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---
title: Benchlm
colorFrom: gray
colorTo: indigo
sdk: static
pinned: false
license: apache-2.0
short_description: llm benchmarks
---
```
Independent LLM benchmarks for a wide range of models using custom prompts including
category and discipline summaries.
Tests are run using a modified llama.cpp server (supporting logprob completion mode) and/or textsynth server where noted.
METHODOLOGY:
All CoT, code, and math tests are zero shot. A few BBH tests use fewshot examples.
Math CoT test such as GSM8K, APPLE, MATH etc. are self graded against correct answer using LLM under test
If self grade does not work reliably (such as with very small model) the result is zeroed to mark invalid test.
All MC tests do two queries, 1 with answers in test order and 2nd with answers circularly shifted 1.
To score a correct answer in MC both queries must answer correctly.
Winogrande using logprob completion (evaluates the probability of a common completion for the two possible cases).
TESTS:
KNOWLEDGE:
TQA - Truthful QA
JEOPARDY - 100 Question JEOPARDY quiz
LANGUAGE:
LAMBADA - Language Modeling Broadened to Account for Discourse Aspects
UNDERSTANDING:
WG - Winogrande
BOOLQ - Boolean questions
STORYCLOZE - Story questions
OBQA - Open Book Question / Answer
SIQA - Social IQ
RACE - Reading comprehension dataset from examinations
MMLU - massive multitask language understanding
MEDQA - medical QA
REASONING
CSQA - Common Sense Question Answer
COPA - Choice of Plausible Alternatives
HELLASWAG - Hella Situations with Adversarial Generations
PIQA - Physical Interaction: Question Answering
ARC - A12 Reasoning Challenge
AGIEVAL - AGIEval logiqa, lsat, sat
AGIEVALC - Gaokao SAT, logiqa, jec (Chinese)
MUSR - Multimodal Semantic Reasoning
COT:
GSM8K - Grade School Math CoT
BBH - Beyond the Imitation Game Bench Hard CoT
MMLUPRO - massive multitask language understanding pro CoT
AGIEVAL - satmath, aquarat
AGIEVALC - mathcloze, mathqa (Chinese)
MUSR - Multimodal Semantic Reasoning
APPLE - 100 custom Apple Questions
MATH:
MATH1..MATH5 - MATH Datasets level 1 through 5 (Hendrycks et al.)
CODE:
HUMANEVAL - Python
HUMANEVALP - Python, extended test
HUMANEVALX - Python, Java, Javascript, C++
MBPP - Python
MBPPP - Python, extendend test
CRUXEVAL - Python
USE {TEST}FIM FOR FIM TEST, i.e. HUMANEVAL->HUMANEVALFIM
```
GENERAL MODELS:
TEST | EXAONE-3.5-2.4B-Instruct | EXAONE-3.5-7.8B-Instruct | Falcon3-1B-Instruct | Falcon3-7B-Instruct | Falcon3-10B-Instruct | gemma-2-2b-it | gemma-2-9b-it | gemma-2-9b-it | gemma-2-9b-it | gemma-2-27b-it | glm-4-9b-chat | glm-4-9b-chat | granite-3.0-2b-instruct | granite-3.0-8b-instruct | granite-3.1-1b-a400m-instruct | granite-3.1-2b-instruct | granite-3.1-8b-instruct | internlm2_5-7b-chat | Meta-Llama-3-8B-Instruct | Llama-3.1-8B-Instruct | Llama-3.1-8B-Instruct | Llama-3.1-8B-Instruct | Llama-3.1-8B-Instruct | Llama-3.2-1B-Instruct | Llama-3.2-3B-Instruct | Marco-o1 | Ministral-8B-Instruct-2410 | Mistral-7B-Instruct-v0.3 | Mistral-Nemo-12B-Instruct-2407 | openchat-3.5-0106 | openchat-3.6-8b-20240522 | Phi-3-mini-4k-instruct | Phi-3-mini-128k-instruct | Phi-3-mini-128k-instruct | Phi-3.5-mini-8k-instruct | Phi-3.5-mini-128k-instruct | Phi-3-medium-128k-instruct | Phi-4 | Qwen2-7B-Instruct | Qwen2-7B-Instruct | Qwen2.5-3B-32k-Instruct | Qwen2.5-3B-32k-Instruct | Qwen2.5-7B-32k-Instruct | Qwen2.5-7B-32k-Instruct | Qwen2.5-14B-32k-Instruct | Qwen2.5-32B-Instruct | QwQ-32B-Preview | SOLAR-10.7B-Instruct-v1.0 | solar-pro-preview-instruct |
---------------------------------------------|--------------------------|--------------------------|---------------------|---------------------|----------------------|---------------|---------------|---------------|---------------|----------------|---------------|---------------|-------------------------|-------------------------|-------------------------------|-------------------------|-------------------------|---------------------|--------------------------|-----------------------|-----------------------|-----------------------|-----------------------|-----------------------|-----------------------|----------|----------------------------|--------------------------|--------------------------------|-------------------|--------------------------|------------------------|--------------------------|--------------------------|--------------------------|----------------------------|----------------------------|-------|-------------------|-------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|----------------------|-----------------|---------------------------|----------------------------|
params | 2.67B | 7.82B | 1.67B | 7.46B | 10.31B | 2.61B | 9.24B | 9.24B | 9.24B | 27.23B | 9.40B | 9.40B | 2.63B | 8.17B | 1.33B | 2.53B | 8.17B | 7.74B | 8.03B | 8.03B | 8.03B | 8.03B | 8.03B | 1.24B | 3.21B | 7.62B | 8.02B | 7.25B | 12.25B | 7.24B | 8.03B | 3.82B | 3.82B | 3.82B | 3.82B | 3.82B | 13.96B | 14.66B| 7.62B | 7.62B | 3.09B | 3.09B | 7.62B | 7.62B | 14.77B | 32.76B | 32.76B | 10.73B | 22.14B |
quant | IQ4_XS | Q6_K | IQ4_XS | Q6_K | IQ4_XS | Q8_0 | IQ4_XS | Q4_K_M | Q6_K | IQ4_XS | IQ4_XS | Q6_K | Q6_K | Q6_K | Q6_K | Q6_K | IQ4_XS | IQ4_XS | Q6_K | Q4 | IQ4_XS | Q4_K_M | Q6_K | IQ4_XS | Q6_K | IQ4_XS | Q6_K | Q8_0 | IQ4_XS | Q8_0 | Q8_0 | Q8_0 | IQ4_XS | Q6_K | Q6_K | Q6_K | IQ4_XS | IQ4_XS| Q6_K | Q4 | IQ4_XS | Q6_K | IQ4_XS | Q6_K | IQ4_XS | IQ4_XS | IQ4_XS | Q4_K_M | IQ4_XS |
engine | llama.cpp version: 4384 | llama.cpp version: 4291 | llama.cpp version: 4341 | llama.cpp version: 4341 | llama.cpp version: 4341 | llama.cpp version: 3496| llama.cpp version: 3334| llama.cpp version: 3325| llama.cpp version: 3266| llama.cpp version: 3389| llama.cpp version: 3496| llama.cpp version: 3334| llama.cpp version: 3985 | llama.cpp version: 3985 | llama.cpp version: 4384 | llama.cpp version: 4341 | llama.cpp version: 4363 | llama.cpp version: 3496| llama.cpp version: 3266 | textsynth ts_server version 2024-09-30| llama.cpp version: 3707| llama.cpp version: 3731| llama.cpp version: 3428| llama.cpp version: 4341 | llama.cpp version: 3825| llama.cpp version: 4240 | llama.cpp version: 3927 | llama.cpp version: 3262 | llama.cpp version: 3428 | llama.cpp version: 3262| llama.cpp version: 3262 | llama.cpp version: 3520| llama.cpp version: 3565 | llama.cpp version: 3520 | llama.cpp version: 3609 | llama.cpp version: 3600 | llama.cpp version: 3505 | llama.cpp version: 4295 | llama.cpp version: 3609| textsynth ts_server version 2024-09-30| llama.cpp version: 4038 | llama.cpp version: 4038 | llama.cpp version: 3943 | llama.cpp version: 3870 | llama.cpp version: 3821 | llama.cpp version: 3821| llama.cpp version: 4273 | llama.cpp version: 3235 | llama.cpp version: 3790 |
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WG | 0.636 | 0.696 | 0.600 | 0.670 | 0.700 | 0.701 | 0.756 | 0.761 | 0.762 | 0.772 | 0.759 | 0.753 | 0.679 | 0.719 | 0.609 | 0.700 | 0.752 | 0.822 | 0.707 | 0.740 | 0.750 | 0.745 | 0.741 | 0.612 | 0.685 | 0.695 | 0.748 | 0.751 | 0.770 | 0.783 | 0.760 | 0.737 | 0.728 | 0.727 | 0.744 | 0.734 | 0.744 | 0.708 | 0.705 | 0.681 | 0.687 | 0.695 | 0.709 | 0.709 | 0.754 | 0.746 | 0.750 | 0.759 | 0.779 |
LAMBADA | 0.613 | 0.680 | 0.524 | 0.688 | 0.692 | 0.624 | 0.733 | 0.732 | 0.735 | 0.755 | 0.786 | 0.783 | 0.746 | 0.799 | 0.665 | 0.732 | 0.790 | 0.732 | 0.710 | 0.729 | 0.740 | 0.738 | 0.747 | 0.610 | 0.705 | 0.715 | 0.776 | 0.766 | 0.714 | 0.744 | 0.733 | 0.613 | 0.638 | 0.618 | 0.677 | 0.613 | 0.632 | 0.750 | 0.735 | 0.564 | 0.685 | 0.682 | 0.722 | 0.724 | 0.769 | 0.781 | 0.780 | 0.654 | 0.708 |
HELLASWAG | 0.646 | 0.788 | 0.308 | 0.684 | 0.716 | 0.496 | 0.766 | 0.798 | 0.775 | 0.810 | 0.834 | 0.840 | 0.583 | 0.696 | 0.053 | 0.517 | 0.693 | 0.916 | 0.667 | 0.739 | 0.684 | 0.696 | 0.696 | 0.293 | 0.559 | 0.809 | 0.835 | 0.591 | 0.726 | 0.800 | 0.824 | 0.738 | 0.695 | 0.743 | 0.716 | 0.669 | 0.807 | 0.801 | 0.755 | 0.765 | 0.670 | 0.713 | 0.820 | 0.822 | 0.863 | 0.894 | 0.875 | 0.826 | 0.823 |
BOOLQ | 0.533 | 0.582 | 0.364 | 0.591 | 0.621 | 0.542 | 0.684 | 0.701 | 0.687 | 0.739 | 0.633 | 0.625 | 0.540 | 0.594 | 0.558 | 0.204 | 0.576 | 0.572 | 0.609 | 0.621 | 0.587 | 0.576 | 0.610 | 0.023 | 0.478 | 0.624 | 0.574 | 0.658 | 0.677 | 0.719 | 0.677 | 0.577 | 0.562 | 0.540 | 0.562 | 0.573 | 0.635 | 0.653 | 0.633 | 0.575 | 0.517 | 0.533 | 0.617 | 0.623 | 0.647 | 0.701 | 0.629 | 0.651 | 0.665 |
STORYCLOZE | 0.922 | 0.950 | 0.774 | 0.949 | 0.947 | 0.877 | 0.948 | 0.959 | 0.958 | 0.973 | 0.967 | 0.976 | 0.925 | 0.924 | 0.440 | 0.864 | 0.955 | 0.996 | 0.930 | 0.685 | 0.884 | 0.859 | 0.895 | 0.421 | 0.870 | 0.895 | 0.937 | 0.917 | 0.921 | 0.982 | 0.980 | 0.907 | 0.906 | 0.891 | 0.531 | 0.921 | 0.969 | 0.754 | 0.959 | 0.964 | 0.913 | 0.896 | 0.920 | 0.915 | 0.938 | 0.981 | 0.964 | 0.973 | 0.949 |
CSQA | 0.647 | 0.740 | 0.488 | 0.725 | 0.746 | 0.631 | 0.741 | 0.751 | 0.751 | 0.763 | 0.727 | 0.733 | 0.615 | 0.692 | 0.098 | 0.587 | 0.686 | 0.760 | 0.639 | 0.732 | 0.698 | 0.678 | 0.686 | 0.404 | 0.642 | 0.760 | 0.669 | 0.627 | 0.664 | 0.796 | 0.875 | 0.679 | 0.656 | 0.675 | 0.669 | 0.660 | 0.751 | 0.740 | 0.728 | 0.726 | 0.701 | 0.717 | 0.768 | 0.781 | 0.795 | 0.823 | 0.796 | 0.714 | 0.726 |
OBQA | 0.660 | 0.773 | 0.380 | 0.761 | 0.745 | 0.647 | 0.841 | 0.846 | 0.846 | 0.860 | 0.821 | 0.802 | 0.605 | 0.714 | 0.119 | 0.575 | 0.719 | 0.818 | 0.685 | 0.787 | 0.738 | 0.753 | 0.765 | 0.394 | 0.709 | 0.800 | 0.769 | 0.676 | 0.730 | 0.834 | 0.803 | 0.773 | 0.750 | 0.761 | 0.751 | 0.720 | 0.830 | 0.857 | 0.800 | 0.771 | 0.700 | 0.731 | 0.802 | 0.804 | 0.863 | 0.904 | 0.882 | 0.794 | 0.812 |
COPA | 0.842 | 0.907 | 0.612 | 0.870 | 0.903 | 0.823 | 0.923 | 0.926 | 0.925 | 0.949 | 0.955 | 0.944 | 0.806 | 0.844 | 0.222 | 0.809 | 0.884 | 0.927 | 0.886 | 0.908 | 0.878 | 0.859 | 0.889 | 0.557 | 0.749 | 0.922 | 0.887 | 0.812 | 0.859 | 0.967 | 0.947 | 0.890 | 0.898 | 0.884 | 0.884 | 0.870 | 0.924 | 0.934 | 0.923 | 0.912 | 0.841 | 0.858 | 0.925 | 0.919 | 0.935 | 0.958 | 0.936 | 0.910 | 0.940 |
PIQA | 0.624 | 0.722 | 0.233 | 0.696 | 0.732 | 0.591 | 0.799 | 0.803 | 0.801 | 0.841 | 0.773 | 0.779 | 0.497 | 0.712 | 0.171 | 0.593 | 0.720 | 0.787 | 0.681 | 0.819 | 0.707 | 0.716 | 0.725 | 0.342 | 0.637 | 0.769 | 0.694 | 0.708 | 0.777 | 0.794 | 0.771 | 0.761 | 0.745 | 0.741 | 0.733 | 0.677 | 0.827 | 0.832 | 0.784 | 0.778 | 0.695 | 0.713 | 0.794 | 0.807 | 0.848 | 0.870 | 0.829 | 0.799 | 0.803 |
