| # mlfoundations-dev/fig1_all_light_r1_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 | 39.7 | 78.2 | 85.6 | 31.4 | 54.0 | 43.4 | 22.4 | 7.2 | 6.9 | 12.1 | 31.0 | 6.4 | |
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| ### AIME24 |
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| - **Average Accuracy**: 39.67% ± 2.08% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 46.67% | 14 | 30 | |
| | 2 | 50.00% | 15 | 30 | |
| | 3 | 36.67% | 11 | 30 | |
| | 4 | 40.00% | 12 | 30 | |
| | 5 | 36.67% | 11 | 30 | |
| | 6 | 30.00% | 9 | 30 | |
| | 7 | 36.67% | 11 | 30 | |
| | 8 | 36.67% | 11 | 30 | |
| | 9 | 50.00% | 15 | 30 | |
| | 10 | 33.33% | 10 | 30 | |
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| ### AMC23 |
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| - **Average Accuracy**: 78.25% ± 0.94% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 77.50% | 31 | 40 | |
| | 2 | 72.50% | 29 | 40 | |
| | 3 | 80.00% | 32 | 40 | |
| | 4 | 77.50% | 31 | 40 | |
| | 5 | 75.00% | 30 | 40 | |
| | 6 | 82.50% | 33 | 40 | |
| | 7 | 77.50% | 31 | 40 | |
| | 8 | 77.50% | 31 | 40 | |
| | 9 | 80.00% | 32 | 40 | |
| | 10 | 82.50% | 33 | 40 | |
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| ### MATH500 |
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| - **Accuracy**: 85.60% |
| | Accuracy | Questions Solved | Total Questions | |
| |----------|-----------------|----------------| |
| | 85.60% | 428 | 500 | |
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| ### MMLUPro |
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| - **Average Accuracy**: 31.40% ± 0.00% |
| - **Number of Runs**: 1 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 31.40% | 157 | 500 | |
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| ### JEEBench |
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| - **Average Accuracy**: 54.01% ± 0.60% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 52.57% | 270.75 | 515 | |
| | 2 | 54.51% | 280.75 | 515 | |
| | 3 | 54.95% | 283.0 | 515 | |
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| ### GPQADiamond |
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| - **Average Accuracy**: 43.43% ± 1.67% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 39.39% | 78 | 198 | |
| | 2 | 44.95% | 89 | 198 | |
| | 3 | 45.96% | 91 | 198 | |
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| ### LiveCodeBench |
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| - **Average Accuracy**: 22.37% ± 0.07% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 22.31% | 114 | 511 | |
| | 2 | 22.50% | 115 | 511 | |
| | 3 | 22.31% | 114 | 511 | |
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| ### CodeElo |
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| - **Average Accuracy**: 7.25% ± 0.34% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 7.93% | 31 | 391 | |
| | 2 | 6.91% | 27 | 391 | |
| | 3 | 6.91% | 27 | 391 | |
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| ### CodeForces |
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| - **Average Accuracy**: 6.92% ± 0.27% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 7.28% | 33 | 453 | |
| | 2 | 7.06% | 32 | 453 | |
| | 3 | 6.40% | 29 | 453 | |
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| ### LiveCodeBenchv5 |
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| - **Average Accuracy**: 12.10% ± 0.45% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 11.65% | 43 | 369 | |
| | 2 | 13.01% | 48 | 369 | |
| | 3 | 11.65% | 43 | 369 | |
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| ### AIME25 |
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| - **Average Accuracy**: 31.00% ± 1.34% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 30.00% | 9 | 30 | |
| | 2 | 26.67% | 8 | 30 | |
| | 3 | 33.33% | 10 | 30 | |
| | 4 | 26.67% | 8 | 30 | |
| | 5 | 36.67% | 11 | 30 | |
| | 6 | 30.00% | 9 | 30 | |
| | 7 | 26.67% | 8 | 30 | |
| | 8 | 40.00% | 12 | 30 | |
| | 9 | 30.00% | 9 | 30 | |
| | 10 | 30.00% | 9 | 30 | |
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| ### HLE |
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| - **Average Accuracy**: 6.38% ± 0.45% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 5.27% | 27 | 512 | |
| | 2 | 6.84% | 35 | 512 | |
| | 3 | 7.03% | 36 | 512 | |
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