nq: by models

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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 48.8 48.8 28.5 1 0.83 NaN NaN
Meta-Llama-3-70B 43.2 43.2 22.5 1 0.82 NaN NaN
Mixtral-8x22B-v0.1 42.2 42.2 21.4 1 0.82 NaN NaN
Qwen1.5-110B 41.6 41.6 21 1 0.82 NaN NaN
llama_65B 38.2 38.2 18.4 1 0.81 NaN NaN
deepseek-llm-67b-base 37.7 37.7 17.8 1 0.81 NaN NaN
Mixtral-8x7B-v0.1 36.9 36.9 17.2 1 0.8 NaN NaN
Qwen1.5-72B 35.9 35.9 16.8 1 0.8 NaN NaN
llama_33B 34.8 34.8 15.6 1 0.79 NaN NaN
llama2_70B 33.3 33.3 15.4 1 0.78 NaN NaN
falcon-40b 33.3 33.3 14.5 1 0.78 NaN NaN
Qwen1.5-32B 30.7 30.7 13.1 1 0.77 NaN NaN
Meta-Llama-3-8B 29.9 29.9 12.3 1 0.76 NaN NaN
Mistral-7B-v0.1 29.2 29.2 11.9 1 0.76 NaN NaN
llama_13B 28.6 28.6 11.7 1 0.75 NaN NaN
llama2_13B 27 27 11.3 1 0.74 NaN NaN
deepseek-moe-16b-base 26.8 26.8 10.5 1 0.74 NaN NaN
mpt-30b 26.1 26.1 10.2 1 0.73 NaN NaN
gemma-7b 24.8 24.8 9.63 1 0.72 NaN NaN
Qwen1.5-14B 23.6 23.6 8.98 1 0.71 NaN NaN
falcon-7b 22.6 22.6 8.25 1 0.7 NaN NaN
llama_07B 22.5 22.5 8.16 1 0.7 NaN NaN
llama2_07B 22.3 22.3 8.5 1 0.69 NaN NaN
deepseek-llm-7b-base 22.1 22.1 8.07 1 0.69 NaN NaN
Qwen1.5-7B 19.1 19.1 6.88 1 0.65 NaN NaN
stablelm-3b-4e1t 17.6 17.6 6.06 1 0.63 NaN NaN
stablelm-base-alpha-7b-v2 16.8 16.8 5.81 1 0.62 NaN NaN
Qwen1.5-4B 15.8 15.8 5.25 1 0.61 NaN NaN
gemma-2b 14.4 14.4 4.81 1 0.58 NaN NaN
pythia-12b-deduped-v0 10.4 10.4 3.21 1 0.51 NaN NaN
Qwen1.5-1.8B 10.1 10.1 3.13 1 0.5 NaN NaN
pythia-6.9b-deduped-v0 8.84 8.84 2.85 1 0.47 NaN NaN
pythia-2.8b-deduped 6.48 6.48 1.84 1 0.41 NaN NaN
Qwen1.5-0.5B 5.43 5.43 1.71 1 0.38 NaN NaN
pythia-1b-deduped 3.71 3.71 1.34 1 0.31 NaN NaN
pythia-1.4b-deduped-v0 2.33 2.33 0.766 1 0.25 NaN NaN