SIQA | 0.667 | 0.697 | 0.425 | 0.658 | 0.688 | 0.597 | 0.691 | 0.694 | 0.693 | 0.731 | 0.664 | 0.665 | 0.627 | 0.678 | 0.139 | 0.592 | 0.684 | 0.735 | 0.624 | 0.712 | 0.634 | 0.643 | 0.648 | 0.374 | 0.622 | 0.713 | 0.684 | 0.620 | 0.655 | 0.730 | 0.726 | 0.675 | 0.662 | 0.675 | 0.667 | 0.661 | 0.729 | 0.639 | 0.699 | 0.696 | 0.656 | 0.663 | 0.721 | 0.712 | 0.746 | 0.742 | 0.714 | 0.727 | 0.716 |
MEDQA | 0.262 | 0.374 | 0.141 | 0.420 | 0.430 | 0.286 | 0.492 | 0.498 | 0.501 | 0.549 | 0.436 | 0.445 | 0.242 | 0.336 | 0.032 | 0.223 | 0.359 | 0.389 | 0.486 | 0.556 | 0.491 | 0.482 | 0.500 | 0.150 | 0.413 | 0.422 | 0.399 | 0.334 | 0.465 | 0.372 | 0.427 | 0.457 | 0.421 | 0.446 | 0.423 | 0.395 | 0.553 | 0.560 | 0.391 | 0.380 | 0.344 | 0.363 | 0.453 | 0.458 | 0.542 | 0.610 | 0.598 | 0.368 | 0.538 |
JEOPARDY | 0.170 | 0.420 | 0.010 | 0.400 | 0.310 | 0.220 | 0.510 | 0.570 | 0.550 | 0.740 | 0.370 | 0.420 | 0.230 | 0.470 | 0.960 | 0 | 0.400 | 0.300 | 0.370 | 0.450 | 0.500 | 0.390 | 0.510 | 0 | 0.350 | 0.250 | 0.330 | 0.490 | 0.470 | 0.450 | 0.510 | 0.300 | 0.220 | 0.250 | 0.320 | 0.250 | 0.460 | 0.550 | 0.200 | 0.250 | 0.120 | 0.120 | 0.300 | 0.290 | 0.540 | 0.600 | 0.600 | 0.480 | 0.480 |
GSM8K | 0.814 | 0.902 | 0.485 | 0.890 | 0.918 | 0.645 | 0.878 | 0.881 | 0.890 | 0.899 | 0.855 | 0.839 | 0.712 | 0.811 | 0.416 | 0.741 | 0.843 | 0.855 | 0.817 | 0.851 | 0.859 | 0.859 | 0.872 | 0.490 | 0.822 | 0.912 | 0.887 | 0.611 | 0.828 | 0.775 | 0.811 | 0.870 | 0.706 | 0.833 | 0.855 | 0.714 | 0.667 | 0.946 | 0.871 | 0.535 | 0.829 | 0.856 | 0.909 | 0.917 | 0.938 | 0.950 | 0.962 | 0.730 | 0.812 |
APPLE | 0.540 | 0.720 | 0.150 | 0.810 | 0.740 | 0.350 | 0.700 | 0.690 | 0.750 | 0.730 | 0.630 | 0.610 | 0.370 | 0.590 | 0.150 | 0.410 | 0.560 | 0.650 | 0.580 | - | 0.600 | 0.690 | 0.690 | 0.230 | 0.610 | 0.710 | 0.760 | 0.390 | 0.690 | 0.500 | 0.520 | 0.610 | 0.480 | 0.540 | 0.560 | 0.560 | 0.650 | 0.910 | 0.630 | - | 0.640 | 0.560 | 0.740 | 0.750 | 0.830 | 0.860 | 0.870 | 0.510 | 0.650 |
HUMANEVAL | 0.725 | 0.804 | 0.115 | 0.737 | 0.774 | 0.408 | 0.646 | 0.621 | 0.658 | 0.743 | 0.737 | 0.731 | 0.469 | 0.621 | 0.359 | 0.536 | 0.689 | 0.317 | 0.591 | 0.652 | 0.634 | 0.628 | 0.652 | 0.298 | 0.585 | 0.810 | 0.768 | 0.390 | 0.689 | 0.310 | 0.689 | 0.707 | 0.628 | 0.652 | 0.682 | 0.621 | 0.268 | 0.847 | 0.719 | 0.567 | 0.695 | 0.780 | 0.798 | 0.817 | 0.804 | 0.884 | 0.414 | 0.402 | 0.506 |
HUMANEVALP | 0.646 | 0.701 | 0.073 | 0.628 | 0.664 | 0.310 | 0.548 | 0.530 | 0.548 | 0.615 | 0.615 | 0.634 | 0.402 | 0.536 | 0.286 | 0.469 | 0.591 | 0.250 | 0.335 | 0.524 | 0.518 | 0.524 | 0.536 | 0.225 | 0.475 | 0.701 | 0.628 | 0.329 | 0.554 | 0.304 | 0.579 | 0.603 | 0.524 | 0.567 | 0.591 | 0.524 | 0.219 | 0.725 | 0.609 | 0.475 | 0.615 | 0.682 | 0.670 | 0.658 | 0.676 | 0.768 | 0.359 | 0.286 | 0.432 |
MBPP | 0.548 | 0.618 | 0.334 | 0.669 | 0.653 | 0.459 | 0.591 | 0.595 | 0.595 | 0.642 | 0.579 | 0.591 | 0.470 | 0.548 | 0.424 | 0.513 | 0.591 | 0.521 | 0.050 | 0.544 | 0.575 | 0.583 | 0.564 | 0.381 | 0.498 | 0.642 | 0.626 | 0.451 | 0.513 | 0.470 | 0.326 | 0.536 | 0.482 | 0.451 | 0.610 | 0.498 | 0.412 | 0.673 | 0.587 | 0.501 | 0.595 | 0.599 | 0.669 | 0.661 | 0.669 | 0.684 | 0.404 | 0.373 | 0.330 |
MBPPP | 0.508 | 0.575 | 0.312 | 0.625 | 0.611 | 0.441 | 0.575 | 0.575 | 0.584 | 0.638 | 0.562 | 0.575 | 0.433 | 0.517 | 0.392 | 0.504 | 0.522 | 0.477 | 0.049 | 0.526 | 0.526 | 0.535 | 0.540 | 0.397 | 0.482 | 0.611 | 0.580 | 0.397 | 0.428 | 0.410 | 0.151 | 0.482 | 0.459 | 0.450 | 0.575 | 0.477 | 0.401 | 0.651 | 0.580 | 0.495 | 0.540 | 0.584 | 0.633 | 0.651 | 0.633 | 0.700 | 0.392 | 0.366 | 0.321 |
HUMANEVALFIM | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 0.512 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
HUMANEVALX_cpp | 0.420 | 0.597 | 0.054 | 0.506 | 0.603 | 0.152 | 0.500 | 0.500 | 0.512 | 0.579 | 0.439 | 0.432 | 0.231 | 0.347 | 0.213 | 0.268 | 0.408 | 0.231 | 0.317 | 0.256 | 0.420 | 0.445 | 0.457 | 0.158 | 0.323 | 0.310 | 0.573 | 0.225 | 0.292 | 0.347 | 0.060 | 0.262 | 0.243 | 0.243 | 0.280 | 0.219 | 0 | 0.676 | 0.542 | 0.384 | 0.420 | 0.237 | 0.475 | 0.554 | 0.323 | 0.701 | 0.378 | 0.237 | 0.219 |
HUMANEVALX_java | 0.536 | 0.689 | 0.042 | 0.640 | 0.719 | 0.390 | 0.628 | 0.640 | 0.640 | 0.768 | 0.207 | 0.628 | 0.353 | 0.365 | 0.231 | 0.390 | 0.518 | 0.170 | 0.079 | 0.036 | 0.396 | 0.097 | 0.487 | 0 | 0.439 | 0.634 | 0.731 | 0.256 | 0.201 | 0.170 | 0.073 | 0.493 | 0.030 | 0.024 | 0.079 | 0.060 | 0 | 0.634 | 0.628 | 0.365 | 0.640 | 0.615 | 0.695 | 0.737 | 0.780 | 0.865 | 0.097 | 0.347 | 0 |
HUMANEVALX_js | 0.573 | 0.731 | 0.115 | 0.676 | 0.652 | 0.353 | 0.548 | 0.567 | 0.579 | 0.743 | 0.628 | 0.628 | 0.426 | 0.560 | 0.213 | 0.451 | 0.573 | 0.518 | 0.079 | 0.548 | 0.542 | 0.548 | 0.560 | 0.243 | 0.067 | 0.750 | 0.701 | 0.402 | 0.615 | 0.170 | 0.018 | 0.567 | 0.378 | 0.524 | 0.560 | 0.451 | 0.219 | 0.786 | 0.731 | 0.560 | 0.646 | 0.689 | 0.719 | 0.750 | 0.798 | 0.847 | 0.493 | 0.048 | 0.359 |
HUMANEVALX | 0.510 | 0.672 | 0.071 | 0.607 | 0.658 | 0.298 | 0.558 | 0.569 | 0.577 | 0.697 | 0.424 | 0.563 | 0.337 | 0.424 | 0.219 | 0.369 | 0.500 | 0.306 | 0.158 | 0.280 | 0.453 | 0.363 | 0.502 | 0.134 | 0.276 | 0.565 | 0.668 | 0.294 | 0.369 | 0.229 | 0.050 | 0.441 | 0.217 | 0.264 | 0.306 | 0.243 | 0.073 | 0.699 | 0.634 | 0.436 | 0.569 | 0.514 | 0.630 | 0.680 | 0.634 | 0.804 | 0.323 | 0.211 | 0.193 |
CRUXEVAL_input | 0.333 | 0.377 | 0.210 | 0.411 | 0.448 | 0.321 | 0.455 | 0.443 | 0.462 | 0.485 | 0.416 | 0.406 | 0.288 | 0.317 | 0.077 | 0.298 | 0.448 | 0.367 | 0.340 | 0.405 | 0.408 | 0.440 | 0.435 | 0.162 | 0.353 | 0.367 | 0.428 | 0.276 | 0.442 | 0.323 | 0.383 | 0.372 | 0.375 | 0.390 | 0.398 | 0.388 | 0.456 | 0.447 | 0.351 | 0.298 | 0.350 | 0.331 | 0.387 | 0.412 | 0.541 | 0.517 | 0.200 | 0.131 | 0.438 |
CRUXEVAL_output | 0.262 | 0.348 | 0.152 | 0.355 | 0.410 | 0.280 | 0.373 | 0.372 | 0.375 | 0.482 | 0.356 | 0.338 | 0.282 | 0.351 | 0.171 | 0.253 | 0.336 | 0.276 | 0.318 | 0.352 | 0.341 | 0.356 | 0.360 | 0.201 | 0.291 | 0.403 | 0.377 | 0.303 | 0.365 | 0.318 | 0.323 | 0.340 | 0.321 | 0.340 | 0.342 | 0.296 | 0.423 | 0.463 | 0.050 | 0.175 | 0.275 | 0.311 | 0.382 | 0.386 | 0.471 | 0.455 | 0.368 | 0.222 | 0.388 |
CRUXEVAL | 0.298 | 0.363 | 0.181 | 0.383 | 0.429 | 0.300 | 0.414 | 0.408 | 0.418 | 0.483 | 0.386 | 0.372 | 0.285 | 0.334 | 0.124 | 0.276 | 0.392 | 0.321 | 0.329 | 0.378 | 0.375 | 0.398 | 0.397 | 0.181 | 0.322 | 0.385 | 0.403 | 0.290 | 0.403 | 0.321 | 0.353 | 0.356 | 0.348 | 0.365 | 0.370 | 0.342 | 0.440 | 0.455 | 0.200 | 0.236 | 0.312 | 0.321 | 0.385 | 0.399 | 0.506 | 0.486 | 0.284 | 0.176 | 0.413 |
CRUXEVALFIM_input | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 0.195 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
CRUXEVALFIM_output | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 0.026 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
CRUXEVALFIM | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 0.110 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
TQA_mc | 0.537 | 0.674 | 0.146 | 0.523 | 0.510 | 0.356 | 0.679 | 0.696 | 0.701 | 0.767 | 0.636 | 0.640 | 0.402 | 0.559 | 0.072 | 0.376 | 0.576 | 0.648 | 0.507 | 0.629 | 0.626 | 0.630 | 0.564 | 0.274 | 0.555 | 0.583 | 0.561 | 0.549 | 0.542 | 0.624 | 0.547 | 0.653 | 0.631 | 0.643 | 0.621 | 0.581 | 0.742 | 0.725 | 0.503 | 0.532 | 0.516 | 0.548 | 0.654 | 0.657 | 0.747 | 0.804 | 0.795 | 0.563 | 0.709 |
TQA_tf | 0.510 | 0.647 | 0.381 | 0.410 | 0.431 | 0.510 | 0.675 | 0.719 | 0.692 | 0.725 | 0.484 | 0.457 | 0.421 | 0.473 | 0.250 | 0.510 | 0.343 | 0.593 | 0.504 | 0.643 | 0.552 | 0.563 | 0.512 | 0.063 | 0.566 | 0.569 | 0.572 | 0.548 | 0.479 | 0.548 | 0.536 | 0.578 | 0.532 | 0.541 | 0.483 | 0.487 | 0.670 | 0.686 | 0.435 | 0.602 | 0.414 | 0.300 | 0.574 | 0.568 | 0.706 | 0.731 | 0.523 | 0.487 | 0.485 |
TQA | 0.514 | 0.650 | 0.354 | 0.423 | 0.440 | 0.492 | 0.675 | 0.716 | 0.693 | 0.730 | 0.502 | 0.478 | 0.419 | 0.483 | 0.229 | 0.495 | 0.370 | 0.599 | 0.505 | 0.641 | 0.560 | 0.571 | 0.518 | 0.088 | 0.565 | 0.571 | 0.571 | 0.548 | 0.486 | 0.556 | 0.537 | 0.587 | 0.544 | 0.553 | 0.499 | 0.498 | 0.679 | 0.691 | 0.442 | 0.594 | 0.426 | 0.329 | 0.583 | 0.578 | 0.711 | 0.740 | 0.554 | 0.496 | 0.511 |
ARC_challenge | 0.709 | 0.825 | 0.374 | 0.809 | 0.819 | 0.671 | 0.874 | 0.881 | 0.882 | 0.897 | 0.835 | 0.853 | 0.614 | 0.742 | 0.063 | 0.599 | 0.744 | 0.812 | 0.732 | 0.794 | 0.769 | 0.766 | 0.776 | 0.342 | 0.706 | 0.825 | 0.775 | 0.688 | 0.773 | 0.797 | 0.819 | 0.838 | 0.808 | 0.833 | 0.813 | 0.802 | 0.888 | 0.911 | 0.818 | 0.796 | 0.750 | 0.777 | 0.843 | 0.851 | 0.911 | 0.934 | 0.917 | 0.755 | 0.871 |
ARC_easy | 0.865 | 0.937 | 0.598 | 0.925 | 0.933 | 0.846 | 0.949 | 0.950 | 0.952 | 0.963 | 0.933 | 0.940 | 0.808 | 0.893 | 0.105 | 0.783 | 0.887 | 0.936 | 0.883 | 0.914 | 0.898 | 0.904 | 0.906 | 0.576 | 0.843 | 0.937 | 0.910 | 0.843 | 0.908 | 0.910 | 0.914 | 0.943 | 0.926 | 0.935 | 0.934 | 0.932 | 0.965 | 0.970 | 0.923 | 0.918 | 0.895 | 0.904 | 0.945 | 0.946 | 0.969 | 0.978 | 0.975 | 0.899 | 0.962 |
ARC | 0.813 | 0.900 | 0.524 | 0.886 | 0.895 | 0.788 | 0.925 | 0.927 | 0.929 | 0.941 | 0.901 | 0.911 | 0.744 | 0.843 | 0.091 | 0.722 | 0.839 | 0.895 | 0.833 | 0.874 | 0.855 | 0.858 | 0.863 | 0.498 | 0.798 | 0.900 | 0.866 | 0.792 | 0.864 | 0.873 | 0.883 | 0.908 | 0.887 | 0.901 | 0.894 | 0.889 | 0.939 | 0.950 | 0.888 | 0.878 | 0.847 | 0.862 | 0.911 | 0.915 | 0.950 | 0.963 | 0.956 | 0.851 | 0.932 |
RACE_high | 0.626 | 0.753 | 0.431 | 0.698 | 0.730 | 0.580 | 0.817 | 0.817 | 0.802 | 0.833 | 0.788 | 0.787 | 0.553 | 0.642 | 0.066 | 0.469 | 0.631 | 0.826 | 0.641 | 0.756 | 0.679 | 0.676 | 0.679 | 0.377 | 0.589 | 0.771 | 0.736 | 0.607 | 0.726 | 0.771 | 0.773 | 0.696 | 0.625 | 0.648 | 0.613 | 0.625 | 0.779 | 0.819 | 0.779 | 0.762 | 0.698 | 0.712 | 0.779 | 0.788 | 0.852 | 0.882 | 0.871 | 0.741 | 0.764 |
RACE_middle | 0.704 | 0.806 | 0.463 | 0.777 | 0.793 | 0.610 | 0.860 | 0.860 | 0.849 | 0.883 | 0.816 | 0.825 | 0.631 | 0.735 | 0.089 | 0.579 | 0.706 | 0.863 | 0.708 | 0.817 | 0.747 | 0.744 | 0.734 | 0.396 | 0.680 | 0.825 | 0.800 | 0.696 | 0.782 | 0.807 | 0.834 | 0.750 | 0.697 | 0.722 | 0.706 | 0.692 | 0.832 | 0.861 | 0.827 | 0.811 | 0.775 | 0.776 | 0.841 | 0.853 | 0.887 | 0.923 | - | 0.809 | 0.824 |
