Mathematical Reasoning on AIME25 (Pass@1, Pass@32)
15.4Pass@1DynaMO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynaMOBackbone=Qwen2.5-Math-7B2026.02 | 15.4 | 46.8 | |
| W-REINFORCEBackbone=Qwen2.5-Math-7B2026.02 | 14.3 | 41 | |
| Fork TokensBackbone=Qwen2.5-Math-7B2026.02 | 13.4 | 43.5 | |
| Entropy LossBackbone=Qwen2.5-Math-7B2026.02 | 13.2 | 40.6 | |
| Clip-COVBackbone=Qwen2.5-Math-7B2026.02 | 13.2 | 40.4 | |
| Clip-HigherBackbone=Qwen2.5-Math-7B2026.02 | 12.1 | 39.5 | |
| GRPOBackbone=Qwen2.5-Math-7B2026.02 | 11.7 | 34.8 | |
| KL-COVBackbone=Qwen2.5-Math-7B2026.02 | 11.7 | 36.1 | |
| DynaMOBackbone=Qwen2.5-Math-1.5B2026.02 | 9.8 | 32.5 | |
| Entropy AdvantagesBackbone=Qwen2.5-Math-7B2026.02 | 9.4 | 39.2 | |
| KL-COVBackbone=Qwen2.5-Math-1.5B2026.02 | 9 | 33.4 | |
| Entropy AdvantagesBackbone=Qwen2.5-Math-1.5B2026.02 | 8.9 | 33.4 | |
| W-REINFORCEBackbone=Qwen2.5-Math-1.5B2026.02 | 8.5 | 31.7 | |
| GRPOBackbone=Qwen2.5-Math-1.5B2026.02 | 7.6 | 31.5 | |
| Clip-COVBackbone=Qwen2.5-Math-1.5B2026.02 | 6.6 | 34.4 | |
| Clip-HigherBackbone=Qwen2.5-Math-1.5B2026.02 | 6.4 | 30.6 | |
| Fork TokensBackbone=Qwen2.5-Math-1.5B2026.02 | 5.9 | 31.4 | |
| Entropy LossBackbone=Qwen2.5-Math-1.5B2026.02 | 5.8 | 28.4 |