Accenture office end date, career counselor, updated personal email address, last office, position level, and middle name. The agent stated that the ticket would be assigned to support to reset her email address for DayForce access and that she would receive a call back with updates.\n",
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    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  For Video Conferencing Services such as Teams Rooms, Surface Hub, Room Signs, Digital Signage and...\nSpeaker 2: To check if your account is passwordless, please visit go.accenture.com.  slash gopasswordless.  If you are passwordless, Press 1 to speak to a live agent or use the site's self-help option.  Please enter your 8-digit personnel number so we can locate your details.  If you are a contractor or do not know your personnel number, press 1.\nSpeaker 3: Hi.  We are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 2: All agents are currently assisting other callers.  Please continue to hold if you would prefer not to wait.\nSpeaker 4: Hi, yes, so I'm a former employee.  I have my old personnel number. Will that work?  \nSpeaker 5: Yeah, sure.  Can I have your personnel number? \nSpeaker 4:  Yes. Okay, ########.  All right.\nSpeaker 5: All right, thank you.  So let me go ahead and pull up your account here one moment.  And can I also have your enterprise ID?\nSpeaker 4: #############.  All right.\nSpeaker 5: All right, ######, thank you for that.  So how can I help?  Yeah, by the way, ######, in case the call gets disconnected, can I also have your callback number?  Yes, ############.  Thank you.  So how can I help you today, ######?\nSpeaker 4: Yes, so I was just trying to do two things.  One, log in to DayForce to see my old pay stubs, and I was not able to reset my former employee account, it said that the email address I entered wasn't found, which is definitely the one I saved.  And then I was also trying to access the 401k platform, but I actually had never signed up for Merrill.  I had only ever used the light, like the previous provider.  So I don't have an existing account and was hoping for some help there too.\nSpeaker 5: All right, so I completely understand that, but the rest I'll be more than happy to use you for this.  1.  ###### will that be can you hold for about 1 to 2 minutes.  I need to get my resources here in my and and I'll get back to you.  Okay.\nSpeaker 4: Okay.  I actually have a meeting in like, 5, 10 minutes.  Would it be possible to get a call back?\nSpeaker 5: Yeah, I can also do a callback, but if you don't receive any callback from me, you can call us back.  But yeah, for this one, ######, I will be creating a ticket for this one since you've mentioned that you have a meeting.  So you can also write it down.\nSpeaker 4: Okay, sure.\nSpeaker 5: All right.  So it's going to be INC.  It's I for India, N for Nancy, C for Charlie.\nSpeaker 4: Okay.\nSpeaker 5: And then 48714127.\nSpeaker 4: Okay, so INC48714127.\nSpeaker 5: All right.  So for this one, ######, what we're going to do right now, I will be assigning your ticket to the support or to the level to support so that we can reset your email address to be logged in on your day course.  So I will be needing some information.  Just a moment here.  And can I also have your Accenture office end date?\nSpeaker 4: I think it was the ##?  Mm-hmm.  ######### ####.  Sorry.  ######### ####, ####.\nSpeaker 5: All right.  ######### ####, ####.  Thank you.  And just wanted to confirm again your personal number.  It's going to be ##########.\nSpeaker 4: Sorry.  Yeah, ##########.\nSpeaker 5: Thank you.  And can I also have your most recent career, counselor or supervisor?\nSpeaker 4: Yeah, ##############.  That's ##############.  Yeah.\nSpeaker 5: Can you spell for me the last name?\nSpeaker 4: ###########.\nSpeaker 5: So it's going to be ###########?\nSpeaker 4: #####.  # as in ##.  #####.\nSpeaker 5: All right.  #####.  All right.  Thank you.  And can I also have your updated personal label address to be used as the updated login name?\nSpeaker 4: Yeah.\nSpeaker 5: So just wanted to confirm, it's ######################?\nSpeaker 4: That's right.\nSpeaker 5: All right.  Thank you.  And how about your last office?\nSpeaker 4: My last office?  #######.\nSpeaker 5: Thank you.  And your last position level?\nSpeaker 4: Again, L11.  No, sorry, Senior Analyst.  I think it's L11.\nSpeaker 5: All right.  So it's going to be level 11?  All right.\nSpeaker 4: Let me look.  Let me check.  Sorry.  I guess there would be L10.\nSpeaker 5: L10.  Is that for a manager or analysis?