| # mlfoundations-dev/fig1_all_openthoughts_eval_2e29 |
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| Precomputed model outputs for evaluation. |
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| ## Evaluation Results |
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| ### Summary |
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| | Metric | AIME24 | AMC23 | MATH500 | MMLUPro | JEEBench | GPQADiamond | LiveCodeBench | CodeElo | CodeForces | LiveCodeBenchv5 | AIME25 | HLE | |
| |--------|------|-----|-------|-------|--------|-----------|-------------|-------|----------|---------------|------|---| |
| | Accuracy | 41.7 | 78.0 | 84.8 | 29.6 | 48.6 | 48.8 | 40.2 | 15.1 | 18.0 | 29.2 | 23.7 | 0.9 | |
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| ### AIME24 |
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| - **Average Accuracy**: 41.67% ± 1.78% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 33.33% | 10 | 30 | |
| | 2 | 43.33% | 13 | 30 | |
| | 3 | 43.33% | 13 | 30 | |
| | 4 | 36.67% | 11 | 30 | |
| | 5 | 50.00% | 15 | 30 | |
| | 6 | 33.33% | 10 | 30 | |
| | 7 | 50.00% | 15 | 30 | |
| | 8 | 43.33% | 13 | 30 | |
| | 9 | 43.33% | 13 | 30 | |
| | 10 | 40.00% | 12 | 30 | |
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| ### AMC23 |
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| - **Average Accuracy**: 78.00% ± 1.31% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 77.50% | 31 | 40 | |
| | 2 | 80.00% | 32 | 40 | |
| | 3 | 85.00% | 34 | 40 | |
| | 4 | 80.00% | 32 | 40 | |
| | 5 | 77.50% | 31 | 40 | |
| | 6 | 70.00% | 28 | 40 | |
| | 7 | 72.50% | 29 | 40 | |
| | 8 | 77.50% | 31 | 40 | |
| | 9 | 82.50% | 33 | 40 | |
| | 10 | 77.50% | 31 | 40 | |
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| ### MATH500 |
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| - **Accuracy**: 84.80% |
| | Accuracy | Questions Solved | Total Questions | |
| |----------|-----------------|----------------| |
| | 84.80% | 424 | 500 | |
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| ### MMLUPro |
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| - **Average Accuracy**: 29.60% ± 0.00% |
| - **Number of Runs**: 1 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 29.60% | 148 | 500 | |
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| ### JEEBench |
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| - **Average Accuracy**: 48.64% ± 0.41% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 49.56% | 255.25 | 515 | |
| | 2 | 48.54% | 250.0 | 515 | |
| | 3 | 47.82% | 246.25 | 515 | |
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| ### GPQADiamond |
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| - **Average Accuracy**: 48.82% ± 1.22% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 49.49% | 98 | 198 | |
| | 2 | 51.01% | 101 | 198 | |
| | 3 | 45.96% | 91 | 198 | |
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| ### LiveCodeBench |
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| - **Average Accuracy**: 40.25% ± 0.64% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 39.92% | 204 | 511 | |
| | 2 | 39.33% | 201 | 511 | |
| | 3 | 41.49% | 212 | 511 | |
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| ### CodeElo |
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| - **Average Accuracy**: 15.09% ± 1.03% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 15.09% | 59 | 391 | |
| | 2 | 16.88% | 66 | 391 | |
| | 3 | 13.30% | 52 | 391 | |
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| ### CodeForces |
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| - **Average Accuracy**: 18.03% ± 0.94% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 19.87% | 90 | 453 | |
| | 2 | 16.78% | 76 | 453 | |
| | 3 | 17.44% | 79 | 453 | |
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| ### LiveCodeBenchv5 |
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| - **Average Accuracy**: 29.18% ± 0.24% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 29.54% | 109 | 369 | |
| | 2 | 29.27% | 108 | 369 | |
| | 3 | 28.73% | 106 | 369 | |
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| ### AIME25 |
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| - **Average Accuracy**: 23.67% ± 1.91% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
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| | 1 | 20.00% | 6 | 30 | |
| | 2 | 23.33% | 7 | 30 | |
| | 3 | 20.00% | 6 | 30 | |
| | 4 | 23.33% | 7 | 30 | |
| | 5 | 23.33% | 7 | 30 | |
| | 6 | 20.00% | 6 | 30 | |
| | 7 | 23.33% | 7 | 30 | |
| | 8 | 16.67% | 5 | 30 | |
| | 9 | 40.00% | 12 | 30 | |
| | 10 | 26.67% | 8 | 30 | |
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| ### HLE |
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| - **Average Accuracy**: 0.91% ± 0.14% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
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| | 1 | 0.59% | 3 | 512 | |
| | 2 | 1.17% | 6 | 512 | |
| | 3 | 0.98% | 5 | 512 | |
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