RACE | 0.648 | 0.769 | 0.440 | 0.721 | 0.748 | 0.589 | 0.830 | 0.829 | 0.816 | 0.847 | 0.796 | 0.798 | 0.576 | 0.669 | 0.072 | 0.501 | 0.653 | 0.837 | 0.660 | 0.774 | 0.699 | 0.696 | 0.695 | 0.382 | 0.615 | 0.786 | 0.755 | 0.633 | 0.743 | 0.781 | 0.791 | 0.712 | 0.646 | 0.670 | 0.640 | 0.645 | 0.795 | 0.831 | 0.793 | 0.776 | 0.720 | 0.730 | 0.797 | 0.807 | 0.862 | 0.894 | 0.871 | 0.761 | 0.781 |
MMLU
abstract_algebra | 0.220 | 0.350 | 0.180 | 0.410 | 0.450 | 0.140 | 0.320 | 0.320 | 0.330 | 0.310 | 0.220 | 0.210 | 0.170 | 0.200 | 0.020 | 0.140 | 0.270 | 0.230 | 0.140 | 0.390 | 0.210 | 0.140 | 0.200 | 0.140 | 0.270 | 0.370 | 0.210 | 0.190 | 0.330 | 0.220 | 0.170 | 0.340 | 0.330 | 0.250 | 0.300 | 0.210 | 0.390 | 0.410 | 0.480 | 0.370 | 0.240 | 0.250 | 0.440 | 0.430 | 0.570 | 0.600 | - | 0.140 | 0.340 |
anatomy | 0.370 | 0.540 | 0.318 | 0.577 | 0.592 | 0.414 | 0.604 | 0.611 | 0.626 | 0.607 | 0.503 | 0.511 | 0.362 | 0.474 | 0.066 | 0.407 | 0.511 | 0.614 | 0.544 | 0.688 | 0.540 | 0.511 | 0.555 | 0.348 | 0.540 | 0.585 | 0.540 | 0.447 | 0.555 | 0.552 | 0.537 | 0.562 | 0.540 | 0.577 | 0.570 | 0.585 | 0.666 | 0.703 | 0.488 | 0.488 | 0.525 | 0.562 | 0.622 | 0.622 | 0.644 | 0.733 | - | 0.477 | 0.607 |
astronomy | 0.513 | 0.723 | 0.263 | 0.736 | 0.756 | 0.467 | 0.753 | 0.740 | 0.760 | 0.828 | 0.644 | 0.651 | 0.519 | 0.651 | 0.059 | 0.493 | 0.631 | 0.723 | 0.640 | 0.723 | 0.651 | 0.657 | 0.677 | 0.421 | 0.565 | 0.756 | 0.671 | 0.573 | 0.651 | 0.620 | 0.646 | 0.710 | 0.684 | 0.677 | 0.703 | 0.703 | 0.796 | 0.776 | 0.723 | 0.651 | 0.618 | 0.657 | 0.763 | 0.769 | 0.868 | 0.875 | - | 0.586 | 0.756 |
business_ethics | 0.550 | 0.600 | 0.260 | 0.570 | 0.560 | 0.430 | 0.620 | 0.630 | 0.620 | 0.670 | 0.570 | 0.610 | 0.460 | 0.490 | 0.020 | 0.400 | 0.530 | 0.640 | 0.510 | 0.640 | 0.540 | 0.520 | 0.550 | 0.280 | 0.480 | 0.640 | 0.540 | 0.520 | 0.630 | 0.540 | 0.530 | 0.620 | 0.570 | 0.620 | 0.620 | 0.620 | 0.710 | 0.740 | 0.670 | 0.620 | 0.630 | 0.590 | 0.680 | 0.710 | 0.750 | 0.800 | - | 0.570 | 0.740 |
clinical_knowledge | 0.528 | 0.649 | 0.373 | 0.652 | 0.683 | 0.550 | 0.724 | 0.743 | 0.743 | 0.788 | 0.618 | 0.622 | 0.490 | 0.584 | 0.105 | 0.475 | 0.656 | 0.716 | 0.690 | 0.750 | 0.656 | 0.698 | 0.675 | 0.298 | 0.592 | 0.701 | 0.664 | 0.581 | 0.664 | 0.637 | 0.649 | 0.716 | 0.709 | 0.686 | 0.713 | 0.698 | 0.750 | 0.781 | 0.686 | 0.671 | 0.633 | 0.645 | 0.709 | 0.713 | 0.803 | 0.815 | - | 0.577 | 0.735 |
college_biology | 0.590 | 0.715 | 0.340 | 0.763 | 0.777 | 0.625 | 0.847 | 0.833 | 0.854 | 0.895 | 0.687 | 0.715 | 0.486 | 0.659 | 0.013 | 0.465 | 0.673 | 0.701 | 0.652 | 0.777 | 0.722 | 0.687 | 0.722 | 0.250 | 0.625 | 0.736 | 0.708 | 0.625 | 0.694 | 0.631 | 0.659 | 0.812 | 0.756 | 0.791 | 0.805 | 0.763 | 0.819 | 0.868 | 0.743 | 0.701 | 0.694 | 0.694 | 0.784 | 0.784 | 0.854 | 0.923 | - | 0.618 | 0.833 |
college_chemistry | 0.320 | 0.390 | 0.180 | 0.470 | 0.430 | 0.330 | 0.440 | 0.450 | 0.470 | 0.430 | 0.380 | 0.380 | 0.340 | 0.350 | 0.020 | 0.310 | 0.380 | 0.410 | 0.380 | 0.490 | 0.390 | 0.390 | 0.400 | 0.160 | 0.310 | 0.400 | 0.370 | 0.350 | 0.340 | 0.380 | 0.400 | 0.440 | 0.450 | 0.450 | 0.460 | 0.430 | 0.440 | 0.520 | 0.380 | 0.340 | 0.310 | 0.370 | 0.480 | 0.490 | 0.460 | 0.530 | - | 0.330 | 0.450 |
college_computer_science | 0.360 | 0.520 | 0.110 | 0.540 | 0.590 | 0.290 | 0.480 | 0.460 | 0.460 | 0.580 | 0.470 | 0.480 | 0.250 | 0.400 | 0.060 | 0.260 | 0.400 | 0.490 | 0.340 | 0.500 | 0.380 | 0.340 | 0.400 | 0.200 | 0.350 | 0.550 | 0.410 | 0.320 | 0.400 | 0.440 | 0.400 | 0.480 | 0.470 | 0.440 | 0.480 | 0.410 | 0.510 | 0.600 | 0.520 | 0.460 | 0.390 | 0.460 | 0.620 | 0.590 | 0.630 | 0.720 | - | 0.370 | 0.480 |
college_mathematics | 0.170 | 0.240 | 0.090 | 0.320 | 0.320 | 0.100 | 0.290 | 0.270 | 0.260 | 0.300 | 0.240 | 0.280 | 0.120 | 0.180 | 0.030 | 0.200 | 0.200 | 0.230 | 0.200 | 0.330 | 0.220 | 0.200 | 0.260 | 0.150 | 0.210 | 0.310 | 0.180 | 0.180 | 0.180 | 0.200 | 0.200 | 0.300 | 0.270 | 0.200 | 0.270 | 0.170 | 0.340 | 0.340 | 0.260 | 0.280 | 0.200 | 0.180 | 0.380 | 0.350 | 0.490 | 0.540 | - | 0.170 | 0.310 |
college_medicine | 0.497 | 0.618 | 0.283 | 0.566 | 0.612 | 0.491 | 0.635 | 0.641 | 0.658 | 0.716 | 0.572 | 0.589 | 0.439 | 0.520 | 0.034 | 0.473 | 0.514 | 0.606 | 0.543 | 0.664 | 0.612 | 0.624 | 0.589 | 0.254 | 0.491 | 0.583 | 0.543 | 0.456 | 0.572 | 0.566 | 0.543 | 0.618 | 0.572 | 0.572 | 0.612 | 0.566 | 0.682 | 0.728 | 0.589 | 0.549 | 0.560 | 0.606 | 0.606 | 0.624 | 0.710 | 0.739 | - | 0.485 | 0.653 |
college_physics | 0.284 | 0.343 | 0.186 | 0.372 | 0.411 | 0.235 | 0.401 | 0.382 | 0.352 | 0.421 | 0.313 | 0.323 | 0.215 | 0.225 | 0.088 | 0.215 | 0.274 | 0.362 | 0.313 | 0.450 | 0.313 | 0.294 | 0.313 | 0.205 | 0.303 | 0.333 | 0.264 | 0.254 | 0.245 | 0.205 | 0.303 | 0.362 | 0.392 | 0.352 | 0.333 | 0.294 | 0.372 | 0.529 | 0.343 | 0.333 | 0.382 | 0.392 | 0.401 | 0.372 | 0.519 | 0.656 | - | 0.245 | 0.382 |
computer_security | 0.590 | 0.590 | 0.370 | 0.710 | 0.690 | 0.580 | 0.710 | 0.740 | 0.730 | 0.710 | 0.710 | 0.730 | 0.630 | 0.690 | 0.070 | 0.560 | 0.670 | 0.690 | 0.680 | 0.770 | 0.700 | 0.690 | 0.690 | 0.360 | 0.620 | 0.740 | 0.640 | 0.600 | 0.680 | 0.670 | 0.660 | 0.700 | 0.690 | 0.680 | 0.700 | 0.650 | 0.700 | 0.730 | 0.650 | 0.670 | 0.650 | 0.690 | 0.720 | 0.710 | 0.730 | 0.800 | - | 0.610 | 0.700 |
conceptual_physics | 0.374 | 0.570 | 0.234 | 0.680 | 0.680 | 0.395 | 0.608 | 0.629 | 0.638 | 0.727 | 0.561 | 0.587 | 0.353 | 0.463 | 0.029 | 0.314 | 0.442 | 0.612 | 0.404 | 0.570 | 0.455 | 0.476 | 0.463 | 0.208 | 0.361 | 0.587 | 0.404 | 0.365 | 0.446 | 0.468 | 0.472 | 0.604 | 0.519 | 0.565 | 0.565 | 0.553 | 0.685 | 0.748 | 0.561 | 0.557 | 0.485 | 0.519 | 0.642 | 0.642 | 0.800 | 0.834 | - | 0.442 | 0.693 |
econometrics | 0.289 | 0.403 | 0.122 | 0.649 | 0.587 | 0.271 | 0.566 | 0.566 | 0.557 | 0.587 | 0.456 | 0.464 | 0.228 | 0.377 | 0.035 | 0.219 | 0.412 | 0.482 | 0.371 | 0.552 | 0.447 | 0.438 | 0.482 | 0.114 | 0.359 | 0.535 | 0.333 | 0.318 | 0.429 | 0.362 | 0.424 | 0.535 | 0.473 | 0.456 | 0.456 | 0.421 | 0.543 | 0.596 | 0.535 | 0.508 | 0.421 | 0.438 | 0.605 | 0.596 | 0.649 | 0.675 | - | 0.345 | 0.526 |
electrical_engineering | 0.406 | 0.489 | 0.220 | 0.641 | 0.648 | 0.462 | 0.558 | 0.558 | 0.558 | 0.593 | 0.544 | 0.572 | 0.358 | 0.427 | 0.048 | 0.337 | 0.420 | 0.544 | 0.468 | 0.641 | 0.558 | 0.496 | 0.524 | 0.248 | 0.462 | 0.586 | 0.455 | 0.393 | 0.482 | 0.468 | 0.510 | 0.510 | 0.544 | 0.468 | 0.496 | 0.475 | 0.565 | 0.634 | 0.606 | 0.524 | 0.441 | 0.434 | 0.606 | 0.606 | 0.648 | 0.703 | - | 0.324 | 0.586 |
elementary_mathematics | 0.312 | 0.462 | 0.113 | 0.505 | 0.497 | 0.261 | 0.484 | 0.470 | 0.476 | 0.476 | 0.367 | 0.373 | 0.171 | 0.277 | 0.044 | 0.211 | 0.293 | 0.529 | 0.296 | 0.481 | 0.333 | 0.312 | 0.357 | 0.134 | 0.280 | 0.526 | 0.309 | 0.222 | 0.312 | 0.283 | 0.304 | 0.428 | 0.412 | 0.373 | 0.423 | 0.388 | 0.537 | 0.544 | 0.481 | 0.497 | 0.407 | 0.417 | 0.560 | 0.568 | 0.791 | 0.838 | - | 0.304 | 0.455 |
formal_logic | 0.341 | 0.468 | 0.182 | 0.444 | 0.484 | 0.214 | 0.412 | 0.420 | 0.293 | 0.468 | 0.325 | 0.357 | 0.230 | 0.333 | 0.039 | 0.261 | 0.380 | 0.396 | 0.261 | 0.460 | 0.373 | 0.357 | 0.420 | 0.174 | 0.253 | 0.404 | 0.349 | 0.277 | 0.396 | 0.261 | 0.261 | 0.444 | 0.420 | 0.412 | 0.452 | 0.380 | 0.523 | 0.531 | 0.420 | 0.404 | 0.325 | 0.341 | 0.452 | 0.428 | 0.539 | 0.626 | - | 0.190 | 0.484 |
global_facts | 0.120 | 0.220 | 0.120 | 0.190 | 0.290 | 0.100 | 0.330 | 0.320 | 0.330 | 0.370 | 0.200 | 0.240 | 0.120 | 0.230 | 0.010 | 0.140 | 0.200 | 0.390 | 0.140 | 0.360 | 0.160 | 0.150 | 0.150 | 0.090 | 0.110 | 0.240 | 0.200 | 0.160 | 0.280 | 0.160 | 0.210 | 0.210 | 0.190 | 0.220 | 0.240 | 0.130 | 0.360 | 0.320 | 0.300 | 0.180 | 0.140 | 0.200 | 0.260 | 0.260 | 0.470 | 0.430 | - | 0.220 | 0.240 |
high_school_biology | 0.664 | 0.783 | 0.348 | 0.764 | 0.774 | 0.651 | 0.845 | 0.845 | 0.851 | 0.890 | 0.800 | 0.809 | 0.577 | 0.696 | 0.061 | 0.525 | 0.693 | 0.790 | 0.680 | 0.812 | 0.732 | 0.738 | 0.729 | 0.358 | 0.677 | 0.780 | 0.741 | 0.654 | 0.748 | 0.677 | 0.706 | 0.809 | 0.770 | 0.774 | 0.793 | 0.774 | 0.861 | 0.887 | 0.761 | 0.745 | 0.722 | 0.754 | 0.803 | 0.806 | 0.845 | 0.896 | - | 0.670 | 0.858 |
high_school_chemistry | 0.374 | 0.487 | 0.216 | 0.522 | 0.507 | 0.315 | 0.571 | 0.561 | 0.586 | 0.600 | 0.546 | 0.517 | 0.295 | 0.413 | 0.029 | 0.320 | 0.384 | 0.522 | 0.438 | 0.635 | 0.453 | 0.458 | 0.467 | 0.211 | 0.433 | 0.517 | 0.389 | 0.310 | 0.379 | 0.384 | 0.428 | 0.522 | 0.536 | 0.482 | 0.512 | 0.492 | 0.551 | 0.655 | 0.467 | 0.448 | 0.413 | 0.463 | 0.532 | 0.536 | 0.596 | 0.724 | - | 0.315 | 0.581 |
high_school_computer_science | 0.540 | 0.700 | 0.250 | 0.740 | 0.740 | 0.440 | 0.690 | 0.720 | 0.710 | 0.770 | 0.660 | 0.660 | 0.500 | 0.630 | 0.040 | 0.390 | 0.580 | 0.700 | 0.620 | 0.670 | 0.610 | 0.590 | 0.610 | 0.230 | 0.540 | 0.770 | 0.610 | 0.490 | 0.630 | 0.580 | 0.560 | 0.680 | 0.620 | 0.610 | 0.610 | 0.580 | 0.690 | 0.870 | 0.710 | 0.610 | 0.600 | 0.660 | 0.770 | 0.770 | 0.830 | 0.870 | - | 0.560 | 0.720 |
high_school_european_history | 0.624 | 0.733 | 0.490 | 0.757 | 0.745 | 0.672 | 0.800 | 0.800 | 0.806 | 0.830 | 0.812 | 0.830 | 0.624 | 0.745 | 0.121 | 0.557 | 0.684 | 0.751 | 0.703 | 0.642 | 0.690 | 0.696 | 0.709 | 0.369 | 0.672 | 0.775 | 0.696 | 0.678 | 0.709 | 0.733 | 0.733 | 0.751 | 0.715 | 0.690 | 0.727 | 0.672 | 0.806 | 0.812 | 0.751 | 0.715 | 0.733 | 0.733 | 0.787 | 0.800 | 0.824 | 0.818 | - | 0.745 | 0.787 |
high_school_geography | 0.595 | 0.777 | 0.393 | 0.717 | 0.747 | 0.676 | 0.863 | 0.868 | 0.878 | 0.888 | 0.792 | 0.818 | 0.555 | 0.732 | 0.070 | 0.570 | 0.707 | 0.843 | 0.727 | 0.797 | 0.772 | 0.747 | 0.757 | 0.419 | 0.671 | 0.838 | 0.727 | 0.671 | 0.752 | 0.727 | 0.732 | 0.813 | 0.787 | 0.747 | 0.792 | 0.737 | 0.843 | 0.888 | 0.797 | 0.787 | 0.712 | 0.732 | 0.833 | 0.833 | 0.868 | 0.883 | - | 0.717 | 0.843 |
high_school_government_and_politics | 0.694 | 0.839 | 0.487 | 0.875 | 0.875 | 0.730 | 0.921 | 0.926 | 0.926 | 0.963 | 0.875 | 0.870 | 0.709 | 0.823 | 0.056 | 0.658 | 0.854 | 0.865 | 0.821 | 0.834 | 0.808 | 0.792 | 0.818 | 0.326 | 0.725 | 0.901 | 0.849 | 0.805 | 0.875 | 0.863 | 0.836 | 0.896 | 0.823 | 0.875 | 0.849 | 0.834 | 0.937 | 0.937 | 0.865 | 0.839 | 0.772 | 0.797 | 0.917 | 0.917 | 0.958 | 0.968 | - | 0.805 | 0.917 |
