Mathematical Reasoning on MATH 500 (pass@1, pass@256)
67Pass@1Qwen2.5-7B-Instruct
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Qwen2.5-7B-InstructTraining Mode=Curriculum RL2026.06 | 67 | 96.2 | |
| Qwen2.5-7B-InstructTraining Mode=Vanilla RLVR2026.06 | 66.4 | 95.6 | |
| Qwen2.5-7BTraining Mode=Curriculum RL2026.06 | 63.9 | 95.9 | |
| Qwen2.5-7B-InstructTraining Mode=Base2026.06 | 49.8 | 95.4 | |
| Qwen3-8BTraining Mode=Vanilla RLVR2026.06 | 46.2 | 96.4 | |
| Qwen3-8BTraining Mode=Curriculum RL2026.06 | 34.4 | 94.8 | |
| DeepSeek-R1-0528-Qwen3-8BTraining Mode=Curriculum RL2026.06 | 26.2 | 85.6 | |
| Qwen2.5-7BTraining Mode=Vanilla RLVR2026.06 | 24 | 92.4 | |
| Qwen3-8BTraining Mode=Base2026.06 | 20.3 | 91.7 | |
| Qwen2.5-7BTraining Mode=Base2026.06 | 17.7 | 94.1 | |
| LLaMA-3.1-8B-InstructTraining Mode=Curriculum RL2026.06 | 15.4 | 88 | |
| DeepSeek-R1-0528-Qwen3-8BTraining Mode=Base2026.06 | 15.2 | 78.2 | |
| DeepSeek-R1-0528-Qwen3-8BTraining Mode=Vanilla RLVR2026.06 | 13.4 | 84.2 | |
| LLaMA-3.1-8B-InstructTraining Mode=Vanilla RLVR2026.06 | 12.4 | 55.4 | |
| LLaMA-3.1-8B-InstructTraining Mode=Base2026.06 | 9.2 | 73.6 |