| # mlfoundations-dev/fig1_all_bespoke_stratos_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 | 23.7 | 67.8 | 78.6 | 29.4 | 44.8 | 42.4 | 39.9 | 13.5 | 15.2 | 30.3 | 21.0 | 1.7 | |
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| ### AIME24 |
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| - **Average Accuracy**: 23.67% ± 1.79% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 26.67% | 8 | 30 | |
| | 2 | 16.67% | 5 | 30 | |
| | 3 | 36.67% | 11 | 30 | |
| | 4 | 20.00% | 6 | 30 | |
| | 5 | 16.67% | 5 | 30 | |
| | 6 | 26.67% | 8 | 30 | |
| | 7 | 20.00% | 6 | 30 | |
| | 8 | 23.33% | 7 | 30 | |
| | 9 | 23.33% | 7 | 30 | |
| | 10 | 26.67% | 8 | 30 | |
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| ### AMC23 |
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| - **Average Accuracy**: 67.75% ± 1.48% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 62.50% | 25 | 40 | |
| | 2 | 67.50% | 27 | 40 | |
| | 3 | 80.00% | 32 | 40 | |
| | 4 | 65.00% | 26 | 40 | |
| | 5 | 67.50% | 27 | 40 | |
| | 6 | 65.00% | 26 | 40 | |
| | 7 | 65.00% | 26 | 40 | |
| | 8 | 70.00% | 28 | 40 | |
| | 9 | 70.00% | 28 | 40 | |
| | 10 | 65.00% | 26 | 40 | |
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| ### MATH500 |
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| - **Accuracy**: 78.60% |
| | Accuracy | Questions Solved | Total Questions | |
| |----------|-----------------|----------------| |
| | 78.60% | 393 | 500 | |
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| ### MMLUPro |
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| - **Average Accuracy**: 29.40% ± 0.00% |
| - **Number of Runs**: 1 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 29.40% | 147 | 500 | |
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| ### JEEBench |
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| - **Average Accuracy**: 44.82% ± 0.47% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 44.17% | 227.5 | 515 | |
| | 2 | 44.32% | 228.25 | 515 | |
| | 3 | 45.97% | 236.75 | 515 | |
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| ### GPQADiamond |
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| - **Average Accuracy**: 42.42% ± 1.33% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 39.39% | 78 | 198 | |
| | 2 | 42.93% | 85 | 198 | |
| | 3 | 44.95% | 89 | 198 | |
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| ### LiveCodeBench |
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| - **Average Accuracy**: 39.92% ± 0.41% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 40.70% | 208 | 511 | |
| | 2 | 39.33% | 201 | 511 | |
| | 3 | 39.73% | 203 | 511 | |
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| ### CodeElo |
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| - **Average Accuracy**: 13.47% ± 1.33% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 11.25% | 44 | 391 | |
| | 2 | 15.86% | 62 | 391 | |
| | 3 | 13.30% | 52 | 391 | |
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| ### CodeForces |
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| - **Average Accuracy**: 15.23% ± 1.00% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 14.35% | 65 | 453 | |
| | 2 | 17.22% | 78 | 453 | |
| | 3 | 14.13% | 64 | 453 | |
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| ### LiveCodeBenchv5 |
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| - **Average Accuracy**: 30.26% ± 1.01% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 29.54% | 109 | 369 | |
| | 2 | 32.25% | 119 | 369 | |
| | 3 | 29.00% | 107 | 369 | |
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| ### AIME25 |
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| - **Average Accuracy**: 21.00% ± 1.06% |
| - **Number of Runs**: 10 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 16.67% | 5 | 30 | |
| | 2 | 26.67% | 8 | 30 | |
| | 3 | 20.00% | 6 | 30 | |
| | 4 | 16.67% | 5 | 30 | |
| | 5 | 20.00% | 6 | 30 | |
| | 6 | 16.67% | 5 | 30 | |
| | 7 | 23.33% | 7 | 30 | |
| | 8 | 23.33% | 7 | 30 | |
| | 9 | 23.33% | 7 | 30 | |
| | 10 | 23.33% | 7 | 30 | |
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| ### HLE |
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| - **Average Accuracy**: 1.69% ± 0.14% |
| - **Number of Runs**: 3 |
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| | Run | Accuracy | Questions Solved | Total Questions | |
| |-----|----------|-----------------|----------------| |
| | 1 | 1.95% | 10 | 512 | |
| | 2 | 1.76% | 9 | 512 | |
| | 3 | 1.37% | 7 | 512 | |
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