high_school_macroeconomics | 0.497 | 0.630 | 0.235 | 0.653 | 0.687 | 0.487 | 0.704 | 0.706 | 0.717 | 0.758 | 0.651 | 0.653 | 0.415 | 0.520 | 0.035 | 0.420 | 0.494 | 0.633 | 0.498 | 0.656 | 0.558 | 0.535 | 0.556 | 0.176 | 0.497 | 0.656 | 0.525 | 0.478 | 0.528 | 0.532 | 0.521 | 0.682 | 0.661 | 0.635 | 0.646 | 0.635 | 0.756 | 0.807 | 0.687 | 0.643 | 0.564 | 0.592 | 0.684 | 0.684 | 0.802 | 0.825 | - | 0.496 | 0.710 |
high_school_mathematics | 0.200 | 0.307 | 0.088 | 0.344 | 0.337 | 0.200 | 0.307 | 0.325 | 0.277 | 0.325 | 0.237 | 0.240 | 0.159 | 0.177 | 0.044 | 0.155 | 0.185 | 0.348 | 0.162 | 0.455 | 0.244 | 0.225 | 0.255 | 0.100 | 0.233 | 0.355 | 0.270 | 0.162 | 0.162 | 0.237 | 0.203 | 0.259 | 0.244 | 0.203 | 0.214 | 0.203 | 0.281 | 0.274 | 0.351 | 0.414 | 0.270 | 0.244 | 0.440 | 0.422 | 0.500 | 0.537 | - | 0.174 | 0.266 |
high_school_microeconomics | 0.588 | 0.756 | 0.268 | 0.823 | 0.827 | 0.521 | 0.780 | 0.772 | 0.801 | 0.852 | 0.760 | 0.773 | 0.462 | 0.634 | 0.025 | 0.516 | 0.634 | 0.714 | 0.654 | 0.756 | 0.647 | 0.630 | 0.684 | 0.260 | 0.575 | 0.802 | 0.609 | 0.540 | 0.630 | 0.603 | 0.654 | 0.798 | 0.789 | 0.773 | 0.794 | 0.743 | 0.886 | 0.861 | 0.802 | 0.773 | 0.672 | 0.697 | 0.827 | 0.827 | 0.857 | 0.907 | - | 0.594 | 0.848 |
high_school_physics | 0.178 | 0.384 | 0.099 | 0.509 | 0.496 | 0.218 | 0.463 | 0.463 | 0.423 | 0.496 | 0.344 | 0.364 | 0.145 | 0.225 | 0.039 | 0.211 | 0.198 | 0.337 | 0.211 | 0.456 | 0.298 | 0.337 | 0.317 | 0.105 | 0.211 | 0.443 | 0.284 | 0.165 | 0.251 | 0.245 | 0.331 | 0.423 | 0.384 | 0.384 | 0.377 | 0.384 | 0.463 | 0.569 | 0.298 | 0.344 | 0.317 | 0.311 | 0.470 | 0.456 | 0.635 | 0.695 | - | 0.192 | 0.456 |
high_school_psychology | 0.724 | 0.820 | 0.445 | 0.827 | 0.853 | 0.761 | 0.895 | 0.889 | 0.896 | 0.910 | 0.840 | 0.858 | 0.669 | 0.785 | 0.042 | 0.660 | 0.776 | 0.838 | 0.771 | 0.864 | 0.840 | 0.831 | 0.834 | 0.456 | 0.761 | 0.855 | 0.809 | 0.764 | 0.814 | 0.817 | 0.797 | 0.858 | 0.838 | 0.823 | 0.855 | 0.844 | 0.884 | 0.904 | 0.827 | 0.807 | 0.803 | 0.796 | 0.858 | 0.856 | 0.882 | 0.902 | - | 0.779 | 0.880 |
high_school_statistics | 0.412 | 0.532 | 0.185 | 0.564 | 0.625 | 0.347 | 0.592 | 0.601 | 0.574 | 0.615 | 0.509 | 0.500 | 0.319 | 0.393 | 0.037 | 0.398 | 0.453 | 0.490 | 0.393 | 0.569 | 0.458 | 0.435 | 0.462 | 0.240 | 0.342 | 0.615 | 0.467 | 0.361 | 0.476 | 0.402 | 0.421 | 0.550 | 0.504 | 0.472 | 0.569 | 0.523 | 0.615 | 0.643 | 0.550 | 0.583 | 0.481 | 0.518 | 0.615 | 0.648 | 0.717 | 0.782 | - | 0.407 | 0.555 |
high_school_us_history | 0.617 | 0.784 | 0.436 | 0.764 | 0.794 | 0.656 | 0.829 | 0.829 | 0.829 | 0.867 | 0.833 | 0.867 | 0.602 | 0.740 | 0.053 | 0.588 | 0.750 | 0.759 | 0.709 | 0.710 | 0.764 | 0.759 | 0.784 | 0.348 | 0.696 | 0.828 | 0.823 | 0.699 | 0.799 | 0.782 | 0.792 | 0.794 | 0.754 | 0.764 | 0.759 | 0.735 | 0.833 | 0.877 | 0.803 | 0.779 | 0.715 | 0.759 | 0.843 | 0.852 | 0.882 | 0.906 | - | 0.803 | 0.857 |
high_school_world_history | 0.670 | 0.810 | 0.535 | 0.759 | 0.818 | 0.700 | 0.881 | 0.864 | 0.872 | 0.881 | 0.810 | 0.827 | 0.637 | 0.763 | 0.088 | 0.594 | 0.751 | 0.780 | 0.745 | 0.746 | 0.805 | 0.784 | 0.789 | 0.405 | 0.725 | 0.793 | 0.776 | 0.720 | 0.797 | 0.750 | 0.826 | 0.759 | 0.759 | 0.729 | 0.746 | 0.742 | 0.835 | 0.869 | 0.805 | 0.784 | 0.776 | 0.793 | 0.818 | 0.827 | 0.869 | 0.877 | - | 0.783 | 0.848 |
human_aging | 0.484 | 0.587 | 0.309 | 0.596 | 0.627 | 0.497 | 0.681 | 0.690 | 0.690 | 0.739 | 0.582 | 0.591 | 0.506 | 0.560 | 0.067 | 0.434 | 0.488 | 0.650 | 0.614 | 0.690 | 0.569 | 0.600 | 0.618 | 0.286 | 0.569 | 0.672 | 0.605 | 0.542 | 0.609 | 0.632 | 0.623 | 0.587 | 0.565 | 0.596 | 0.582 | 0.547 | 0.672 | 0.726 | 0.609 | 0.587 | 0.569 | 0.587 | 0.681 | 0.690 | 0.717 | 0.771 | - | 0.587 | 0.695 |
human_sexuality | 0.503 | 0.603 | 0.351 | 0.648 | 0.694 | 0.519 | 0.761 | 0.730 | 0.746 | 0.755 | 0.648 | 0.633 | 0.549 | 0.702 | 0.152 | 0.572 | 0.603 | 0.702 | 0.638 | 0.793 | 0.671 | 0.702 | 0.671 | 0.419 | 0.587 | 0.709 | 0.679 | 0.569 | 0.618 | 0.615 | 0.646 | 0.671 | 0.648 | 0.618 | 0.664 | 0.587 | 0.748 | 0.740 | 0.648 | 0.664 | 0.625 | 0.625 | 0.740 | 0.717 | 0.786 | 0.839 | - | 0.584 | 0.770 |
international_law | 0.644 | 0.710 | 0.404 | 0.727 | 0.776 | 0.644 | 0.785 | 0.785 | 0.801 | 0.760 | 0.735 | 0.752 | 0.628 | 0.694 | 0.099 | 0.528 | 0.677 | 0.785 | 0.760 | 0.826 | 0.752 | 0.727 | 0.776 | 0.388 | 0.710 | 0.743 | 0.752 | 0.710 | 0.694 | 0.768 | 0.743 | 0.768 | 0.735 | 0.694 | 0.735 | 0.727 | 0.826 | 0.892 | 0.776 | 0.768 | 0.710 | 0.685 | 0.768 | 0.785 | 0.834 | 0.867 | - | 0.685 | 0.859 |
jurisprudence | 0.629 | 0.712 | 0.444 | 0.740 | 0.768 | 0.611 | 0.794 | 0.794 | 0.785 | 0.833 | 0.675 | 0.722 | 0.638 | 0.675 | 0.064 | 0.555 | 0.657 | 0.712 | 0.672 | 0.796 | 0.694 | 0.740 | 0.731 | 0.333 | 0.574 | 0.731 | 0.722 | 0.626 | 0.750 | 0.719 | 0.719 | 0.777 | 0.731 | 0.722 | 0.722 | 0.750 | 0.787 | 0.787 | 0.787 | 0.740 | 0.694 | 0.712 | 0.759 | 0.750 | 0.824 | 0.824 | - | 0.654 | 0.824 |
logical_fallacies | 0.619 | 0.717 | 0.380 | 0.711 | 0.730 | 0.625 | 0.792 | 0.805 | 0.811 | 0.797 | 0.730 | 0.754 | 0.656 | 0.711 | 0.030 | 0.619 | 0.687 | 0.785 | 0.691 | 0.791 | 0.736 | 0.723 | 0.736 | 0.306 | 0.687 | 0.730 | 0.705 | 0.660 | 0.730 | 0.666 | 0.691 | 0.779 | 0.773 | 0.791 | 0.785 | 0.754 | 0.852 | 0.779 | 0.736 | 0.717 | 0.705 | 0.723 | 0.773 | 0.766 | 0.834 | 0.877 | - | 0.641 | 0.809 |
machine_learning | 0.348 | 0.410 | 0.196 | 0.508 | 0.491 | 0.241 | 0.401 | 0.410 | 0.437 | 0.571 | 0.419 | 0.401 | 0.276 | 0.366 | 0.035 | 0.205 | 0.419 | 0.464 | 0.339 | 0.410 | 0.339 | 0.312 | 0.366 | 0.080 | 0.285 | 0.419 | 0.366 | 0.321 | 0.366 | 0.366 | 0.348 | 0.437 | 0.473 | 0.383 | 0.437 | 0.375 | 0.500 | 0.544 | 0.383 | 0.375 | 0.339 | 0.321 | 0.437 | 0.410 | 0.526 | 0.642 | - | 0.312 | 0.526 |
management | 0.708 | 0.766 | 0.417 | 0.825 | 0.786 | 0.737 | 0.805 | 0.825 | 0.825 | 0.844 | 0.737 | 0.766 | 0.572 | 0.718 | 0.097 | 0.553 | 0.699 | 0.815 | 0.747 | 0.834 | 0.757 | 0.757 | 0.737 | 0.427 | 0.669 | 0.815 | 0.766 | 0.708 | 0.699 | 0.737 | 0.737 | 0.815 | 0.805 | 0.786 | 0.786 | 0.776 | 0.815 | 0.854 | 0.737 | 0.718 | 0.689 | 0.718 | 0.805 | 0.825 | 0.825 | 0.864 | - | 0.747 | 0.786 |
marketing | 0.722 | 0.803 | 0.517 | 0.820 | 0.854 | 0.760 | 0.871 | 0.880 | 0.863 | 0.893 | 0.850 | 0.858 | 0.726 | 0.803 | 0.064 | 0.717 | 0.773 | 0.829 | 0.824 | 0.876 | 0.811 | 0.824 | 0.837 | 0.465 | 0.799 | 0.863 | 0.794 | 0.756 | 0.811 | 0.833 | 0.816 | 0.846 | 0.841 | 0.824 | 0.820 | 0.803 | 0.880 | 0.914 | 0.841 | 0.837 | 0.811 | 0.816 | 0.888 | 0.893 | 0.897 | 0.901 | - | 0.782 | 0.846 |
medical_genetics | 0.570 | 0.690 | 0.340 | 0.720 | 0.750 | 0.580 | 0.780 | 0.750 | 0.780 | 0.810 | 0.630 | 0.640 | 0.570 | 0.650 | 0.060 | 0.510 | 0.600 | 0.690 | 0.700 | 0.770 | 0.700 | 0.690 | 0.720 | 0.320 | 0.660 | 0.770 | 0.660 | 0.600 | 0.740 | 0.630 | 0.660 | 0.760 | 0.680 | 0.710 | 0.710 | 0.700 | 0.830 | 0.860 | 0.690 | 0.660 | 0.660 | 0.690 | 0.770 | 0.770 | 0.820 | 0.900 | - | 0.640 | 0.820 |
miscellaneous | 0.637 | 0.757 | 0.420 | 0.749 | 0.768 | 0.698 | 0.832 | 0.832 | 0.830 | 0.854 | 0.775 | 0.796 | 0.650 | 0.776 | 0.094 | 0.646 | 0.766 | 0.787 | 0.760 | 0.822 | 0.773 | 0.776 | 0.773 | 0.454 | 0.736 | 0.796 | 0.759 | 0.727 | 0.782 | 0.766 | 0.756 | 0.795 | 0.770 | 0.756 | 0.777 | 0.759 | 0.837 | 0.864 | 0.814 | 0.798 | 0.724 | 0.726 | 0.807 | 0.814 | 0.871 | 0.885 | - | 0.746 | 0.828 |
moral_disputes | 0.468 | 0.624 | 0.323 | 0.609 | 0.618 | 0.526 | 0.686 | 0.671 | 0.680 | 0.736 | 0.604 | 0.612 | 0.456 | 0.592 | 0.083 | 0.442 | 0.580 | 0.589 | 0.607 | 0.696 | 0.618 | 0.578 | 0.621 | 0.283 | 0.560 | 0.644 | 0.572 | 0.524 | 0.552 | 0.598 | 0.645 | 0.647 | 0.644 | 0.635 | 0.615 | 0.621 | 0.696 | 0.748 | 0.658 | 0.630 | 0.537 | 0.566 | 0.664 | 0.676 | 0.725 | 0.760 | - | 0.554 | 0.708 |
moral_scenarios | 0.234 | 0.344 | 0.115 | 0.165 | 0.411 | 0.227 | 0.330 | 0.410 | 0.325 | 0.366 | 0.307 | 0.360 | 0.082 | 0.164 | 0.007 | 0.004 | 0.243 | 0.280 | 0.243 | 0.439 | 0.184 | 0.153 | 0.205 | 0.136 | 0.410 | 0.283 | 0.246 | 0.122 | 0.226 | 0.229 | 0.327 | 0.391 | 0.317 | 0.288 | 0.366 | 0.404 | 0.538 | 0.582 | 0.336 | 0.139 | 0.130 | 0.058 | 0.318 | 0.368 | 0.546 | 0.565 | - | 0.188 | 0.477 |
nutrition | 0.539 | 0.666 | 0.313 | 0.650 | 0.666 | 0.591 | 0.683 | 0.669 | 0.683 | 0.758 | 0.643 | 0.653 | 0.486 | 0.611 | 0.039 | 0.496 | 0.591 | 0.650 | 0.653 | 0.751 | 0.686 | 0.660 | 0.689 | 0.405 | 0.620 | 0.735 | 0.647 | 0.555 | 0.614 | 0.624 | 0.633 | 0.660 | 0.630 | 0.630 | 0.669 | 0.620 | 0.751 | 0.771 | 0.692 | 0.647 | 0.647 | 0.630 | 0.745 | 0.745 | 0.790 | 0.797 | - | 0.575 | 0.722 |
philosophy | 0.491 | 0.598 | 0.327 | 0.681 | 0.675 | 0.527 | 0.654 | 0.641 | 0.658 | 0.713 | 0.652 | 0.659 | 0.472 | 0.623 | 0.051 | 0.485 | 0.594 | 0.636 | 0.590 | 0.723 | 0.614 | 0.639 | 0.617 | 0.340 | 0.578 | 0.646 | 0.598 | 0.587 | 0.633 | 0.612 | 0.580 | 0.636 | 0.630 | 0.598 | 0.630 | 0.588 | 0.704 | 0.784 | 0.646 | 0.578 | 0.562 | 0.565 | 0.675 | 0.688 | 0.774 | 0.778 | - | 0.554 | 0.717 |
prehistory | 0.549 | 0.685 | 0.308 | 0.660 | 0.697 | 0.518 | 0.727 | 0.730 | 0.728 | 0.783 | 0.635 | 0.663 | 0.484 | 0.638 | 0.061 | 0.469 | 0.601 | 0.669 | 0.638 | 0.746 | 0.679 | 0.691 | 0.700 | 0.348 | 0.604 | 0.709 | 0.623 | 0.580 | 0.675 | 0.697 | 0.648 | 0.731 | 0.688 | 0.675 | 0.697 | 0.663 | 0.774 | 0.805 | 0.675 | 0.629 | 0.641 | 0.666 | 0.762 | 0.756 | 0.836 | 0.861 | - | 0.595 | 0.783 |
professional_accounting | 0.319 | 0.400 | 0.184 | 0.418 | 0.432 | 0.326 | 0.507 | 0.489 | 0.496 | 0.514 | 0.404 | 0.425 | 0.262 | 0.354 | 0.028 | 0.244 | 0.319 | 0.453 | 0.386 | 0.492 | 0.358 | 0.386 | 0.393 | 0.102 | 0.336 | 0.432 | 0.382 | 0.336 | 0.421 | 0.361 | 0.382 | 0.414 | 0.421 | 0.397 | 0.418 | 0.386 | 0.578 | 0.510 | 0.443 | 0.478 | 0.386 | 0.414 | 0.457 | 0.460 | 0.560 | 0.631 | - | 0.358 | 0.514 |
professional_law | 0.292 | 0.393 | 0.202 | 0.397 | 0.417 | 0.307 | 0.486 | 0.478 | 0.478 | 0.528 | 0.404 | 0.408 | 0.329 | 0.383 | 0.073 | 0.305 | 0.387 | 0.359 | 0.363 | 0.367 | 0.359 | 0.377 | 0.397 | 0.180 | 0.369 | 0.372 | 0.383 | 0.333 | 0.379 | 0.399 | 0.383 | 0.440 | 0.402 | 0.405 | 0.410 | 0.401 | 0.498 | 0.492 | 0.423 | 0.386 | 0.340 | 0.337 | 0.401 | 0.402 | 0.477 | 0.541 | - | 0.350 | 0.481 |
professional_medicine | 0.426 | 0.558 | 0.235 | 0.639 | 0.636 | 0.485 | 0.749 | 0.774 | 0.756 | 0.794 | 0.654 | 0.680 | 0.375 | 0.588 | 0.014 | 0.419 | 0.591 | 0.665 | 0.682 | 0.761 | 0.713 | 0.727 | 0.724 | 0.323 | 0.713 | 0.643 | 0.672 | 0.564 | 0.705 | 0.642 | 0.619 | 0.705 | 0.654 | 0.643 | 0.687 | 0.658 | 0.794 | 0.823 | 0.658 | 0.613 | 0.573 | 0.580 | 0.680 | 0.683 | 0.812 | 0.845 | - | 0.645 | 0.794 |
