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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 66.2 66.2 22.7 1 1.1 NaN NaN
Qwen1.5-110B 58.8 58.8 16 1 1.1 NaN NaN
Qwen1.5-72B 57.2 57.2 14.7 1 1.1 NaN NaN
Qwen1.5-14B 56.9 56.9 16.8 1 1.1 NaN NaN
Qwen1.5-32B 56.9 56.9 14.9 1 1.1 NaN NaN
llama2_13B 53.5 53.5 10.5 1 1.1 NaN NaN
Qwen1.5-7B 53.5 53.5 11.8 1 1.1 NaN NaN
llama2_70B 52.5 52.5 9.51 1 1.1 NaN NaN
Meta-Llama-3-70B 52.3 52.3 8.45 1 1.1 NaN NaN
llama_65B 52.1 52.1 8.28 1 1.1 NaN NaN
gemma-7b 51.6 51.6 8.46 1 1.1 NaN NaN
Mixtral-8x22B-v0.1 51.4 51.4 7.93 1 1.1 NaN NaN
falcon-40b 51.3 51.3 8.08 1 1.1 NaN NaN
deepseek-llm-67b-base 50.8 50.8 7.56 1 1.1 NaN NaN
llama_13B 50.6 50.6 7.25 1 1.1 NaN NaN
Mixtral-8x7B-v0.1 50.4 50.4 7.15 1 1.1 NaN NaN
llama_33B 50.2 50.2 7.1 1 1.1 NaN NaN
llama2_07B 50 50 8.77 1 1.1 NaN NaN
Mistral-7B-v0.1 49.4 49.4 6.83 1 1.1 NaN NaN
deepseek-llm-7b-base 49 49 6.61 1 1.1 NaN NaN
Qwen1.5-4B 49 49 9.74 1 1.1 NaN NaN
Meta-Llama-3-8B 48.8 48.8 6.32 1 1.1 NaN NaN
llama_07B 48.8 48.8 6.64 1 1.1 NaN NaN
falcon-7b 48.7 48.7 6.37 1 1.1 NaN NaN
mpt-30b 48.5 48.5 6.48 1 1.1 NaN NaN
gemma-2b 47.6 47.6 6.34 1 1.1 NaN NaN
Qwen1.5-1.8B 47.2 47.2 9.4 1 1.1 NaN NaN
stablelm-base-alpha-7b-v2 47 47 5.67 1 1.1 NaN NaN
pythia-12b-deduped-v0 46.7 46.7 5.66 1 1.1 NaN NaN
deepseek-moe-16b-base 46.6 46.6 5.97 1 1.1 NaN NaN
stablelm-3b-4e1t 46.5 46.5 5.52 1 1.1 NaN NaN
Qwen1.5-0.5B 45.9 45.9 8.38 1 1.1 NaN NaN
pythia-6.9b-deduped-v0 45.5 45.5 5.39 1 1.1 NaN NaN
pythia-2.8b-deduped 45.3 45.3 5.86 1 1.1 NaN NaN
pythia-1b-deduped 44.3 44.3 5.77 1 1.1 NaN NaN
pythia-1.4b-deduped-v0 43.9 43.9 5.92 1 1.1 NaN NaN