\nSpeaker 4: No, it's a strategy.\nSpeaker 5: All right.  And for your callback number, it's ############, correct?  ##########.\nSpeaker 4: Yeah.\nSpeaker 5: All right.  Thank you.  So your first name is ######.  Let me go ahead and put that here.  And then your last name is ######.  And then do you have a middle name?\nSpeaker 4: Do I need to put it?\nSpeaker 5: Yeah.  We need it also.\nSpeaker 4: It's not.  it shouldn't be on any of my forms.  I don't think.\nSpeaker 5: Yeah, well, I can also.  Can I see here your middle name?\nSpeaker 4: Sure.  #######.\nSpeaker 5: With an #, or without this.\nSpeaker 4: No.\nSpeaker 5: All right.  Thank you.  And previously used.  personal email address?\nSpeaker 4: It should be the same one, ### ######.\nSpeaker 5: All right, thank you.  So for this one, ######, I will be assigning this to one of the support and I will also be calling you back for any updates or if you don't receive any calls from me, just please check your email address.  for ######################.\nSpeaker 4: Okay.  Will do.  I have to run.  Thank you.\nSpeaker 5: All right.  Thank you for calling CIO #######.  Have a good day.  Bye-bye.\n</call_transcript>\n<summary>\nA former employee, ######, contacted the IT helpdesk seeking assistance with accessing DayForce for pay stubs and the 401k platform. She was unable to reset her DayForce account due to an unrecognized email address and had never signed up for the current 401k provider, Merrill. The helpdesk agent, after confirming her identity with personnel number, enterprise ID, and callback number, created a ticket (INC48714127) to address the DayForce issue. The agent collected additional information, including her Accenture office end date, career counselor, updated personal email address, last office, position level, and middle name. The agent stated that the ticket would be assigned to support to reset her email address for DayForce access and that she would receive a call back with updates.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and effectively conveys the main points of the call, including the former employee's issues with accessing DayForce and the 401k platform, and the helpdesk agent's actions to resolve these issues. The information presented is relevant to the main topic and follows a clear structure, making it easy to understand. The summary is factually accurate and does not contain any misleading information. However, it omits some minor details, such as the employee's request for a callback due to a meeting and the agent's confirmation of various personal details. Overall, the summary provides a fair description of the main problems and resolutions discussed in the call.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the key issues and resolution discussed during the call. The structure and flow of ideas in the summary are clear and easy to follow, making it coherent. The information presented is factually correct, with no false or misleading information, making it accurate. The summary provides a fair description of the main problems (accessing DayForce and the 401k platform) and the resolution (creating a ticket to address the DayForce issue), making it complete. However, some minor details, such as the agent's explanation of the callback process, are omitted, but this does not detract from the overall quality of the summary.",
        "llama_score": 9.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Clearly identifies the caller as a former employee with two main issues (DayForce and 401k access)\n2. Accurately describes the specific problems and includes the ticket number\n3. Lists all relevant information collected by the agent\n4. Maintains a logical flow from problem identification to resolution steps\n5. Includes the follow-up action (callback/email updates)\n\nHowever, there are minor areas for improvement:\n- Could have mentioned that the caller had to leave for a meeting, which prompted the callback arrangement\n- The 401k platform issue (Merrill) wasn't addressed in the resolution part of the summary\n- Could have been slightly more concise by combining some of the personal information details\n\nOverall, the summary is highly accurate, well-structured, and captures the essential elements while maintaining clarity and relevance.",
        "claude_score": 9.0
      }
    }
  },
  {
    "instance_id": "1f5f1326-958f-403b-ae62-785a1e7a529c",
    "train_trial_index": 0,
