Mathematical Reasoning on MATH-500 (Pass@1, Pass@5, Pass@10)
88.7Pass@1LP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LPModel=Qwen3-8B2026.03 | 88.7 | 94.2 | 95.2 | |
| S-RLModel=Qwen3-8B2026.03 | 88.4 | 93.8 | 95 | |
| EntModel=Qwen3-8B2026.03 | 86.6 | 93.1 | 94.5 | |
| CH2Model=Qwen3-8B2026.03 | 86 | 92.9 | 94.3 | |
| AvgEntModel=Qwen3-8B2026.03 | 81.5 | 89.5 | 91.2 | |
| LPModel=Qwen3-1.7B2026.03 | 80 | 90.4 | 92.4 | |
| EntModel=Qwen3-1.7B2026.03 | 79.8 | 90.4 | 92.4 | |
| CH2Model=Qwen3-1.7B2026.03 | 79.5 | 90.6 | 93.2 | |
| S-RLModel=Qwen3-1.7B2026.03 | 78.8 | 89.5 | 91.8 | |
| AvgEntModel=Qwen3-1.7B2026.03 | 78.2 | 89.7 | 91.9 | |
| S-RLModel=DeepSeek-Distill Llama-8B2026.03 | 72.7 | 90.2 | 93.7 | |
| LP†Model=DeepSeek-Distill Llama-8B2026.03 | 70.5 | 88.5 | 92.5 | |
| BaseModel=Qwen3-1.7B2026.03 | 70.2 | 81.4 | 84.9 | |
| Ent†Model=DeepSeek-Distill Llama-8B2026.03 | 70 | 88.1 | 91.9 | |
| CH2†Model=DeepSeek-Distill Llama-8B2026.03 | 69.5 | 86.8 | 90.6 | |
| BaseModel=DeepSeek-Distill Llama-8B2026.03 | 69.4 | 87.1 | 90.8 | |
| AvgEnt†Model=DeepSeek-Distill Llama-8B2026.03 | 69.3 | 86.6 | 90.4 | |
| BaseModel=Qwen3-8B2026.03 | 67.9 | 80.5 | 84.4 | |
| S-RLModel=Llama3.1-8B2026.03 | 46.3 | 69 | 76.4 | |
| BaseModel=Llama3.1-8B2026.03 | 45.5 | 69.4 | 77.2 |