General Reasoning Efficiency on Aggregate Math, Code, Science
1,267Response Length (Tokens)SuCo
Evaluation Results
| Method | Links | |
|---|---|---|
| SuCoModel Scale=7B, Base Model=Qwen2.5-Math2026.06 | 1,267 | |
| SuCoModel Scale=1.5B, Base Model=Qwen2.5-Math2026.06 | 1,483 | |
| LHRMsModel Scale=7B, Base Model=Qwen2.5-Math2026.06 | 1,891 | |
| LHRMsModel Scale=1.5B, Base Model=Qwen2.5-Math2026.06 | 2,055 | |
| S-GRPOModel Scale=7B, Base Model=Qwen2.5-Math2026.06 | 2,478 | |
| S-GRPOModel Scale=1.5B, Base Model=Qwen2.5-Math2026.06 | 2,726 | |
| AdaptThinkModel Scale=1.5B, Base Model=Qwen2.5-Math2026.06 | 2,897 | |
| AdaCoTModel Scale=1.5B, Base Model=Qwen2.5-Math2026.06 | 2,952 | |
| AdaptThinkModel Scale=7B, Base Model=Qwen2.5-Math2026.06 | 3,400 | |
| AdaCoTModel Scale=7B, Base Model=Qwen2.5-Math2026.06 | 3,419 | |
| DeepSeek-R1-DistillModel Scale=7B, Base Model=Qwen2.5-Math2026.06 | 5,239 | |
| DeepSeek-R1-DistillModel Scale=1.5B, Base Model=Qwen2.5-Math2026.06 | 5,736 |