    "predicted_text": "An employee, #######, called the IT helpdesk for the third time regarding multi-factor authentication (MFA) issues preventing access to company apps like Outlook and Teams. Previous attempts to resolve the issue by deleting and rescanning the MFA QR code and creating a temporary password failed, resulting in the account being locked.\n\nThe IT agent, after initially wanting to review previous agent notes, attempted to resolve the issue by generating a temporary access pass and enabling phone sign-in. This also failed, with the error message changing to \"account temporarily locked.\" The agent then requested another temporary access pass from the RTS team and guided the employee through the process, but the same \"account temporarily locked\" error persisted.\n\nThe agent advised waiting 30 minutes to an hour for replication time and to ping them on Teams if the issue continued, despite the temporary access pass expiring within that timeframe. The employee expressed frustration with the repetitive troubleshooting steps and the temporary password's expiration. The call ended with the agent offering to request another temporary access pass later.\n",
    "base64_images": [],
    "stats": {
      "num_prompt_tokens": 3031.0,
      "num_output_tokens": 0.0,
      "inference_runtime": 2.3645222187042236,
      "num_train_instances": 0.0,
      "prompt_truncated": 0.0,
      "call_summarization_score": 0.7777777777777778
    },
    "annotations": {
      "helpdesk_call_center_summarization": {
        "prompt_text": "You are an expert evaluator. Your task is to evaluate the quality of a model-generated summary of a helpdesk call transcript.\n\nThe helpdesk call transcript and summary are provided below, delineated with start and end tags:\n\n<call_transcript>\nSpeaker ID: redacted_transcript\nSpeaker 1: For Enterprise Password Reset and Account Unlock, press 0.  For Technology and Business Application Support, Telecom and Mobile Devices, press 1.  To check if your account is passwordless, please visit #####.  Please enter your 8-digit personnel number so we can locate your details.\nSpeaker 2: Hi, we are currently experiencing high call volume due to performance issues with my key.  When users attempt to log in, they are directed to a gone phishing page.  The team is actively working to resolve this issue.  There's no need to log additional tickets or contact the service desk regarding this matter.  We apologize for the delay and any inconvenience this may have caused.  Thank you for your understanding.\nSpeaker 1: All agents are currently assisting other callers.  Yes, hi.\nSpeaker 3: My name is ############.  My employee personnel number is #########.\nSpeaker 4: Thank you.  And can I have again the enterprise ID, please?\nSpeaker 3: ################.\nSpeaker 4: Thank you.  And can I have your callback number, please?\nSpeaker 3: ############.\nSpeaker 4: Thank you.  All right, #######, how can I help you today?\nSpeaker 3: So this is now my third time calling about the infection situation, but hopefully we can fix it this time.  My multi-factor authentication is not working, and therefore I cannot get into any of the apps on my phone.  that would be Outlook and Teams and anything else that's affected by multi-factor authentication.  The last lady that I was on the phone with deleted everything, and that did not work.  So she deleted everything and had me re-scan the QR code from MFA, but when it started asking for a password, so she created a temporary password.  And because of the fact that the temporary password did not work to sign in to MFA, Now I'm locked out of everything, so I move everything to... Mm-hmm.\nSpeaker 4: It's a funny story to hear that, that you need to call us back for the same issue, but no worries, since you have me on the line, I'll do my best to assist you with your concern.  And since you mentioned you already called us here for the same issue, is it okay if I'll be putting the call on hold for one to two minutes?  I would like to check the annotations of the previous agents.\nSpeaker 3: Actually, no, because they didn't resolve the issue.  So I would like to resolve the issue.  And I don't have an awful lot of time, because I am on strike.  And so I would like to resolve the issue.  I'm not in the mood to wait for more phone calls, if that's OK with you.  Or more hold.  Thank you.\nSpeaker 4: So you don't want me to put the hold on hold while checking the email?  they account or the notations of the agency?\nSpeaker 3: Ultimately, nothing they did worked, so I don't really see what they're going to benefit.\nSpeaker 4: All right, so I'll just be on mute on the line.  Just call my attention if you have clarification.  