Mathematical Reasoning on MetaMath 1k
212Token CountExtra-CoT (CHRPO)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Extra-CoT (CHRPO)Backbone=Qwen3-1.7B, Ratio=<POLICY>2026.02 | 212 | 0.25 | 91.1 | |
| Extra-CoTBackbone=Qwen3-1.7B, Ratio=0.22026.02 | 292 | 0.33 | 86 | |
| TokenSkipBackbone=Qwen3-1.7B, Ratio=0.22026.02 | 313 | 0.37 | 68.4 | |
| Extra-CoTBackbone=Qwen3-1.7B, Ratio=0.42026.02 | 458 | 0.53 | 89 | |
| TokenSkipBackbone=Qwen3-1.7B, Ratio=<POLICY>2026.02 | 525 | 0.6 | 78.4 | |
| TokenSkipBackbone=Qwen3-1.7B, Ratio=0.42026.02 | 531 | 0.6 | 83.3 | |
| Extra-CoTBackbone=Qwen3-1.7B, Ratio=<POLICY>2026.02 | 569 | 0.69 | 91.6 | |
| Extra-CoTBackbone=Qwen3-1.7B, Ratio=0.62026.02 | 634 | 0.77 | 90.6 | |
| TokenSkipBackbone=Qwen3-1.7B, Ratio=0.82026.02 | 751 | 0.85 | 90 | |
| TokenSkipBackbone=Qwen3-1.7B, Ratio=0.62026.02 | 765 | 0.87 | 87.9 | |
| Extra-CoTBackbone=Qwen3-1.7B, Ratio=0.82026.02 | 796 | 0.96 | 92.4 | |
| Base ModelBackbone=Qwen3-1.7B2026.02 | 823 | — | 91 | |
| Extra-CoTBackbone=Qwen3-1.7B, Ratio=1.02026.02 | 876 | 1.06 | 92.4 | |
| TokenSkipBackbone=Qwen3-1.7B, Ratio=1.02026.02 | 878 | 1.07 | 91.1 |