professional_psychology | 0.446 | 0.591 | 0.300 | 0.647 | 0.665 | 0.477 | 0.722 | 0.717 | 0.728 | 0.805 | 0.598 | 0.609 | 0.449 | 0.535 | 0.044 | 0.388 | 0.547 | 0.599 | 0.580 | 0.686 | 0.616 | 0.619 | 0.642 | 0.256 | 0.509 | 0.669 | 0.565 | 0.521 | 0.602 | 0.560 | 0.588 | 0.686 | 0.648 | 0.638 | 0.655 | 0.617 | 0.764 | 0.799 | 0.671 | 0.637 | 0.586 | 0.591 | 0.707 | 0.702 | 0.776 | 0.810 | - | 0.529 | 0.759 |
public_relations | 0.463 | 0.563 | 0.409 | 0.563 | 0.600 | 0.563 | 0.690 | 0.700 | 0.700 | 0.672 | 0.572 | 0.627 | 0.500 | 0.581 | 0.072 | 0.454 | 0.590 | 0.636 | 0.590 | 0.636 | 0.536 | 0.518 | 0.518 | 0.245 | 0.545 | 0.590 | 0.581 | 0.554 | 0.627 | 0.581 | 0.518 | 0.618 | 0.572 | 0.627 | 0.554 | 0.572 | 0.672 | 0.727 | 0.636 | 0.618 | 0.563 | 0.572 | 0.627 | 0.645 | 0.736 | 0.663 | - | 0.554 | 0.581 |
security_studies | 0.616 | 0.730 | 0.240 | 0.608 | 0.644 | 0.616 | 0.710 | 0.751 | 0.746 | 0.763 | 0.624 | 0.632 | 0.514 | 0.648 | 0.102 | 0.530 | 0.583 | 0.759 | 0.644 | 0.738 | 0.665 | 0.653 | 0.665 | 0.440 | 0.616 | 0.697 | 0.673 | 0.600 | 0.608 | 0.612 | 0.628 | 0.685 | 0.693 | 0.697 | 0.669 | 0.673 | 0.738 | 0.730 | 0.665 | 0.669 | 0.620 | 0.653 | 0.718 | 0.718 | 0.767 | 0.775 | - | 0.575 | 0.730 |
sociology | 0.701 | 0.791 | 0.412 | 0.781 | 0.791 | 0.666 | 0.800 | 0.825 | 0.815 | 0.860 | 0.736 | 0.741 | 0.626 | 0.716 | 0.039 | 0.691 | 0.741 | 0.810 | 0.766 | 0.830 | 0.751 | 0.756 | 0.786 | 0.452 | 0.741 | 0.835 | 0.771 | 0.716 | 0.786 | 0.776 | 0.781 | 0.805 | 0.800 | 0.800 | 0.820 | 0.781 | 0.850 | 0.870 | 0.825 | 0.820 | 0.716 | 0.736 | 0.815 | 0.825 | 0.855 | 0.860 | - | 0.741 | 0.835 |
us_foreign_policy | 0.630 | 0.820 | 0.510 | 0.780 | 0.790 | 0.690 | 0.838 | 0.868 | 0.868 | 0.840 | 0.780 | 0.800 | 0.700 | 0.790 | 0.150 | 0.680 | 0.760 | 0.790 | 0.777 | 0.890 | 0.790 | 0.770 | 0.800 | 0.450 | 0.800 | 0.820 | 0.840 | 0.757 | 0.740 | 0.787 | 0.787 | 0.790 | 0.760 | 0.740 | 0.760 | 0.770 | 0.850 | 0.890 | 0.800 | 0.820 | 0.750 | 0.780 | 0.820 | 0.820 | 0.890 | 0.880 | - | 0.757 | 0.810 |
virology | 0.325 | 0.463 | 0.246 | 0.433 | 0.445 | 0.433 | 0.457 | 0.475 | 0.472 | 0.506 | 0.415 | 0.439 | 0.367 | 0.439 | 0.096 | 0.307 | 0.379 | 0.415 | 0.460 | 0.506 | 0.415 | 0.439 | 0.439 | 0.301 | 0.415 | 0.463 | 0.475 | 0.387 | 0.421 | 0.436 | 0.448 | 0.421 | 0.391 | 0.379 | 0.403 | 0.367 | 0.487 | 0.500 | 0.457 | 0.421 | 0.373 | 0.427 | 0.463 | 0.457 | 0.487 | 0.518 | - | 0.381 | 0.487 |
world_religions | 0.637 | 0.713 | 0.403 | 0.748 | 0.801 | 0.678 | 0.800 | 0.817 | 0.800 | 0.847 | 0.766 | 0.766 | 0.643 | 0.760 | 0.052 | 0.614 | 0.736 | 0.801 | 0.729 | 0.801 | 0.766 | 0.783 | 0.789 | 0.508 | 0.742 | 0.801 | 0.777 | 0.747 | 0.789 | 0.800 | 0.747 | 0.766 | 0.754 | 0.742 | 0.742 | 0.725 | 0.801 | 0.836 | 0.766 | 0.748 | 0.783 | 0.760 | 0.818 | 0.818 | 0.859 | 0.871 | - | 0.705 | 0.812 |
MMLU | 0.465 | 0.585 | 0.285 | 0.591 | 0.623 | 0.475 | 0.646 | 0.652 | 0.647 | 0.687 | 0.580 | 0.595 | 0.429 | 0.530 | 0.055 | 0.413 | 0.529 | 0.595 | 0.537 | 0.640 | 0.556 | 0.552 | 0.570 | 0.281 | 0.525 | 0.613 | 0.550 | 0.486 | 0.555 | 0.544 | 0.553 | 0.618 | 0.590 | 0.578 | 0.599 | 0.578 | 0.682 | 0.710 | 0.610 | 0.576 | 0.532 | 0.540 | 0.639 | 0.643 | 0.721 | 0.757 | - | 0.509 | 0.666 |
AGIEVAL
aquarat | 0.645 | 0.763 | 0.374 | 0.602 | 0.562 | 0.460 | 0.677 | 0.696 | 0.665 | 0.602 | 0.653 | 0.637 | 0.488 | 0.614 | 0.279 | 0.488 | 0.594 | 0.657 | 0.145 | 0.653 | 0.681 | 0.673 | 0.598 | 0.370 | 0.633 | 0.755 | 0.712 | 0.279 | 0.322 | 0.582 | 0.157 | 0.129 | 0.212 | 0.338 | 0.409 | 0.574 | 0.614 | 0.834 | 0.712 | 0.566 | 0.732 | 0.728 | 0.799 | 0.830 | 0.822 | 0.870 | - | 0.425 | 0.590 |
logiqa | 0.274 | 0.359 | 0.208 | 0.356 | 0.337 | 0.321 | 0.443 | 0.440 | 0.447 | 0.477 | 0.399 | 0.416 | 0.282 | 0.324 | 0.052 | 0.248 | 0.321 | 0.393 | 0.333 | 0.413 | 0.311 | 0.321 | 0.328 | 0.168 | 0.265 | 0.376 | 0.324 | 0.264 | 0.311 | 0.330 | 0.327 | 0.339 | 0.308 | 0.285 | 0.281 | 0.267 | 0.405 | 0.445 | 0.359 | 0.351 | 0.316 | 0.342 | 0.427 | 0.436 | 0.493 | 0.554 | - | 0.290 | 0.391 |
lsatar | 0.260 | 0.256 | 0.213 | 0.213 | 0.282 | 0.191 | 0.234 | 0.239 | 0.208 | 0.260 | 0.073 | 0.217 | 0.234 | 0.226 | 0.208 | 0.221 | 0.213 | 0.239 | 0.200 | 0.252 | 0.278 | 0.278 | 0.295 | 0.200 | 0.239 | 0.252 | 0.186 | 0.186 | 0.200 | 0.278 | 0.208 | 0.265 | 0.260 | 0.252 | 0.256 | 0.247 | 0.208 | 0.369 | 0.252 | 0.178 | 0.230 | 0.226 | 0.260 | 0.300 | 0.321 | 0.400 | - | 0.173 | 0.226 |
lsatlr | 0.400 | 0.525 | 0.203 | 0.486 | 0.537 | 0.337 | 0.625 | 0.627 | 0.635 | 0.654 | 0.505 | 0.515 | 0.296 | 0.415 | 0.043 | 0.243 | 0.449 | 0.513 | 0.445 | 0.490 | 0.425 | 0.433 | 0.441 | 0.180 | 0.327 | 0.541 | 0.447 | 0.366 | 0.445 | 0.523 | 0.570 | 0.456 | 0.431 | 0.429 | 0.415 | 0.386 | 0.598 | 0.621 | 0.456 | 0.466 | 0.452 | 0.449 | 0.598 | 0.603 | 0.729 | 0.811 | - | 0.449 | 0.576 |
lsatrc | 0.513 | 0.680 | 0.312 | 0.594 | 0.646 | 0.431 | 0.747 | 0.747 | 0.750 | 0.754 | 0.635 | 0.643 | 0.390 | 0.557 | 0.048 | 0.379 | 0.565 | 0.643 | 0.605 | 0.672 | 0.591 | 0.635 | 0.624 | 0.223 | 0.486 | 0.657 | 0.635 | 0.520 | 0.650 | 0.613 | 0.617 | 0.568 | 0.513 | 0.557 | 0.531 | 0.524 | 0.672 | 0.762 | 0.583 | 0.572 | 0.553 | 0.617 | 0.661 | 0.687 | 0.810 | 0.836 | - | 0.654 | 0.706 |
saten | 0.703 | 0.796 | 0.470 | 0.791 | 0.810 | 0.665 | 0.839 | 0.844 | 0.834 | 0.868 | 0.815 | 0.820 | 0.519 | 0.791 | 0.165 | 0.582 | 0.757 | 0.820 | 0.762 | 0.834 | 0.776 | 0.762 | 0.781 | 0.339 | 0.689 | 0.810 | 0.825 | 0.679 | 0.747 | 0.786 | 0.786 | 0.737 | 0.708 | 0.713 | 0.713 | 0.708 | 0.800 | 0.830 | 0.781 | 0.776 | 0.733 | 0.776 | 0.810 | 0.844 | 0.888 | 0.922 | - | 0.757 | 0.796 |
satmath | 0.840 | 0.936 | 0.559 | 0.790 | 0.822 | 0.627 | 0.900 | 0.872 | 0.886 | 0.768 | 0.863 | 0.868 | 0.577 | 0.745 | 0.390 | 0.650 | 0.800 | 0.904 | 0.377 | 0.804 | 0.768 | 0.822 | 0.618 | 0.550 | 0.845 | 0.968 | 0.886 | 0.400 | 0.395 | 0.690 | 0.413 | 0.190 | 0.331 | 0.509 | 0.713 | 0.754 | 0.727 | 0.977 | 0.900 | 0.731 | 0.900 | 0.922 | 0.963 | 0.963 | 0.990 | 0.981 | - | 0.540 | 0.768 |
AGIEVAL | 0.459 | 0.558 | 0.294 | 0.503 | 0.523 | 0.398 | 0.600 | 0.600 | 0.598 | 0.602 | 0.525 | 0.546 | 0.364 | 0.473 | 0.131 | 0.352 | 0.479 | 0.547 | 0.397 | 0.544 | 0.489 | 0.501 | 0.480 | 0.253 | 0.433 | 0.567 | 0.512 | 0.359 | 0.416 | 0.501 | 0.432 | 0.382 | 0.381 | 0.409 | 0.429 | 0.438 | 0.546 | 0.638 | 0.522 | 0.481 | 0.501 | 0.520 | 0.599 | 0.616 | 0.681 | 0.734 | - | 0.434 | 0.544 |
AGIEVALC_biology | - | - | - | - | - | - | - | - | - | - | 0.756 | 0.778 | 0.204 | 0.334 | 0.004 | 0.204 | 0.326 | 0.830 | - | - | - | - | - | - | - | 0.769 | 0.430 | - | 0.526 | 0.304 | 0.408 | - | - | - | - | - | - | - | 0.691 | - | 0.660 | 0.700 | 0.804 | 0.813 | 0.834 | 0.582 | - | 0.356 | 0.508 |
AGIEVALC_chemistry | - | - | - | - | - | - | - | - | - | - | 0.642 | 0.691 | 0.142 | 0.250 | 0 | 0.117 | 0.215 | 0.598 | - | - | - | - | - | - | - | 0.509 | 0.259 | - | 0.343 | 0.215 | 0.313 | - | - | - | - | - | - | - | 0.563 | - | 0.441 | 0.470 | 0.583 | 0.627 | 0.696 | 0.789 | - | 0.171 | 0.348 |
AGIEVALC_chinese | - | - | - | - | - | - | - | - | - | - | 0.642 | 0.650 | 0.186 | 0.186 | 0.024 | 0.101 | 0.138 | 0.682 | - | - | - | - | - | - | - | 0.552 | 0.337 | - | 0.325 | 0.300 | 0.313 | - | - | - | - | - | - | - | 0.650 | - | 0.508 | 0.504 | 0.585 | 0.593 | 0.760 | 0.735 | - | 0.239 | 0.272 |
AGIEVALC_english | - | - | - | - | - | - | - | - | - | - | 0.823 | 0.833 | 0.647 | 0.748 | 0.094 | 0.588 | 0.728 | 0.947 | - | - | - | - | - | - | - | 0.846 | 0.839 | - | 0.797 | 0.807 | 0.862 | - | - | - | - | - | - | - | 0.866 | - | 0.794 | 0.839 | 0.856 | 0.849 | 0.915 | 0.924 | - | 0.830 | 0.774 |
AGIEVALC_geography | - | - | - | - | - | - | - | - | - | - | 0.728 | 0.728 | 0.316 | 0.386 | 0.040 | 0.311 | 0.412 | 0.778 | - | - | - | - | - | - | - | 0.718 | 0.537 | - | 0.572 | 0.371 | 0.457 | - | - | - | - | - | - | - | 0.768 | - | 0.643 | 0.633 | 0.753 | 0.778 | 0.804 | 0.839 | - | 0.346 | 0.577 |
AGIEVALC_history | - | - | - | - | - | - | - | - | - | - | 0.829 | 0.834 | 0.314 | 0.400 | 0.021 | 0.323 | 0.412 | 0.817 | - | - | - | - | - | - | - | 0.753 | 0.629 | - | 0.642 | 0.378 | 0.485 | - | - | - | - | - | - | - | 0.821 | - | 0.740 | 0.744 | 0.774 | 0.800 | 0.842 | 0.923 | - | 0.357 | 0.557 |
AGIEVALC_jecqaca | - | - | - | - | - | - | - | - | - | - | 0.414 | 0.440 | 0.196 | 0.232 | 0.022 | 0.206 | 0.221 | 0.514 | - | - | - | - | - | - | - | 0.425 | 0.258 | - | 0.247 | 0.223 | 0.273 | - | - | - | - | - | - | - | 0.566 | - | 0.425 | 0.424 | 0.482 | 0.487 | 0.564 | 0.622 | - | 0.185 | 0.266 |
AGIEVALC_jecqakd | - | - | - | - | - | - | - | - | - | - | 0.549 | 0.559 | 0.179 | 0.212 | 0.033 | 0.148 | 0.215 | 0.620 | - | - | - | - | - | - | - | 0.540 | 0.290 | - | 0.304 | 0.281 | 0.275 | - | - | - | - | - | - | - | 0.636 | - | 0.498 | 0.526 | 0.592 | 0.605 | 0.732 | 0.747 | - | 0.242 | 0.288 |
AGIEVALC_logiqa | - | - | - | - | - | - | - | - | - | - | 0.479 | 0.490 | 0.218 | 0.296 | 0.035 | 0.195 | 0.279 | 0.519 | - | - | - | - | - | - | - | 0.442 | 0.313 | - | 0.310 | 0.317 | 0.330 | - | - | - | - | - | - | - | 0.462 | - | 0.399 | 0.405 | 0.497 | 0.500 | 0.565 | 0.588 | - | 0.274 | 0.357 |
AGIEVALC_mathcloze | - | - | - | - | - | - | - | - | - | - | 0.491 | 0.542 | 0.186 | 0.237 | - | 0.288 | 0.415 | 0.576 | - | - | - | - | - | - | - | 0.652 | 0.508 | - | 0.288 | 0.152 | 0.245 | - | - | - | - | - | - | - | 0.449 | - | 0.508 | 0.440 | 0.694 | 0.686 | 0.737 | 0.805 | 0.864 | 0.110 | 0.618 |
AGIEVALC_mathqa | - | - | - | - | - | - | - | - | - | - | 0.621 | 0.648 | 0.343 | 0.404 | 0.281 | 0.401 | 0.465 | 0.662 | - | - | - | - | - | - | - | 0.656 | 0.578 | - | 0.485 | 0.296 | 0.334 | - | - | - | - | - | - | - | 0.543 | - | 0.595 | 0.683 | 0.779 | 0.755 | 0.808 | 0.834 | 0.828 | 0.261 | 0.357 |
AGIEVALC_physics | - | - | - | - | - | - | - | - | - | - | 0.396 | 0.425 | 0.166 | 0.229 | 0.034 | 0.166 | 0.189 | 0.436 | - | - | - | - | - | - | - | 0.402 | 0.206 | - | 0.258 | 0.183 | 0.235 | - | - | - | - | - | - | - | 0.494 | - | 0.390 | 0.413 | 0.431 | 0.500 | 0.683 | 0.770 | 0.741 | 0.178 | 0.310 |
