Mathematical Reasoning on GSM8K (Pass@1, TC)
92Pass@1EAPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EAPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 92 | 1.01 | |
| ARPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 91.8 | 1.03 | |
| AEPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 91.4 | 1.01 | |
| GRPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 90.8 | 1.08 | |
| Reinforce++Backbone Model=Qwen2.5-7B-Instruct2026.06 | 90.8 | 1.32 | |
| ToolStarBackbone Model=Qwen2.5-7B-Instruct2026.06 | 90.8 | 1.08 | |
| BaseBackbone Model=Qwen2.5-7B-Instruct2026.06 | 90.2 | — | |
| EAPOBackbone Model=Qwen2.5-3B-Instruct2026.06 | 86.6 | 1.05 | |
| ARPOBackbone Model=Qwen2.5-3B-Instruct2026.06 | 85 | 1.04 | |
| Reinforce++Backbone Model=Qwen2.5-3B-Instruct2026.06 | 84.8 | 1.16 | |
| ToolStarBackbone Model=Qwen2.5-3B-Instruct2026.06 | 83.4 | 1.03 | |
| GRPOBackbone Model=Qwen2.5-3B-Instruct2026.06 | 81.6 | 1.13 | |
| BaseBackbone Model=Qwen2.5-3B-Instruct2026.06 | 72.5 | — | |
| TIRBackbone Model=Qwen2.5-7B-Instruct2026.06 | 64.6 | 1.08 | |
| TIRBackbone Model=Qwen2.5-3B-Instruct2026.06 | 56.6 | 1.01 |