\begin{table*}[htp]
\resizebox{\textwidth}{!}{
\begin{tabular}{lrrrrrr}
\toprule
Model/adapter & Mean win rate & MMLU Abstract Algebra - Observed inference time (s) & MMLU College Chemistry - Observed inference time (s) & MMLU Computer Security - Observed inference time (s) & MMLU Econometrics - Observed inference time (s) & MMLU Us Foreign Policy - Observed inference time (s) \\
\midrule
Gemma (7B) & 0.8615384615384616 & 0.28615272998809815 & 0.28670950651168825 & 0.2700689482688904 & 0.27136534766147014 & 0.2844899868965149 \\
Gemma Instruct (7B) & 0.9384615384615385 & 0.27986535549163816 & 0.2719404149055481 & 0.29032307147979736 & 0.26876863889526903 & 0.2597520995140076 \\
Llama 2 (7B) & 0.7384615384615385 & 0.2816541409492493 & 0.30203757047653196 & 0.2909871745109558 & 0.30400960487231876 & 0.2887767219543457 \\
Mixtral (8x7B 32K seqlen) & 0.5538461538461539 & 0.3009379529953003 & 0.32694086313247683 & 0.2954034161567688 & 0.33104314302143295 & 0.34373082876205446 \\
Phi-2 & 0.8923076923076924 & 0.2711219882965088 & 0.2787207221984863 & 0.2723871803283691 & 0.2779764794466788 & 0.28353949546813967 \\
Qwen1.5 (7B) & 0.8 & 0.2627728796005249 & 0.2913021016120911 & 0.2926693534851074 & 0.2751412308006956 & 0.3014155149459839 \\
Yi (6B) & 0.6 & 0.29966460943222045 & 0.3079850196838379 & 0.32253321409225466 & 0.32449395196479663 & 0.32152209281921384 \\
Anthropic Claude Instant 1.2 & 0.15384615384615385 & 0.8429116034507751 & 1.0819169330596923 & 0.89654052734375 & 1.116357355787043 & 0.8295096683502198 \\
Anthropic Claude 2.1 & 0.03076923076923077 & 1.4279474997520447 & 1.4472868704795838 & 1.2952637958526612 & 1.3978815350616187 & 1.1599264645576477 \\
Gemini & 0.3076923076923077 & 0.9730515599250793 & 0.502180278301239 & 0.39635706424713135 & 0.7309655264804238 & 0.5395235586166381 \\
PaLM-2 (Bison) & 0.23076923076923078 & 0.7742284727096558 & 0.7551529717445373 & 0.7861250281333924 & 1.019343238127859 & 0.765197811126709 \\
PaLM-2 (Unicorn) & 0.07692307692307693 & 1.2322469472885131 & 1.2152568459510804 & 1.411904981136322 & 0.8350292967076887 & 1.3936432957649232 \\
GPT-3.5 Turbo (0613) & 0.46153846153846156 & 0.444822461605072 & 0.3874256682395935 & 0.3922041606903076 & 0.4066693531839471 & 0.40241742610931397 \\
GPT-4 Turbo (1106 preview) & 0.35384615384615387 & 0.49671109437942507 & 0.5093840050697327 & 0.4907408857345581 & 0.5296852944190042 & 0.5122368717193604 \\
\bottomrule
\end{tabular}}
\caption{Results for efficiency (mmlu_subjects)}
\label{fig:efficiency (mmlu_subjects)}
\end{table*}