AGIEVALC | - | - | - | - | - | - | - | - | - | - | 0.589 | 0.607 | 0.257 | 0.322 | 0.076 | 0.248 | 0.322 | 0.645 | - | - | - | - | - | - | - | 0.576 | 0.409 | - | 0.404 | 0.325 | 0.371 | - | - | - | - | - | - | - | 0.612 | - | 0.529 | 0.548 | 0.627 | 0.636 | 0.716 | 0.734 | 0.811 | 0.298 | 0.403 |
BBH
boolean_expressions | 0.720 | 0.740 | 0.544 | 0.860 | 0.876 | 0.556 | 0.764 | 0.776 | 0.768 | 0.460 | 0.848 | 0.868 | 0.812 | 0.856 | 0.724 | 0.752 | 0.700 | 0.688 | 0.796 | 0.804 | 0.824 | 0.832 | 0.844 | 0.460 | 0.480 | 0.896 | 0.728 | 0.764 | 0.780 | 0.824 | 0.664 | 0.816 | 0.848 | 0.800 | 0.852 | 0.832 | 0.696 | 0.936 | 0.808 | 0.776 | 0.756 | 0.796 | 0.864 | 0.880 | 0.888 | 0.808 | - | 0.720 | 0.540 |
causal_judgement | 0.588 | 0.598 | 0.550 | 0.577 | 0.582 | 0.524 | 0.609 | 0.604 | 0.598 | 0.604 | 0.550 | 0.550 | 0.566 | 0.598 | 0.566 | 0.604 | 0.588 | 0.689 | 0.540 | 0.513 | 0.545 | 0.518 | 0.540 | 0.502 | 0.518 | 0.577 | 0.593 | 0.588 | 0.625 | 0.614 | 0.604 | 0.556 | 0.508 | 0.598 | 0.588 | 0.593 | 0.588 | 0.647 | 0.625 | 0.582 | 0.497 | 0.529 | 0.508 | 0.513 | 0.647 | 0.700 | - | 0.636 | 0.641 |
date_understanding | 0.576 | 0.752 | 0.324 | 0.668 | 0.748 | 0.592 | 0.780 | 0.764 | 0.748 | 0.788 | 0.580 | 0.572 | 0.560 | 0.684 | 0.284 | 0.628 | 0.660 | 0.832 | 0.700 | 0.660 | 0.732 | 0.724 | 0.716 | 0.400 | 0.664 | 0.728 | 0.772 | 0.548 | 0.668 | 0.592 | 0.608 | 0.644 | 0.464 | 0.568 | 0.696 | 0.576 | 0.780 | 0.932 | 0.544 | 0.544 | 0.616 | 0.648 | 0.764 | 0.740 | 0.856 | 0.872 | - | 0.556 | 0.724 |
disambiguation_qa | 0.612 | 0.588 | 0.400 | 0.712 | 0.668 | 0.532 | 0.688 | 0.652 | 0.660 | 0.720 | 0.584 | 0.636 | 0.628 | 0.640 | 0.380 | 0.616 | 0.648 | 0.732 | 0.584 | 0.536 | 0.552 | 0.540 | 0.516 | 0.424 | 0.472 | 0.688 | 0.644 | 0.600 | 0.596 | 0.728 | 0.704 | 0.604 | 0.640 | 0.592 | 0.720 | 0.752 | 0.692 | 0.768 | 0.660 | 0.696 | 0.544 | 0.556 | 0.656 | 0.636 | 0.764 | 0.780 | - | 0.576 | 0.640 |
dyck_languages | 0.596 | 0.664 | 0.424 | 0.704 | 0.712 | 0.476 | 0.752 | 0.720 | 0.728 | 0.600 | 0.516 | 0.544 | 0.560 | 0.704 | 0.356 | 0.700 | 0.664 | 0.728 | 0.792 | 0.228 | 0.832 | 0.724 | 0.796 | 0.536 | 0.680 | 0.736 | 0.756 | 0.744 | 0.712 | 0.664 | 0.732 | 0.752 | 0.532 | 0.424 | 0.580 | 0.468 | 0.532 | 0.776 | 0.756 | 0.576 | 0.596 | 0.628 | 0.868 | 0.836 | 0.648 | 0.820 | - | 0.684 | 0.572 |
formal_fallacies | 0.764 | 0.636 | 0.624 | 0.740 | 0.660 | 0.532 | 0.868 | 0.824 | 0.832 | 0.760 | 0.568 | 0.660 | 0.960 | 0.640 | 0.896 | 0.992 | 0.832 | 0.920 | 0.780 | 0.992 | 0.920 | 0.988 | 0.984 | 0.992 | 0.816 | 0.672 | 0.532 | 0.852 | 0.996 | 0.632 | 0.564 | 0.876 | 0.876 | 0.920 | 0.808 | 0.808 | 0.944 | 0.804 | 0.632 | 0.716 | 0.928 | 0.852 | 0.628 | 0.628 | 0.784 | 0.812 | - | 0.776 | 0.576 |
geometric_shapes | 0.420 | 0.520 | 0.056 | 0.544 | 0.456 | 0.204 | 0.400 | 0.384 | 0.436 | 0.420 | 0.392 | 0.400 | 0.268 | 0.368 | 0.096 | 0.352 | 0.488 | 0.840 | 0.352 | 0.400 | 0.440 | 0.488 | 0.440 | 0.088 | 0.416 | 0.564 | 0.520 | 0.288 | 0.404 | 0.348 | 0.344 | 0.468 | 0.372 | 0.248 | 0.416 | 0.292 | 0.328 | 0.648 | 0.356 | 0.276 | 0.204 | 0.212 | 0.544 | 0.604 | 0.584 | 0.640 | - | 0.268 | 0.400 |
hyperbaton | 0.724 | 0.872 | 0.512 | 0.572 | 0.680 | 0.704 | 0.888 | 0.856 | 0.884 | 0.836 | 0.740 | 0.824 | 0.612 | 0.724 | 0.468 | 0.604 | 0.704 | 0.928 | 0.712 | 0.752 | 0.824 | 0.768 | 0.880 | 0.588 | 0.624 | 0.664 | 0.804 | 0.656 | 0.644 | 0.828 | 0.724 | 0.800 | 0.968 | 0.940 | 0.936 | 0.936 | 0.952 | 0.996 | 0.704 | 0.656 | 0.636 | 0.676 | 0.832 | 0.792 | 0.868 | 0.956 | - | 0.744 | 0.900 |
logical_deduction_five_objects | 0.592 | 0.724 | 0.176 | 0.700 | 0.532 | 0.300 | 0.596 | 0.636 | 0.568 | 0.608 | 0.528 | 0.516 | 0.352 | 0.464 | 0.204 | 0.424 | 0.520 | 0.660 | 0.500 | 0.576 | 0.540 | 0.536 | 0.568 | 0.236 | 0.484 | 0.752 | 0.592 | 0.352 | 0.556 | 0.384 | 0.472 | 0.580 | 0.464 | 0.432 | 0.632 | 0.532 | 0.532 | 0.940 | 0.556 | 0.524 | 0.468 | 0.528 | 0.752 | 0.728 | 0.876 | 0.924 | - | 0.436 | 0.612 |
logical_deduction_seven_objects | 0.540 | 0.672 | 0.152 | 0.556 | 0.492 | 0.284 | 0.580 | 0.564 | 0.560 | 0.552 | 0.444 | 0.500 | 0.284 | 0.388 | 0.140 | 0.376 | 0.464 | 0.648 | 0.472 | 0.516 | 0.472 | 0.484 | 0.488 | 0.216 | 0.408 | 0.640 | 0.500 | 0.296 | 0.452 | 0.320 | 0.400 | 0.564 | 0.476 | 0.308 | 0.568 | 0.500 | 0.444 | 0.920 | 0.464 | 0.416 | 0.420 | 0.436 | 0.668 | 0.656 | 0.792 | 0.864 | - | 0.388 | 0.560 |
logical_deduction_three_objects | 0.780 | 0.980 | 0.376 | 0.868 | 0.820 | 0.440 | 0.860 | 0.868 | 0.844 | 0.892 | 0.836 | 0.840 | 0.524 | 0.664 | 0.320 | 0.596 | 0.744 | 0.896 | 0.632 | 0.736 | 0.760 | 0.764 | 0.804 | 0.340 | 0.652 | 0.932 | 0.844 | 0.608 | 0.800 | 0.664 | 0.620 | 0.836 | 0.724 | 0.688 | 0.844 | 0.804 | 0.884 | 0.992 | 0.736 | 0.716 | 0.696 | 0.720 | 0.940 | 0.956 | 0.980 | 0.992 | - | 0.664 | 0.888 |
movie_recommendation | 0.504 | 0.428 | 0.424 | 0.652 | 0.676 | 0.568 | 0.560 | 0.552 | 0.552 | 0.508 | 0.604 | 0.648 | 0.440 | 0.528 | 0.224 | 0.380 | 0.476 | 0.884 | 0.532 | 0.504 | 0.548 | 0.540 | 0.536 | 0.336 | 0.456 | 0.564 | 0.604 | 0.508 | 0.448 | 0.552 | 0.540 | 0.572 | 0.544 | 0.540 | 0.520 | 0.508 | 0.584 | 0.992 | 0.548 | 0.492 | 0.604 | 0.568 | 0.556 | 0.536 | 0.672 | 0.648 | - | 0.584 | 0.676 |
multistep_arithmetic_two | 0.368 | 0.536 | 0.136 | 0.944 | 0.968 | 0.288 | 0.480 | 0.472 | 0.488 | 0.472 | 0.580 | 0.524 | 0.340 | 0.464 | 0.072 | 0.272 | 0.508 | 0.372 | 0.248 | 0.060 | 0.712 | 0.704 | 0.700 | 0.240 | 0.532 | 0.824 | 0.540 | 0.108 | 0.432 | 0.164 | 0.292 | 0.612 | 0.624 | 0.272 | 0.836 | 0.420 | 0.460 | 0.984 | 0.532 | 0.324 | 0.852 | 0.876 | 0.896 | 0.948 | 0.964 | 0.976 | - | 0.252 | 0.536 |
navigate | 0.556 | 0.608 | 0.540 | 0.580 | 0.588 | 0.580 | 0.588 | 0.588 | 0.596 | 0.648 | 0.420 | 0.420 | 0.580 | 0.592 | 0.552 | 0.588 | 0.580 | 0.452 | 0.576 | 0.560 | 0.520 | 0.580 | 0.580 | 0.580 | 0.580 | 0.596 | 0.572 | 0.600 | 0.588 | 0.568 | 0.580 | 0.612 | 0.644 | 0.596 | 0.588 | 0.584 | 0.636 | 0.640 | 0.596 | 0.592 | 0.576 | 0.572 | 0.596 | 0.596 | 0.624 | 0.684 | - | 0.520 | 0.652 |
object_counting | 0.704 | 0.756 | 0.464 | 0.764 | 0.820 | 0.612 | 0.800 | 0.808 | 0.848 | 0.856 | 0.616 | 0.660 | 0.624 | 0.760 | 0.460 | 0.680 | 0.776 | 0.644 | 0.852 | 0.896 | 0.820 | 0.772 | 0.864 | 0.524 | 0.808 | 0.872 | 0.908 | 0.608 | 0.716 | 0.564 | 0.796 | 0.876 | 0.696 | 0.244 | 0.836 | 0.344 | 0.372 | 0.996 | 0.660 | 0.676 | 0.740 | 0.764 | 0.848 | 0.804 | 0.892 | 0.896 | - | 0.680 | 0.756 |
penguins_in_a_table | 0.835 | 0.952 | 0.369 | 0.842 | 0.746 | 0.506 | 0.883 | 0.869 | 0.890 | 0.842 | 0.917 | 0.917 | 0.527 | 0.705 | 0.260 | 0.595 | 0.705 | 0.815 | 0.767 | 0.863 | 0.856 | 0.821 | 0.856 | 0.356 | 0.801 | 0.958 | 0.917 | 0.623 | 0.801 | 0.575 | 0.760 | 0.719 | 0.486 | 0.465 | 0.883 | 0.712 | 0.815 | 1.000 | 0.835 | 0.719 | 0.821 | 0.849 | 0.945 | 0.924 | 0.958 | 0.986 | - | 0.636 | 0.828 |
reasoning_about_colored_objects | 0.744 | 0.872 | 0.276 | 0.860 | 0.800 | 0.484 | 0.700 | 0.700 | 0.744 | 0.900 | 0.876 | 0.796 | 0.548 | 0.668 | 0.200 | 0.528 | 0.768 | 0.904 | 0.740 | 0.800 | 0.760 | 0.820 | 0.824 | 0.276 | 0.568 | 0.880 | 0.904 | 0.608 | 0.752 | 0.648 | 0.752 | 0.696 | 0.664 | 0.656 | 0.808 | 0.656 | 0.896 | 0.968 | 0.764 | 0.716 | 0.700 | 0.764 | 0.904 | 0.868 | 0.944 | 0.984 | - | 0.600 | 0.840 |
ruin_names | 0.428 | 0.552 | 0.176 | 0.484 | 0.636 | 0.480 | 0.720 | 0.692 | 0.716 | 0.760 | 0.696 | 0.652 | 0.348 | 0.528 | 0.208 | 0.356 | 0.524 | 0.932 | 0.724 | 0.736 | 0.676 | 0.680 | 0.744 | 0.348 | 0.532 | 0.488 | 0.556 | 0.400 | 0.584 | 0.408 | 0.592 | 0.628 | 0.528 | 0.596 | 0.612 | 0.600 | 0.636 | 0.816 | 0.564 | 0.560 | 0.396 | 0.324 | 0.440 | 0.544 | 0.692 | 0.760 | - | 0.536 | 0.616 |
salient_translation_error_detection | 0.540 | 0.608 | 0.212 | 0.448 | 0.508 | 0.420 | 0.532 | 0.580 | 0.548 | 0.568 | 0.476 | 0.488 | 0.360 | 0.516 | 0.164 | 0.360 | 0.468 | 0.644 | 0.452 | 0.504 | 0.436 | 0.504 | 0.512 | 0.188 | 0.464 | 0.572 | 0.556 | 0.444 | 0.472 | 0.524 | 0.560 | 0.508 | 0.448 | 0.408 | 0.520 | 0.532 | 0.596 | 0.636 | 0.456 | 0.444 | 0.452 | 0.432 | 0.560 | 0.572 | 0.612 | 0.700 | - | 0.532 | 0.588 |
snarks | 0.606 | 0.752 | 0.483 | 0.685 | 0.707 | 0.584 | 0.646 | 0.696 | 0.691 | 0.719 | 0.702 | 0.707 | 0.561 | 0.685 | 0.488 | 0.612 | 0.640 | 0.820 | 0.668 | 0.696 | 0.651 | 0.685 | 0.651 | 0.488 | 0.657 | 0.730 | 0.691 | 0.606 | 0.691 | 0.533 | 0.640 | 0.617 | 0.612 | 0.735 | 0.747 | 0.786 | 0.747 | 0.882 | 0.657 | 0.651 | 0.662 | 0.623 | 0.747 | 0.780 | 0.831 | 0.865 | - | 0.646 | 0.837 |
sports_understanding | 0.644 | 0.692 | 0.584 | 0.672 | 0.692 | 0.724 | 0.824 | 0.796 | 0.788 | 0.816 | 0.472 | 0.468 | 0.708 | 0.780 | 0.460 | 0.684 | 0.772 | 0.920 | 0.684 | 0.696 | 0.636 | 0.744 | 0.720 | 0.572 | 0.644 | 0.680 | 0.640 | 0.716 | 0.800 | 0.836 | 0.792 | 0.612 | 0.600 | 0.596 | 0.596 | 0.600 | 0.748 | 0.740 | 0.776 | 0.784 | 0.620 | 0.616 | 0.676 | 0.684 | 0.680 | 0.748 | - | 0.828 | 0.740 |
temporal_sequences | 0.408 | 0.796 | 0.164 | 0.528 | 0.540 | 0.124 | 0.680 | 0.680 | 0.708 | 0.748 | 0.756 | 0.840 | 0.216 | 0.576 | 0.272 | 0.500 | 0.700 | 0.976 | 0.792 | 0.688 | 0.804 | 0.788 | 0.856 | 0.204 | 0.712 | 0.508 | 0.360 | 0.404 | 0.544 | 0.524 | 0.508 | 0.860 | 0.612 | 0.800 | 0.784 | 0.508 | 0.892 | 1.000 | 0.596 | 0.356 | 0.324 | 0.388 | 0.800 | 0.820 | 0.988 | 0.992 | - | 0.568 | 0.920 |
tracking_shuffled_objects_five_objects | 0.976 | 1.000 | 0.208 | 0.560 | 0.616 | 0.216 | 0.536 | 0.600 | 0.600 | 0.692 | 0.544 | 0.536 | 0.588 | 0.536 | 0.400 | 0.496 | 0.408 | 0.572 | 0.552 | 0.520 | 0.568 | 0.596 | 0.656 | 0.152 | 0.500 | 0.852 | 0.792 | 0.344 | 0.736 | 0.356 | 0.468 | 0.848 | 0.664 | 0.612 | 0.940 | 0.712 | 0.776 | 1.000 | 0.476 | 0.400 | 0.420 | 0.452 | 0.840 | 0.908 | 0.924 | 0.972 | - | 0.364 | 0.420 |
tracking_shuffled_objects_seven_objects | 0.932 | 0.952 | 0.140 | 0.324 | 0.524 | 0.152 | 0.576 | 0.572 | 0.572 | 0.640 | 0.512 | 0.436 | 0.484 | 0.596 | 0.220 | 0.396 | 0.344 | 0.480 | 0.436 | 0.420 | 0.488 | 0.536 | 0.592 | 0.120 | 0.420 | 0.760 | 0.728 | 0.296 | 0.596 | 0.284 | 0.396 | 0.780 | 0.640 | 0.568 | 0.896 | 0.612 | 0.652 | 0.984 | 0.416 | 0.320 | 0.292 | 0.312 | 0.800 | 0.868 | 0.848 | 0.980 | - | 0.372 | 0.436 |
