Mathematical Reasoning on MATH500 (Pass@1, Pass@32)
66.4Pass@1DynaMO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynaMOBackbone=Qwen2.5-Math-7B2026.02 | 66.4 | 84 | |
| Fork TokensBackbone=Qwen2.5-Math-7B2026.02 | 65.8 | 79.3 | |
| Entropy AdvantagesBackbone=Qwen2.5-Math-7B2026.02 | 65.3 | 83.3 | |
| W-REINFORCEBackbone=Qwen2.5-Math-7B2026.02 | 64.9 | 84 | |
| KL-COVBackbone=Qwen2.5-Math-7B2026.02 | 64.6 | 75.3 | |
| Clip-COVBackbone=Qwen2.5-Math-7B2026.02 | 64.3 | 76.8 | |
| Clip-HigherBackbone=Qwen2.5-Math-7B2026.02 | 64.2 | 83.6 | |
| GRPOBackbone=Qwen2.5-Math-7B2026.02 | 63.3 | 75 | |
| Entropy LossBackbone=Qwen2.5-Math-7B2026.02 | 60.6 | 79.6 | |
| Entropy AdvantagesBackbone=Qwen2.5-Math-1.5B2026.02 | 59.7 | 76.2 | |
| DynaMOBackbone=Qwen2.5-Math-1.5B2026.02 | 58.8 | 81 | |
| Clip-COVBackbone=Qwen2.5-Math-1.5B2026.02 | 57.6 | 75.6 | |
| Clip-HigherBackbone=Qwen2.5-Math-1.5B2026.02 | 56.8 | 80.2 | |
| W-REINFORCEBackbone=Qwen2.5-Math-1.5B2026.02 | 56.7 | 77.7 | |
| Entropy LossBackbone=Qwen2.5-Math-1.5B2026.02 | 56.3 | 78.5 | |
| GRPOBackbone=Qwen2.5-Math-1.5B2026.02 | 54.4 | 79.2 | |
| Fork TokensBackbone=Qwen2.5-Math-1.5B2026.02 | 54.3 | 74.2 | |
| KL-COVBackbone=Qwen2.5-Math-1.5B2026.02 | 54.2 | 78.1 |