while I'm still validating the notations of the agents, okay?\nSpeaker 3: Yeah, I'm like, I don't understand why ### really wants to stay in here all day.  We all know that ######'s gonna walk out of here at 5:30.  They do not stay later than 5:30.  They don't care if the place is burning down.  They will not stay later than 5:30.  At least not the one who knows what the hell they're doing.  So I'm out with #### and ##### and ########.  Because #### and #### don't want to know what they're doing.  ##### is fussing, and ##### and #####, I really don't get it.  And what is the purpose of ######?  Yeah, what is she doing?\nSpeaker 4: Hello, #######.  Thank you so much for staying in the line.  So yeah, ####### has checked here in our tools.  Yeah, we really need to enroll in your phone signing and getting ready to check the annotations here that when you try to enable the phone sign-in, you're receiving the message that your account is blocked.  But can we try that one again?  Can you generate your own temporary access pass?\nSpeaker 3: Okay, that's fine.\nSpeaker 4: All right, so please generate a temporary access pass and please enable your phone sign-in.  and let me know if you're still receiving the same error.\nSpeaker 3: When am I supposed to do that?\nSpeaker 4: Okay, so I'll be pinging you on...\nSpeaker 3: Okay.\nSpeaker 4: I'll be pinging you on Teams.  Just give me a second, please.\nSpeaker 3: Okay, thank you.\nSpeaker 4: All right, I already pinged you on ############.  It's from ####### #######.  So kindly access the link I sent you and please confirm if you can access that link.\nSpeaker 3: Okay.  I generated the temporary access and it is still giving me the same issue, that it's locked.\nSpeaker 4: All right.  So you generated the temporary access pass already right now?  Yes.  And did you see the process I provided you?  So you did this.  You opened the authenticator app.\nSpeaker 3: To try to have my phone as a sign-in.  Yeah.  And it's still saying that it's locked.  All right.\nSpeaker 4: Can you, is it possible that you can send me the screenshot?\nSpeaker 3: No, I can't because it's on my phone and I can't send anything to Accenture because I'm not getting, I'm not able to get in Accenture apps.  I just, I don't understand.\nSpeaker 4: All right, so let me confirm, the error message on your Authenticator app is your account is blocked, am I correct, right?\nSpeaker 3: Yeah.\nSpeaker 4: All right, so let me go ahead and report this first to my support, since we already did the same thing that, and you already waited for the replication time for this issue, but you still encountered the same error message.  So just stay on the line, please, #########.  Hello, #########.  Thank you so much again for staying on the line.  So right now, as advised from my support, we need to undergo a verification process because we need to request a temporary access pass from our RTS team.  So I know you can generate your own temporary access pass, but this is the advice that we need to follow right now so we can if the issue is still the same after requesting for the temporary access pass from RPS, okay?  So I'll be pinging you on Teams as part of the verification process, #######.\nSpeaker 3: Yeah, okay.\nSpeaker 4: All right.  Can you please reply to that message?  ######### will be waiting for your reply.  I haven't received your reply.  Please reply to the message on Teams, please.  as part of the documentation for the verification process.  So you have to indicate there the reason.\nSpeaker 3: Really not listening, and y'all are just reading off of the script and making people repeat the exact same stuff.  It's not working for me.  I just need you to understand that.\nSpeaker 4: I know, ####, I know we get you interfering, but we just really have to...\nSpeaker 3: It's the same thing.  You tell it, you're asking me to repeat the exact same things over and over again, and you're not listening to me.\nSpeaker 4: We are listening, #######.  Yeah, we really did.  So, if you're not.\nSpeaker 3: I just want my ###.  That would be beautiful.\nSpeaker 4: I just want my ###\nSpeaker 3: I don't want the ###.  I really don't.\nSpeaker 4: Anyway, I think you replied already, so we need to proceed with other verification details.  So, I would like to ask again for your personnel number as part of the verification.  Got it.  And I would like to ask for your office location, please.\nSpeaker 3: #######.\nSpeaker 4: All right.  Got it.  Thank you so much.  So I'll be requesting first a temporary access pass to RTS.  So stay on the line, please.  Hello, #######.  