tracking_shuffled_objects_three_objects | 0.996 | 0.996 | 0.288 | 0.696 | 0.732 | 0.292 | 0.716 | 0.708 | 0.732 | 0.848 | 0.620 | 0.696 | 0.604 | 0.592 | 0.448 | 0.724 | 0.740 | 0.528 | 0.680 | 0.696 | 0.704 | 0.704 | 0.728 | 0.304 | 0.608 | 0.828 | 0.832 | 0.436 | 0.832 | 0.412 | 0.724 | 0.780 | 0.836 | 0.572 | 0.960 | 0.788 | 0.888 | 1.000 | 0.524 | 0.420 | 0.604 | 0.664 | 0.832 | 0.872 | 0.856 | 0.996 | - | 0.536 | 0.660 |
web_of_lies | 0.524 | 0.544 | 0.476 | 0.576 | 0.520 | 0.508 | 0.524 | 0.556 | 0.520 | 0.488 | 0.476 | 0.488 | 0.480 | 0.544 | 0.488 | 0.508 | 0.504 | 0.536 | 0.524 | 0.508 | 0.440 | 0.512 | 0.512 | 0.516 | 0.544 | 0.552 | 0.492 | 0.488 | 0.512 | 0.488 | 0.512 | 0.512 | 0.492 | 0.512 | 0.488 | 0.492 | 0.548 | 0.512 | 0.552 | 0.488 | 0.512 | 0.512 | 0.528 | 0.532 | 0.544 | 0.624 | - | 0.488 | 0.520 |
word_sorting | 0.176 | 0.276 | 0.056 | 0.204 | 0.292 | 0.100 | 0.424 | 0.424 | 0.404 | 0.540 | 0.404 | 0.392 | 0.216 | 0.360 | 0.092 | 0.232 | 0.292 | 0.452 | 0.544 | 0 | 0.556 | 0.500 | 0.512 | 0.160 | 0.360 | 0.248 | 0.340 | 0.280 | 0.392 | 0.344 | 0.500 | 0.280 | 0.224 | 0.168 | 0.204 | 0.152 | 0.236 | 0.360 | 0.208 | 0.188 | 0.156 | 0.156 | 0.212 | 0.220 | 0.292 | 0.400 | - | 0.336 | 0.276 |
BBH | 0.621 | 0.702 | 0.334 | 0.638 | 0.650 | 0.432 | 0.663 | 0.661 | 0.664 | 0.674 | 0.596 | 0.608 | 0.507 | 0.595 | 0.347 | 0.536 | 0.598 | 0.719 | 0.613 | 0.582 | 0.650 | 0.659 | 0.681 | 0.373 | 0.566 | 0.691 | 0.652 | 0.506 | 0.631 | 0.531 | 0.583 | 0.667 | 0.602 | 0.549 | 0.696 | 0.592 | 0.658 | 0.846 | 0.587 | 0.536 | 0.554 | 0.567 | 0.709 | 0.718 | 0.775 | 0.827 | - | 0.549 | 0.637 |
MUSR
murder_mystery | 0.632 | 0.620 | 0.552 | 0.640 | 0.592 | 0.552 | 0.688 | 0.672 | 0.668 | 0.576 | 0.616 | 0.584 | 0.544 | 0.492 | 0.568 | 0.524 | 0.568 | 0.572 | 0.576 | 0.560 | 0.616 | 0.596 | 0.584 | 0.540 | 0.576 | 0.636 | 0.624 | 0.516 | 0.656 | 0.592 | 0.272 | 0.616 | 0.612 | 0.636 | 0.636 | 0.620 | 0.600 | 0.708 | 0.516 | 0.156 | 0.544 | 0.612 | 0.604 | 0.584 | 0.652 | 0.640 | - | 0.588 | 0.532 |
object_placements | 0.468 | 0.503 | 0.429 | 0.535 | 0.578 | 0.449 | 0.539 | 0.535 | 0.519 | 0.542 | 0.492 | 0.531 | 0.480 | 0.496 | 0.316 | 0.484 | 0.496 | 0.492 | 0.500 | 0.531 | 0.542 | 0.488 | 0.546 | 0.363 | 0.523 | 0.488 | 0.484 | 0.453 | 0.542 | 0.527 | 0.523 | 0.496 | 0.437 | 0.496 | 0.503 | 0.457 | 0.519 | 0.464 | 0.511 | 0.425 | 0.472 | 0.476 | 0.531 | 0.554 | 0.519 | 0.265 | - | 0.500 | 0.425 |
team_allocation | 0.412 | 0.508 | 0.436 | 0.512 | 0.496 | 0.352 | 0.460 | 0.484 | 0.460 | 0.476 | 0.572 | 0.588 | 0.364 | 0.460 | 0.336 | 0.440 | 0.396 | 0.500 | 0.412 | 0.512 | 0.416 | 0.468 | 0.460 | 0.380 | 0.396 | 0.488 | 0.504 | 0.356 | 0.448 | 0.456 | 0.516 | 0.540 | 0.548 | 0.520 | 0.536 | 0.480 | 0.560 | 0.628 | 0.440 | 0.084 | 0.444 | 0.384 | 0.512 | 0.476 | 0.556 | 0.592 | - | 0.504 | 0.556 |
MUSR | 0.503 | 0.543 | 0.472 | 0.562 | 0.555 | 0.451 | 0.562 | 0.563 | 0.548 | 0.531 | 0.559 | 0.567 | 0.462 | 0.482 | 0.406 | 0.482 | 0.486 | 0.521 | 0.496 | 0.534 | 0.525 | 0.517 | 0.530 | 0.427 | 0.498 | 0.537 | 0.537 | 0.441 | 0.548 | 0.525 | 0.437 | 0.550 | 0.531 | 0.550 | 0.558 | 0.518 | 0.559 | 0.599 | 0.489 | 0.223 | 0.486 | 0.490 | 0.548 | 0.538 | 0.575 | 0.497 | - | 0.530 | 0.503 |
MMLUPRO
biology | 0.641 | 0.728 | 0.324 | 0.708 | 0.702 | 0.582 | 0.754 | 0.687 | 0.747 | 0.772 | 0.676 | 0.695 | 0.538 | 0.608 | 0.207 | 0.523 | 0.598 | 0.687 | 0.627 | 0.641 | 0.675 | 0.672 | 0.686 | 0.334 | 0.623 | 0.707 | 0.659 | 0.582 | 0.651 | 0.619 | 0.592 | 0.697 | 0.656 | 0.676 | 0.702 | 0.662 | 0.725 | 0.835 | 0.668 | 0.571 | 0.610 | 0.638 | 0.709 | 0.729 | 0.797 | 0.764 | - | 0.570 | 0.684 |
business | 0.490 | 0.624 | 0.190 | 0.624 | 0.525 | 0.356 | 0.579 | 0.679 | 0.583 | 0.626 | 0.522 | 0.562 | 0.307 | 0.423 | 0.145 | 0.338 | 0.441 | 0.510 | 0.465 | 0.555 | 0.558 | 0.536 | 0.558 | 0.211 | 0.458 | 0.617 | 0.536 | 0.335 | 0.510 | 0.404 | 0.429 | 0.520 | 0.396 | 0.465 | 0.571 | 0.509 | 0.476 | 0.785 | 0.590 | 0.415 | 0.504 | 0.558 | 0.647 | 0.661 | 0.718 | 0.755 | - | 0.335 | 0.496 |
chemistry | 0.399 | 0.559 | 0.166 | 0.639 | 0.500 | 0.271 | 0.502 | 0.639 | 0.503 | 0.546 | 0.465 | 0.467 | 0.227 | 0.291 | 0.106 | 0.244 | 0.325 | 0.343 | 0.332 | 0.414 | 0.451 | 0.439 | 0.467 | 0.161 | 0.390 | 0.545 | 0.375 | - | 0.366 | 0.263 | 0.271 | 0.456 | 0.367 | 0.431 | 0.463 | 0.296 | 0.312 | 0.765 | 0.413 | 0.271 | 0.387 | 0.451 | 0.559 | 0.580 | 0.684 | 0.701 | - | 0.196 | 0.407 |
computer_science | 0.424 | 0.600 | 0.197 | 0.602 | 0.590 | 0.300 | 0.473 | 0.507 | 0.482 | 0.560 | 0.497 | 0.502 | 0.329 | 0.443 | 0.124 | 0.368 | 0.446 | 0.487 | 0.392 | 0.521 | 0.495 | 0.534 | 0.485 | 0.195 | 0.414 | 0.551 | 0.541 | - | 0.456 | 0.426 | 0.424 | 0.495 | 0.426 | 0.458 | 0.475 | 0.448 | 0.521 | 0.734 | 0.482 | 0.370 | 0.434 | 0.402 | 0.590 | 0.604 | 0.663 | 0.734 | - | 0.339 | 0.512 |
economics | 0.541 | 0.659 | 0.236 | 0.663 | 0.662 | 0.408 | 0.622 | 0.648 | 0.668 | 0.678 | 0.617 | 0.610 | 0.395 | 0.510 | 0.187 | 0.427 | 0.528 | 0.540 | 0.510 | 0.556 | 0.569 | 0.571 | 0.568 | 0.254 | 0.492 | 0.630 | 0.542 | - | 0.541 | 0.484 | 0.490 | 0.600 | 0.555 | 0.558 | 0.609 | 0.587 | 0.575 | 0.792 | 0.574 | 0.521 | 0.521 | 0.550 | 0.674 | 0.687 | 0.721 | 0.787 | - | 0.463 | - |
engineering | 0.340 | 0.420 | 0.157 | 0.437 | 0.424 | 0.253 | 0.391 | 0.406 | 0.406 | 0.414 | 0.303 | 0.298 | 0.204 | 0.284 | 0.117 | 0.240 | 0.269 | 0.301 | 0.311 | 0.348 | 0.391 | 0.391 | 0.378 | 0.157 | 0.302 | 0.380 | 0.330 | - | 0.317 | 0.237 | 0.237 | 0.274 | 0.264 | 0.297 | 0.297 | 0.283 | 0.342 | 0.589 | 0.356 | 0.247 | 0.296 | 0.309 | 0.418 | 0.420 | 0.512 | 0.573 | - | 0.180 | - |
health | 0.353 | 0.506 | 0.158 | 0.503 | 0.517 | 0.333 | 0.561 | 0.535 | 0.545 | 0.621 | 0.492 | 0.496 | 0.273 | 0.433 | 0.134 | 0.322 | 0.460 | 0.458 | 0.465 | 0.530 | 0.556 | 0.562 | 0.558 | 0.220 | 0.437 | 0.493 | 0.464 | - | 0.498 | 0.422 | 0.414 | 0.541 | 0.433 | 0.479 | 0.515 | 0.466 | 0.588 | 0.700 | 0.442 | 0.394 | 0.388 | 0.416 | 0.556 | 0.569 | 0.643 | 0.690 | - | 0.381 | - |
history | 0.325 | 0.477 | 0.149 | 0.406 | 0.467 | 0.275 | 0.482 | 0.522 | 0.493 | 0.490 | 0.425 | 0.438 | 0.244 | 0.388 | 0.139 | 0.259 | 0.370 | 0.391 | 0.406 | 0.419 | 0.433 | 0.409 | 0.451 | 0.149 | 0.380 | 0.438 | 0.409 | - | 0.425 | 0.359 | 0.364 | 0.406 | 0.398 | 0.388 | 0.380 | 0.380 | 0.496 | 0.627 | 0.391 | 0.325 | 0.333 | 0.367 | 0.459 | 0.464 | 0.566 | 0.624 | - | 0.380 | - |
law | 0.207 | 0.318 | 0.123 | 0.268 | 0.295 | 0.198 | 0.356 | 0.353 | 0.343 | 0.405 | 0.299 | 0.284 | 0.204 | 0.266 | 0.128 | 0.195 | 0.282 | 0.237 | 0.260 | 0.306 | 0.295 | 0.309 | 0.303 | 0.129 | 0.243 | 0.283 | 0.276 | - | 0.279 | 0.238 | 0.262 | 0.327 | 0.285 | 0.306 | 0.276 | 0 | 0.384 | 0.500 | 0.271 | 0.207 | 0.220 | 0.237 | 0.300 | 0.292 | 0.366 | 0.455 | - | 0.217 | - |
math | 0.518 | 0.686 | 0.203 | 0.694 | 0.564 | 0.309 | 0.537 | 0.621 | 0.538 | 0.570 | 0.490 | 0.523 | 0.318 | 0.417 | 0.148 | 0.367 | 0.454 | 0.508 | 0.382 | 0.496 | 0.532 | 0.516 | 0.555 | 0.273 | 0.511 | 0.679 | 0.543 | - | 0.416 | 0.369 | 0.418 | 0.482 | 0.369 | 0.468 | 0.522 | 0.458 | 0.391 | 0.816 | 0.592 | 0.385 | 0.581 | 0.603 | 0.712 | 0.723 | 0.775 | 0.814 | - | 0.270 | - |
other | 0.360 | 0.514 | 0.164 | 0.450 | 0.496 | 0.325 | 0.528 | 0.542 | 0.551 | 0.574 | 0.464 | 0.458 | 0.308 | 0.423 | 0.162 | 0.312 | 0.432 | 0.440 | 0.411 | 0.493 | 0.482 | 0.478 | 0.487 | 0.222 | 0.389 | 0.589 | 0.464 | - | 0.456 | 0.416 | 0.401 | 0.466 | 0.396 | 0.457 | 0.500 | 0.433 | 0.532 | 0.706 | 0.444 | 0.406 | 0.410 | 0.405 | 0.529 | 0.551 | 0.611 | 0.664 | - | 0.400 | - |
philosophy | 0.300 | 0.450 | 0.148 | 0.442 | 0.462 | 0.272 | 0.460 | 0.436 | 0.448 | 0.488 | 0.408 | 0.412 | 0.286 | 0.366 | 0.142 | 0.300 | 0.352 | 0.372 | 0.356 | 0.434 | 0.424 | 0.438 | 0.382 | 0.192 | 0.326 | 0.424 | 0.366 | - | 0.390 | 0.360 | 0.346 | 0.422 | 0.354 | 0.386 | 0.406 | 0.390 | 0.494 | 0.633 | 0.374 | 0.336 | 0.376 | 0.364 | 0.480 | 0.464 | 0.557 | 0.599 | - | 0.326 | - |
physics | 0.404 | 0.557 | 0.159 | 0.583 | 0.493 | 0.275 | 0.491 | 0.494 | 0.501 | 0.559 | 0.441 | 0.461 | 0.222 | 0.318 | 0.133 | 0.280 | 0.342 | 0.344 | 0.334 | 0.457 | 0.484 | 0.492 | 0.488 | 0.187 | 0.397 | 0.547 | 0.414 | - | 0.370 | 0.317 | 0.309 | 0.432 | 0.352 | 0.423 | 0.455 | 0.425 | 0.367 | 0.765 | 0.457 | 0.297 | 0.419 | 0.456 | 0.589 | 0.602 | 0.702 | 0.543 | - | 0.240 | - |
psychology | 0.502 | 0.642 | 0.258 | 0.621 | 0.645 | 0.494 | 0.666 | 0.657 | 0.647 | 0.692 | 0.586 | 0.602 | 0.436 | 0.531 | 0.184 | 0.448 | 0.543 | 0.572 | 0.560 | 0.581 | 0.624 | 0.601 | 0.637 | 0.317 | 0.518 | 0.604 | 0.595 | - | 0.588 | 0.543 | 0.552 | 0.626 | 0.573 | 0.583 | 0.621 | 0.572 | 0.676 | 0.759 | 0.595 | 0.536 | 0.526 | 0.563 | 0.636 | 0.644 | 0.721 | 0.749 | - | 0.525 | - |
MMLUPRO | 0.416 | 0.554 | 0.186 | 0.552 | 0.517 | 0.326 | 0.524 | 0.553 | 0.528 | 0.568 | 0.471 | 0.480 | 0.298 | 0.395 | 0.145 | 0.324 | 0.410 | 0.432 | 0.404 | 0.475 | 0.494 | 0.491 | 0.499 | 0.215 | 0.419 | 0.539 | 0.458 | 0.453 | 0.436 | 0.376 | 0.382 | 0.475 | 0.405 | 0.451 | 0.482 | 0.408 | 0.470 | 0.719 | 0.475 | 0.368 | 0.430 | 0.457 | 0.564 | 0.575 | 0.649 | 0.671 | - | 0.326 | 0.509 |
CATEGORIES
REASONING | 0.658 | 0.774 | 0.367 | 0.713 | 0.738 | 0.570 | 0.782 | 0.800 | 0.788 | 0.814 | 0.804 | 0.811 | 0.592 | 0.702 | 0.096 | 0.561 | 0.703 | 0.845 | 0.684 | 0.754 | 0.702 | 0.708 | 0.713 | 0.352 | 0.606 | 0.791 | 0.779 | 0.628 | 0.730 | 0.785 | 0.799 | 0.744 | 0.713 | 0.741 | 0.724 | 0.691 | 0.805 | 0.809 | 0.755 | 0.747 | 0.689 | 0.719 | 0.805 | 0.809 | 0.850 | 0.874 | 0.885 | 0.784 | 0.806 |
UNDERSTANDING | 0.548 | 0.652 | 0.366 | 0.644 | 0.670 | 0.538 | 0.708 | 0.712 | 0.707 | 0.742 | 0.661 | 0.670 | 0.511 | 0.598 | 0.116 | 0.481 | 0.599 | 0.685 | 0.602 | 0.680 | 0.622 | 0.618 | 0.631 | 0.330 | 0.579 | 0.672 | 0.633 | 0.563 | 0.633 | 0.644 | 0.651 | 0.661 | 0.629 | 0.629 | 0.614 | 0.622 | 0.727 | 0.728 | 0.674 | 0.649 | 0.605 | 0.613 | 0.692 | 0.696 | 0.761 | 0.793 | 0.809 | 0.617 | 0.713 |
LANGUAGE | 0.613 | 0.680 | 0.524 | 0.688 | 0.692 | 0.624 | 0.733 | 0.732 | 0.735 | 0.755 | 0.786 | 0.783 | 0.746 | 0.799 | 0.665 | 0.732 | 0.790 | 0.732 | 0.710 | 0.729 | 0.740 | 0.738 | 0.747 | 0.610 | 0.705 | 0.715 | 0.776 | 0.766 | 0.714 | 0.744 | 0.733 | 0.613 | 0.638 | 0.618 | 0.677 | 0.613 | 0.632 | 0.750 | 0.735 | 0.564 | 0.685 | 0.682 | 0.722 | 0.724 | 0.769 | 0.781 | 0.780 | 0.654 | 0.708 |
