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@@ -42,20 +42,20 @@ nohup bash run_deepscaler_1.5b_24k.sh --model $MODEL_PATH > stage3-continue.log
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  ```
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  ## Evaluation
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- We report Pass@1 accuracy averaged over 16 samples for each problem.
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  | Model | AIME 2024 | MATH 500 | AMC 2023 | Minerva Math | OlympiadBench | Avg. |
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  |-------|-----------|-----------|-----------|--------------|---------------|------|
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  | Qwen-2.5-7B-Instruct | 13.3 | 79.8 | 50.6 | 34.6 | 40.7 | 43.8 |
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  | rStar-Math-7B | 26.7 | 78.4 | 47.5 | - | 47.1 | - |
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  | Eurus-2-7B-PRIME | 26.7 | 79.2 | 57.8 | 38.6 | 42.1 | 48.9 |
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- | Qwen2.5-7B-SimpleRL | 26.7 | 82.4 | 62.5 | <strong>39.7</strong> | 43.3 | 50.9 |
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  | DeepSeek-R1-Distill-Qwen-1.5B | 28.8 | 82.8 | 62.9 | 26.5 | 43.3 | 48.9 |
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  | Still-1.5B | 32.5 | 84.4 | 66.7 | 29.0 | 45.4 | 51.6 |
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- | <strong>DeepScaleR-1.5B-Preview</strong> | <strong>43.1</strong> | <strong>87.8</strong> | <strong>73.6</strong> | 30.2 | <strong>50.0</strong> | <strong>57.0</strong> |
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- | <strong>DeepScaleR-1.5B-Preview-Reproduce</strong> | <strong>40.4</strong> | <strong>87.9</strong> | <strong>72.0</strong> | 31.5 | <strong>50.2</strong> | <strong>56.4</strong> |
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  | O1-Preview | 40.0 | 81.4 | - | - | - | - |
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  ## Citation
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  ```bibtex
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  @misc{deepscaler2025,
 
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  ```
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  ## Evaluation
 
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  | Model | AIME 2024 | MATH 500 | AMC 2023 | Minerva Math | OlympiadBench | Avg. |
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  |-------|-----------|-----------|-----------|--------------|---------------|------|
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  | Qwen-2.5-7B-Instruct | 13.3 | 79.8 | 50.6 | 34.6 | 40.7 | 43.8 |
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  | rStar-Math-7B | 26.7 | 78.4 | 47.5 | - | 47.1 | - |
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  | Eurus-2-7B-PRIME | 26.7 | 79.2 | 57.8 | 38.6 | 42.1 | 48.9 |
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+ | Qwen2.5-7B-SimpleRL | 26.7 | 82.4 | 62.5 | 39.7 | 43.3 | 50.9 |
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  | DeepSeek-R1-Distill-Qwen-1.5B | 28.8 | 82.8 | 62.9 | 26.5 | 43.3 | 48.9 |
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  | Still-1.5B | 32.5 | 84.4 | 66.7 | 29.0 | 45.4 | 51.6 |
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+ | DeepScaleR-1.5B-Preview | 43.1 |87.8 |73.6 | 30.2 |50.0 |57.0 |
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+ | <strong>🎉 DeepScaleR-1.5B-Preview-Reproduce</strong> | 40.4 |87.9 | 72.0 | 31.5 | 50.2 |56.4|
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  | O1-Preview | 40.0 | 81.4 | - | - | - | - |
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  ## Citation
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  ```bibtex
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  @misc{deepscaler2025,