Can you try again the same process that I sent you in Teams on enabling your phone sign-in?  And I'll be providing you that temporary access pass.\nSpeaker 3: Okay.\nSpeaker 4: So open the app, click your Accenture email.  I have it.  I have it.  All right.  Okay, just let me know if it's asking for a temporary access pass.\nSpeaker 3: Okay, thank you.  Okay, yes, it is asking for that.\nSpeaker 4: Okay, so are you ready?\nSpeaker 3: Yes.\nSpeaker 4: All right, so lowercase f, as in father, and sign.  What sign?  And the symbol in number seven.\nSpeaker 3: Okay.\nSpeaker 4: Then number two.  Okay.  Number seven.\nSpeaker 3: Wait a minute.  Okay.  Seven, two.  Okay.\nSpeaker 4: Then at sign, the symbol under number two.  Okay.  Number six.  lowercase u as an umbrella, lowercase w as in water.  That's all.\nSpeaker 3: So, I have ascending clause, ampersand, seven, two, the at symbol, six, u, w.\nSpeaker 4: So, it's two, seven.\nSpeaker 3: Two, seven.  The number is two, seven.  It says, your account is temporarily locked, presents unauthorized use.  Try again, and if you still have trouble, contact your admin, which I'm doing.\nSpeaker 4: Account is temporarily locked?  What is it?\nSpeaker 3: Yep, said that at the beginning.\nSpeaker 5: All right, just give me a second.  What can we do for you?  We're talking against pay.  Compensation is yes.  Hours are no.  Those are hours to open your regular schedule.  These are all the employees that have no Direct the positive election.\nSpeaker 4: Hello, #######.  Thank you so much for staying on the line.  So, since you received the error message that your account is temporarily locked, we just have to wait for the replication time, and please don't try accessing that one again within 30 minutes to one hour, and don't You don't need to call us.  You can ping me on Teams if you encounter the same error so we can escalate or find a way on how we can resolve this concern.\nSpeaker 3: So my question on that is, how exactly does that make sense when your temporary access passes are only good for 30 minutes?  So if I wait 30 minutes, Now I'll help explain it.  I didn't say anything.  You guys are not solving my problem.  So you really should stop asking me to provide feedback for you because that's not a good look.\nSpeaker 4: I understand your point, #########, but earlier, The issue you're having is your account is blocked.  That's why the agent advised you to wait for the replication time.  But since today, there's a progress because the error message already is not your account is blocked, but your account is temporarily locked.  So it's just temporary.  So we just have to wait for the replication time.  And once we already waited for the replication time, 30 minutes to one hour, just ping me on Teams if you still encountering the same error.  so I can assist you further.  Don't worry, I'll be responding to your message to me on Teams.\nSpeaker 3: Thank you.  Thank you so much.\nSpeaker 4: Thank you so much.  Please ping me on Teams, if any, okay, for the feedback or for the update.\nSpeaker 3: And so is it supposed to be the exact same password?  Because those passwords expire every 30 minutes.  You guys are really not solving my issue, because you're telling me to wait for the replication that takes 30 minutes to an hour, but you're giving me a password that's going to basically be expired by the time I'm supposed to try this out again.  It's okay.  We can just... It's fine.  Don't worry about it.  I will try this again later.  I can't.  I can't.  Thank you, though.\nSpeaker 4: Okay.  Thank you so much.  We can request another temporary access pass later if you provide me an update.\nSpeaker 3: That's perfect.  Thank you.\nSpeaker 4: Thank you so much, #######.  Bye-bye for now.\n</call_transcript>\n<summary>\nAn employee, #######, called the IT helpdesk for the third time regarding multi-factor authentication (MFA) issues preventing access to company apps like Outlook and Teams. Previous attempts to resolve the issue by deleting and rescanning the MFA QR code and creating a temporary password failed, resulting in the account being locked.\n\nThe IT agent, after initially wanting to review previous agent notes, attempted to resolve the issue by generating a temporary access pass and enabling phone sign-in. This also failed, with the error message changing to \"account temporarily locked.\" The agent then requested another temporary access pass from the RTS team and guided the employee through the process, but the same \"account temporarily locked\" error persisted.