KNOWLEDGE | 0.516 | 0.627 | 0.354 | 0.476 | 0.496 | 0.505 | 0.677 | 0.710 | 0.689 | 0.733 | 0.553 | 0.543 | 0.406 | 0.470 | 0.266 | 0.358 | 0.404 | 0.601 | 0.536 | 0.633 | 0.568 | 0.571 | 0.547 | 0.066 | 0.536 | 0.580 | 0.526 | 0.582 | 0.511 | 0.542 | 0.533 | 0.581 | 0.546 | 0.546 | 0.517 | 0.519 | 0.663 | 0.678 | 0.530 | 0.585 | 0.469 | 0.426 | 0.595 | 0.597 | 0.693 | 0.725 | 0.581 | 0.489 | 0.521 |
COT | 0.438 | 0.561 | 0.220 | 0.552 | 0.530 | 0.350 | 0.548 | 0.568 | 0.550 | 0.582 | 0.485 | 0.500 | 0.336 | 0.431 | 0.188 | 0.365 | 0.445 | 0.505 | 0.446 | 0.488 | 0.522 | 0.521 | 0.530 | 0.255 | 0.446 | 0.545 | 0.479 | 0.498 | 0.466 | 0.416 | 0.424 | 0.502 | 0.437 | 0.474 | 0.506 | 0.440 | 0.503 | 0.725 | 0.492 | 0.398 | 0.443 | 0.462 | 0.570 | 0.581 | 0.653 | 0.684 | - | 0.377 | 0.563 |
MATHCOT | 0.731 | 0.819 | 0.369 | 0.745 | 0.752 | 0.480 | 0.728 | 0.733 | 0.735 | 0.740 | 0.682 | 0.679 | 0.545 | 0.638 | 0.359 | 0.571 | 0.649 | 0.700 | 0.622 | 0.680 | 0.708 | 0.721 | 0.728 | 0.386 | 0.647 | 0.808 | 0.750 | 0.493 | 0.652 | 0.546 | 0.578 | 0.695 | 0.612 | 0.591 | 0.767 | 0.638 | 0.665 | 0.919 | 0.671 | 0.548 | 0.667 | 0.694 | 0.823 | 0.829 | 0.869 | 0.903 | 0.927 | 0.535 | 0.662 |
CODE | 0.416 | 0.498 | 0.176 | 0.499 | 0.534 | 0.331 | 0.487 | 0.483 | 0.495 | 0.568 | 0.456 | 0.475 | 0.339 | 0.410 | 0.210 | 0.356 | 0.466 | 0.344 | 0.269 | 0.411 | 0.440 | 0.439 | 0.463 | 0.217 | 0.366 | 0.498 | 0.514 | 0.321 | 0.326 | 0.324 | 0.316 | 0.430 | 0.372 | 0.389 | 0.427 | 0.376 | 0.350 | 0.568 | 0.390 | 0.346 | 0.437 | 0.445 | 0.510 | 0.528 | 0.578 | 0.612 | 0.321 | 0.233 | 0.368 |
DISCIPLINES
NLP | 0.620 | 0.720 | 0.408 | 0.647 | 0.670 | 0.568 | 0.751 | 0.767 | 0.755 | 0.786 | 0.729 | 0.728 | 0.588 | 0.667 | 0.263 | 0.549 | 0.648 | 0.774 | 0.650 | 0.713 | 0.675 | 0.678 | 0.677 | 0.329 | 0.609 | 0.722 | 0.723 | 0.642 | 0.685 | 0.739 | 0.737 | 0.681 | 0.655 | 0.667 | 0.647 | 0.637 | 0.744 | 0.755 | 0.693 | 0.687 | 0.632 | 0.630 | 0.731 | 0.734 | 0.791 | 0.818 | 0.772 | 0.712 | 0.725 |
MATH | 0.597 | 0.712 | 0.294 | 0.674 | 0.659 | 0.398 | 0.634 | 0.650 | 0.637 | 0.653 | 0.590 | 0.597 | 0.445 | 0.544 | 0.265 | 0.482 | 0.564 | 0.638 | 0.528 | 0.594 | 0.612 | 0.613 | 0.629 | 0.318 | 0.556 | 0.711 | 0.634 | 0.451 | 0.558 | 0.483 | 0.508 | 0.611 | 0.527 | 0.525 | 0.646 | 0.543 | 0.585 | 0.817 | 0.612 | 0.493 | 0.576 | 0.599 | 0.741 | 0.747 | 0.799 | 0.843 | 0.927 | 0.455 | 0.615 |
SCIENCE | 0.606 | 0.726 | 0.350 | 0.741 | 0.713 | 0.555 | 0.735 | 0.749 | 0.739 | 0.769 | 0.686 | 0.698 | 0.481 | 0.576 | 0.093 | 0.480 | 0.579 | 0.664 | 0.608 | 0.685 | 0.668 | 0.668 | 0.676 | 0.346 | 0.605 | 0.716 | 0.621 | 0.673 | 0.618 | 0.581 | 0.596 | 0.701 | 0.658 | 0.685 | 0.696 | 0.660 | 0.697 | 0.845 | 0.674 | 0.618 | 0.629 | 0.657 | 0.738 | 0.748 | 0.815 | 0.806 | 0.946 | 0.544 | 0.731 |
ENGINEERING | 0.349 | 0.429 | 0.166 | 0.464 | 0.453 | 0.280 | 0.412 | 0.426 | 0.426 | 0.438 | 0.334 | 0.333 | 0.224 | 0.303 | 0.108 | 0.253 | 0.289 | 0.333 | 0.332 | 0.386 | 0.412 | 0.404 | 0.397 | 0.169 | 0.323 | 0.407 | 0.346 | 0.393 | 0.339 | 0.267 | 0.272 | 0.305 | 0.300 | 0.319 | 0.323 | 0.308 | 0.371 | 0.595 | 0.388 | 0.283 | 0.315 | 0.325 | 0.443 | 0.444 | 0.530 | 0.590 | - | 0.199 | 0.586 |
MEDICINE | 0.379 | 0.504 | 0.216 | 0.524 | 0.540 | 0.400 | 0.591 | 0.590 | 0.595 | 0.648 | 0.521 | 0.530 | 0.346 | 0.464 | 0.069 | 0.347 | 0.469 | 0.515 | 0.544 | 0.620 | 0.568 | 0.572 | 0.577 | 0.243 | 0.496 | 0.543 | 0.512 | 0.447 | 0.541 | 0.485 | 0.503 | 0.558 | 0.507 | 0.525 | 0.537 | 0.501 | 0.633 | 0.672 | 0.510 | 0.482 | 0.459 | 0.478 | 0.574 | 0.580 | 0.655 | 0.702 | 0.598 | 0.457 | 0.635 |
HUMANITIES | 0.472 | 0.594 | 0.291 | 0.572 | 0.615 | 0.485 | 0.643 | 0.652 | 0.645 | 0.679 | 0.593 | 0.610 | 0.416 | 0.521 | 0.094 | 0.395 | 0.517 | 0.603 | 0.545 | 0.624 | 0.571 | 0.563 | 0.578 | 0.292 | 0.529 | 0.609 | 0.552 | 0.536 | 0.552 | 0.535 | 0.547 | 0.605 | 0.567 | 0.567 | 0.588 | 0.567 | 0.671 | 0.740 | 0.597 | 0.544 | 0.527 | 0.533 | 0.629 | 0.638 | 0.716 | 0.742 | 0.600 | 0.508 | 0.660 |
BUSINESS | 0.536 | 0.657 | 0.252 | 0.679 | 0.655 | 0.450 | 0.660 | 0.697 | 0.678 | 0.709 | 0.623 | 0.637 | 0.408 | 0.523 | 0.115 | 0.428 | 0.530 | 0.594 | 0.537 | 0.626 | 0.592 | 0.582 | 0.598 | 0.251 | 0.517 | 0.667 | 0.564 | 0.466 | 0.565 | 0.514 | 0.526 | 0.632 | 0.575 | 0.589 | 0.637 | 0.604 | 0.636 | 0.801 | 0.644 | 0.566 | 0.565 | 0.596 | 0.701 | 0.710 | 0.759 | 0.802 | - | 0.479 | 0.652 |
LAW | 0.316 | 0.419 | 0.200 | 0.396 | 0.427 | 0.302 | 0.489 | 0.485 | 0.483 | 0.524 | 0.417 | 0.429 | 0.280 | 0.344 | 0.075 | 0.258 | 0.348 | 0.420 | 0.374 | 0.412 | 0.380 | 0.397 | 0.406 | 0.175 | 0.344 | 0.420 | 0.365 | 0.370 | 0.367 | 0.367 | 0.374 | 0.427 | 0.393 | 0.399 | 0.392 | 0.310 | 0.498 | 0.541 | 0.446 | 0.376 | 0.374 | 0.383 | 0.451 | 0.456 | 0.541 | 0.604 | - | 0.327 | 0.465 |
COMPOSITE AVERAGE
AVG | 0.561 | 0.668 | 0.342 | 0.627 | 0.641 | 0.502 | 0.688 | 0.701 | 0.692 | 0.724 | 0.648 | 0.654 | 0.493 | 0.581 | 0.198 | 0.476 | 0.576 | 0.670 | 0.582 | 0.651 | 0.622 | 0.623 | 0.629 | 0.306 | 0.561 | 0.668 | 0.635 | 0.578 | 0.598 | 0.610 | 0.616 | 0.634 | 0.595 | 0.606 | 0.616 | 0.585 | 0.674 | 0.748 | 0.633 | 0.597 | 0.578 | 0.586 | 0.686 | 0.691 | 0.754 | 0.783 | 0.759 | 0.578 | 0.675 |
CODE MODELS:
TEST | codegemma-2b | codegemma-1.1-7b-it | codegemma-7b | CodeLlama-7b-hf | Codestral-22B-v0.1 | Codestral-22B-Instruct-v0.1 | CodeQwen1.5-7B-Chat | CodeQwen1.5-7B | CodeQwen1.5-7B | granite-8b-code-instruct | Qwen2.5-Coder-0.5B-32k-Instruct | Qwen2.5-Coder-1.5B-Instruct | Qwen2.5-3B-32k-Instruct | Qwen2.5-Coder-3B-Instruct | Qwen2.5-Coder-7B-Instruct | Qwen2.5-Coder-7B | Qwen2.5-Coder-7B | Qwen2.5-Coder-14B-Instruct | Qwen2.5-Coder-14B | Qwen2.5-Coder-32B-Instruct |
---------------------------------------------|--------------|---------------------|--------------|-----------------|--------------------|-----------------------------|---------------------|----------------|----------------|--------------------------|---------------------------------|-----------------------------|-------------------------|---------------------------|---------------------------|------------------|------------------|----------------------------|-------------------|----------------------------|
params | 2.51B | 8.54B | 8.54B | 6.74B | 22B | 22B | 7.25B | 7.25B | 7.25B | 8.05B | 0.49403B | 1.54B | 3.09B | 3.09B | 7.62B | 7.62B | 7.62B | 14.77B | 14.77B | 32.76B |
quant | Q6_K | Q6_K | Q6_K | IQ4_XS | IQ4_XS | IQ4_XS | Q6_K | Q6_K | Q8_0 | Q4_K_M | Q6_K | Q6_K | Q6_K | Q6_K | IQ4_XS | IQ4_XS | Q6_K | IQ4_XS | IQ4_XS | IQ4_XS |
engine | llama.cpp version: 4255 | llama.cpp version: 4150 | llama.cpp version: 4255 | llama.cpp version: 4191 | llama.cpp version: 4132 | llama.cpp version: 4191 | llama.cpp version: 4094 | llama.cpp version: 4132 | llama.cpp version: 4191 | llama.cpp version: 4080 | llama.cpp version: 4150 | llama.cpp version: 4150 | llama.cpp version: 4150 | llama.cpp version: 4150 | llama.cpp version: 4094 | llama.cpp version: 4295 | llama.cpp version: 4132 | llama.cpp version: 4120 | llama.cpp version: 4150 | llama.cpp version: 4150 |
---------------------------------------------|--------------|---------------------|--------------|-----------------|--------------------|-----------------------------|---------------------|----------------|----------------|--------------------------|---------------------------------|-----------------------------|-------------------------|---------------------------|---------------------------|------------------|------------------|----------------------------|-------------------|----------------------------|
HUMANEVAL | 0.292 | 0.591 | 0.451 | 0.280 | 0.664 | 0.810 | 0.859 | 0.518 | 0.567 | 0.487 | 0.518 | 0.676 | 0.780 | 0.835 | 0.829 | 0.640 | 0.713 | 0.878 | 0.676 | 0.884 |
HUMANEVALP | 0.201 | 0.475 | 0.335 | 0.182 | 0.554 | 0.682 | 0.701 | 0.414 | 0.445 | 0.365 | 0.432 | 0.567 | 0.682 | 0.719 | 0.707 | 0.530 | 0.579 | 0.756 | 0.536 | 0.756 |
MBPP | 0.447 | 0.552 | 0.521 | 0.404 | 0.630 | 0.653 | 0.712 | 0.536 | 0.525 | 0.501 | 0.408 | 0.560 | 0.599 | 0.618 | 0.735 | 0.614 | 0.571 | 0.727 | 0.661 | 0.715 |
MBPPP | 0.415 | 0.517 | 0.455 | 0.375 | 0.558 | 0.593 | 0.665 | 0.486 | 0.486 | 0.473 | 0.352 | 0.504 | 0.584 | 0.589 | 0.687 | 0.540 | 0.513 | 0.665 | 0.558 | 0.669 |
HUMANEVALFIM | 0.268 | - | 0.463 | - | 0.719 | 0.719 | 0.731 | 0.518 | 0.475 | 0.402 | 0.518 | 0.524 | - | 0.634 | 0.493 | 0.713 | 0.756 | 0.829 | 0.518 | 0.890 |
HUMANEVALX_cpp | 0.170 | 0.359 | 0.384 | 0.256 | 0.640 | 0.621 | 0.676 | 0.463 | 0.475 | 0.457 | 0.286 | 0.426 | 0.237 | 0.567 | 0.676 | 0.548 | 0.475 | 0.506 | 0.573 | 0.689 |
HUMANEVALX_java | 0.341 | 0.469 | 0.493 | 0.371 | 0.756 | 0.670 | 0.774 | 0.591 | 0.609 | 0.524 | 0.512 | 0.609 | 0.615 | 0.743 | 0.798 | 0.725 | 0.652 | 0.201 | 0.762 | 0.841 |
HUMANEVALX_js | 0.347 | 0.560 | 0.493 | 0.347 | 0.658 | 0.621 | 0.768 | 0.567 | 0.585 | 0.493 | 0.493 | 0.615 | 0.682 | 0.670 | 0.798 | 0.628 | 0.658 | 0.817 | 0.695 | 0.835 |
HUMANEVALX | 0.286 | 0.463 | 0.457 | 0.325 | 0.684 | 0.638 | 0.739 | 0.540 | 0.556 | 0.491 | 0.430 | 0.550 | 0.512 | 0.660 | 0.758 | 0.634 | 0.595 | 0.508 | 0.676 | 0.788 |
CRUXEVAL_input | 0.057 | 0.406 | 0.206 | 0.156 | 0.438 | 0.351 | 0.456 | 0.192 | 0.203 | 0.358 | 0.435 | 0.416 | 0.347 | 0.481 | 0.578 | 0.255 | 0.267 | 0.677 | 0.281 | 0.676 |
CRUXEVAL_output | 0.253 | 0.368 | 0.306 | 0.281 | 0.465 | 0.447 | 0.363 | 0.363 | 0.363 | 0.322 | 0.278 | 0.332 | 0.311 | 0.413 | 0.507 | 0.381 | 0.435 | 0.577 | 0.422 | 0.610 |
CRUXEVAL | 0.155 | 0.387 | 0.256 | 0.218 | 0.451 | 0.399 | 0.410 | 0.278 | 0.283 | 0.340 | 0.356 | 0.374 | 0.329 | 0.447 | 0.543 | 0.318 | 0.351 | 0.627 | 0.351 | 0.643 |
CRUXEVALFIM_input | 0.325 | - | 0.378 | - | 0.295 | 0.351 | 0.237 | 0.206 | 0.210 | 0.171 | 0.017 | 0.155 | - | 0.208 | 0.322 | 0.296 | 0.313 | 0.421 | 0.346 | 0.515 |
CRUXEVALFIM_output | 0.153 | - | 0.332 | - | 0.441 | 0.355 | 0.212 | 0.280 | 0.266 | 0.323 | 0.098 | 0.222 | - | 0.323 | 0.481 | 0.352 | 0.365 | 0.546 | 0.481 | 0.557 |
CRUXEVALFIM | 0.239 | - | 0.355 | - | 0.368 | 0.353 | 0.225 | 0.243 | 0.238 | 0.247 | 0.058 | 0.188 | - | 0.266 | 0.401 | 0.324 | 0.339 | 0.483 | 0.413 | 0.536 |
CODE | 0.237 | 0.441 | 0.352 | 0.266 | 0.483 | 0.467 | 0.447 | 0.336 | 0.342 | 0.348 | 0.278 | 0.368 | 0.449 | 0.453 | 0.548 | 0.413 | 0.427 | 0.593 | 0.458 | 0.648 |
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