Mathematical Reasoning on AIME24 (Pass@1, Pass@32)
34.4Pass@1DynaMO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynaMOBackbone=Qwen2.5-Math-7B2026.02 | 34.4 | 59 | |
| KL-COVBackbone=Qwen2.5-Math-7B2026.02 | 32.8 | 53.3 | |
| Clip-COVBackbone=Qwen2.5-Math-7B2026.02 | 32.2 | 52.7 | |
| W-REINFORCEBackbone=Qwen2.5-Math-7B2026.02 | 31.8 | 55.4 | |
| Entropy LossBackbone=Qwen2.5-Math-7B2026.02 | 30.6 | 54.6 | |
| GRPOBackbone=Qwen2.5-Math-7B2026.02 | 28.8 | 52.5 | |
| Entropy AdvantagesBackbone=Qwen2.5-Math-7B2026.02 | 27.5 | 49.7 | |
| Fork TokensBackbone=Qwen2.5-Math-7B2026.02 | 27.1 | 52.5 | |
| Clip-HigherBackbone=Qwen2.5-Math-7B2026.02 | 27 | 51.9 | |
| DynaMOBackbone=Qwen2.5-Math-1.5B2026.02 | 17.2 | 37.2 | |
| Entropy AdvantagesBackbone=Qwen2.5-Math-1.5B2026.02 | 15.7 | 35.8 | |
| W-REINFORCEBackbone=Qwen2.5-Math-1.5B2026.02 | 15.3 | 35.3 | |
| Clip-COVBackbone=Qwen2.5-Math-1.5B2026.02 | 13.5 | 36.4 | |
| GRPOBackbone=Qwen2.5-Math-1.5B2026.02 | 13.2 | 32.3 | |
| Entropy LossBackbone=Qwen2.5-Math-1.5B2026.02 | 12.6 | 33.7 | |
| KL-COVBackbone=Qwen2.5-Math-1.5B2026.02 | 12.6 | 33.9 | |
| Clip-HigherBackbone=Qwen2.5-Math-1.5B2026.02 | 12.4 | 34.7 | |
| Fork TokensBackbone=Qwen2.5-Math-1.5B2026.02 | 9.4 | 32 |