\n\nThe agent advised waiting 30 minutes to an hour for replication time and to ping them on Teams if the issue continued, despite the temporary access pass expiring within that timeframe. The employee expressed frustration with the repetitive troubleshooting steps and the temporary password's expiration. The call ended with the agent offering to request another temporary access pass later.\n\n</summary>\n\nEvaluate the summary based on the following criteria:\n\n- Conciseness: A high-quality summary should effectively convey the most important information from the call transcript while keeping the length brief.\n- Relevance: The information presented in the summary should be relevant to the main topic.\n- Coherence: A good summary should have a clear structure and flow of ideas that make it easy to understand and follow.\n- Accuracy: The summary's information should be factually correct and should not contain false or misleading information.\n- Completeness: The summary should a fair description of the main problems (concerns) and resolutions based on the original call transcripts.\n\nThink step by step, then score the summary. Your reasoning should be less than 200 words. The score should be a single number between 1 to 10 inclusive.\n\nPlease respond with your output and reasoning in the following format, your reasoning within <reasoning></reasoning> tags and your score within <score></score> tags, without any other output:\n\n<reasoning>INSERT_YOUR_REASONING_HERE</reasoning>\n<score>INSERT_YOUR_SCORE_HERE</score>\n",
        "gpt_reasoning": "The summary is concise and captures the main points of the call, including the employee's repeated attempts to resolve the MFA issue and the steps taken by the IT agent. It is relevant, focusing on the key issue of the MFA problem and the troubleshooting steps. The summary is coherent, with a clear structure that follows the sequence of events in the call. It is mostly accurate, reflecting the main actions and responses during the call. However, it misses some details, such as the employee's frustration with the repetitive nature of the troubleshooting and the specific error messages encountered. Additionally, the summary could have mentioned the employee's concern about the temporary access pass expiring within the replication time. Overall, it provides a fair description but could be more detailed in capturing the employee's frustration and the specific issues with the temporary access pass.",
        "gpt_score": 8.0,
        "llama_reasoning": "The summary provided is concise, effectively conveying the main points of the call transcript in a brief manner. It is also relevant, focusing on the employee's MFA issues and the IT agent's attempts to resolve them. The summary has a clear structure, making it easy to follow and understand.\n\nIn terms of accuracy, the summary correctly represents the events and issues discussed in the call transcript. However, it does not capture the employee's frustration and dissatisfaction with the IT support process as thoroughly as it could.\n\nRegarding completeness, the summary covers the main problems and resolutions, but it could be improved by including more details about the employee's concerns and the IT agent's explanations for the issues.\n\nOverall, the summary is well-written and effectively conveys the main points of the call transcript, but it could be improved by including more details about the employee's concerns and the IT agent's explanations.",
        "llama_score": 8.0,
        "claude_reasoning": "The summary effectively captures the key elements of the call:\n1. Context: Third call about MFA issues\n2. Previous attempts: Deletion/rescanning of QR code and temporary password\n3. Current troubleshooting steps: Temporary access pass and phone sign-in attempts\n4. Final outcome: Unresolved with advice to wait for replication\n\nThe summary is concise while maintaining essential details and follows a logical structure. It accurately reflects the customer's frustration and the circular nature of the troubleshooting process. It correctly highlights the contradiction in the solution (waiting 30 minutes when the temporary pass expires in that time).\n\nMinor improvements could include:\n- Mentioning the initial \"gone phishing\" system issue mentioned at the start\n- Including the verification process the agent performed\n- Emphasizing more strongly the customer's growing frustration with repeated unsuccessful solutions\n\nOverall, the summary captures about 90% of the important information while maintaining clarity and relevance.",
        "claude_score": 8.0
      }
    }
  }
]