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SE predicted by accuracy

The typical standard errors between pairs of models on this dataset as a function of the absolute accuracy.

SE vs accuracy difference

The standard error of each model pair against their observed accuracy difference. Pairs below a reference line differ by more than the corresponding number of standard errors, i.e. they are statistically distinguishable at that level.

CDF of question level accuracy

Results table by model

model pass1 pass@count win_rate count SE(A) SE_x(A) SE_pred(A)
dbrx-base 78.2 78.2 26.4 1 0.39 NaN NaN
Meta-Llama-3-70B 77.6 77.6 25.7 1 0.39 NaN NaN
Mixtral-8x22B-v0.1 77 77 25.3 1 0.4 NaN NaN
Qwen1.5-110B 74.6 74.6 23.2 1 0.41 NaN NaN
llama_65B 73.3 73.3 22.5 1 0.42 NaN NaN
Mixtral-8x7B-v0.1 73.1 73.1 22.2 1 0.42 NaN NaN
deepseek-llm-67b-base 72.9 72.9 21.9 1 0.42 NaN NaN
llama_33B 70.7 70.7 20.5 1 0.43 NaN NaN
Qwen1.5-72B 70.7 70.7 20.8 1 0.43 NaN NaN
llama2_70B 68.7 68.7 19.8 1 0.44 NaN NaN
falcon-40b 67.5 67.5 18.4 1 0.44 NaN NaN
Qwen1.5-32B 65.5 65.5 17.4 1 0.45 NaN NaN
Meta-Llama-3-8B 65.4 65.4 17 1 0.45 NaN NaN
Mistral-7B-v0.1 64.2 64.2 16.2 1 0.45 NaN NaN
llama_13B 63.6 63.6 16.1 1 0.45 NaN NaN
mpt-30b 60.8 60.8 14.6 1 0.46 NaN NaN
llama2_13B 60.4 60.4 14.9 1 0.46 NaN NaN
gemma-7b 60.3 60.3 14.7 1 0.46 NaN NaN
deepseek-moe-16b-base 59.1 59.1 13.7 1 0.46 NaN NaN
llama_07B 56.4 56.4 12.5 1 0.47 NaN NaN
deepseek-llm-7b-base 54.4 54.4 11.5 1 0.47 NaN NaN
Qwen1.5-14B 54 54 11.7 1 0.47 NaN NaN
llama2_07B 52.6 52.6 11.3 1 0.47 NaN NaN
falcon-7b 52.2 52.2 10.5 1 0.47 NaN NaN
stablelm-base-alpha-7b-v2 49.6 49.6 9.56 1 0.47 NaN NaN
stablelm-3b-4e1t 48.7 48.7 9.34 1 0.47 NaN NaN
Qwen1.5-7B 48.1 48.1 9.38 1 0.47 NaN NaN
gemma-2b 42.8 42.8 7.5 1 0.47 NaN NaN
Qwen1.5-4B 39.4 39.4 6.68 1 0.46 NaN NaN
pythia-12b-deduped-v0 37.8 37.8 6.01 1 0.46 NaN NaN
pythia-6.9b-deduped-v0 33.2 33.2 4.82 1 0.44 NaN NaN
Qwen1.5-1.8B 26.2 26.2 3.37 1 0.41 NaN NaN
pythia-2.8b-deduped 24.1 24.1 3.02 1 0.4 NaN NaN
pythia-1b-deduped 14.7 14.7 1.74 1 0.33 NaN NaN
Qwen1.5-0.5B 13.4 13.4 1.51 1 0.32 NaN NaN
pythia-1.4b-deduped-v0 12.7 12.7 1.32 1 0.31 NaN NaN