Mathematical Reasoning on AIME24, AIME25, HMMT25
78.4AIME24 ScorePBSD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PBSDModel=Qwen3-8B2026.05 | 78.4 | 71 | 46.1 | 65.2 | — | |
| OPSDModel=Qwen3-8B2026.05 | 77.3 | 70.1 | 45.1 | 64.2 | — | |
| PBSDModel=Qwen3-4B2026.05 | 77.3 | 69 | 45.6 | 64 | — | |
| SRPOModel=Qwen3-8B2026.05 | 77.1 | 69.6 | 43.9 | 63.5 | — | |
| OPSDModel=Qwen3-4B2026.05 | 76.3 | 68.1 | 46 | 63.5 | — | |
| SRPOModel=Qwen3-4B2026.05 | 76.3 | 67.8 | 45.5 | 63.2 | — | |
| GRPOModel=Qwen3-8B2026.05 | 76.1 | 69 | 46.3 | 63.8 | — | |
| DAPOModel=Qwen3-4B2026.05 | 76.1 | 67.7 | 44.3 | 62.7 | — | |
| DAPOModel=Qwen3-8B2026.05 | 76 | 68.7 | 46 | 63.6 | — | |
| SDFTModel=Qwen3-8B2026.05 | 75.9 | 69.1 | 44.2 | 63.1 | — | |
| GRPOModel=Qwen3-4B2026.05 | 75.7 | 67.8 | 44.4 | 62.6 | — | |
| Base (Instruct)Model=Qwen3-8B2026.05 | 75.6 | 65.3 | 43.6 | 61.5 | — | |
| SDFTModel=Qwen3-4B2026.05 | 75.6 | 67.1 | 44.7 | 62.5 | — | |
| Base (Instruct)Model=Qwen3-4B2026.05 | 74.5 | 66.1 | 42 | 60.9 | — | |
| SFTModel=Qwen3-8B2026.05 | 71.9 | 63.9 | 42.4 | 59.4 | — | |
| SFTModel=Qwen3-4B2026.05 | 71.3 | 64.3 | 43.4 | 59.7 | — | |
| PBSDModel=Qwen3-1.7B2026.05 | 58.5 | 44.4 | 30 | 44.3 | — | |
| SRPOModel=Qwen3-1.7B2026.05 | 58.1 | 44.1 | 29.4 | 43.9 | — | |
| OPSDModel=Qwen3-1.7B2026.05 | 57.1 | 43.3 | 29.3 | 43.2 | — | |
| SDFTModel=Qwen3-1.7B2026.05 | 57 | 43 | 28.7 | 42.9 | — | |
| Qwen3-1.7B w/ OPD+ReNIOTeacher Model=Qwen3-8B2026.06 | 54.72 | 43.06 | 28.33 | 42.04 | — | |
| Qwen3-1.7B w/ OPDTeacher Model=Qwen3-8B2026.06 | 54.44 | 39.16 | 27.5 | 40.37 | — | |
| DAPOModel=Qwen3-1.7B2026.05 | 51.5 | 38.6 | 23.5 | 37.9 | — | |
| Base (Instruct)Model=Qwen3-1.7B2026.05 | 51.4 | 37.2 | 23.1 | 37.3 | — | |
| Qwen3-1.7BTeacher Model=Qwen3-8B2026.06 | 51.33 | 36 | 23.33 | 36.89 | — | |
| GRPOModel=Qwen3-1.7B2026.05 | 50.6 | 38.4 | 23.5 | 37.5 | — | |
| SFTModel=Qwen3-1.7B2026.05 | 49.9 | 36.6 | 22.8 | 36.4 | — | |
| DS-R1-Qwen-1.5B w/ OPD+ReNIOTeacher Model=DS-R1-Qwen-7B2026.06 | 29.72 | 23.89 | 16.67 | 23.43 | — | |
| DS-R1-Qwen-1.5B w/ OPDTeacher Model=DS-R1-Qwen-7B2026.06 | 28.89 | 23.06 | 14.44 | 22.13 | — | |
| DS-R1-Qwen-1.5BTeacher Model=DS-R1-Qwen-7B2026.06 | 27.78 | 22.78 | 14.44 | 21.67 | — | |
| BaseModel=Qwen3-1.7B2026.05 | — | — | — | — | 37.4 | |
| BaseModel=Qwen3-4B2026.05 | — | — | — | — | 62.3 | |
| BaseModel=Qwen3-8B2026.05 | — | — | — | — | 62.1 | |
| Base+SkillModel=Qwen3-1.7B2026.05 | — | — | — | — | 35.9 | |
| Base+SkillModel=Qwen3-4B2026.05 | — | — | — | — | 59.9 | |
| Base+SkillModel=Qwen3-8B2026.05 | — | — | — | — | 62.4 | |
| GRPOModel=Qwen3-1.7B2026.05 | — | — | — | — | 37.5 | |
| GRPOModel=Qwen3-4B2026.05 | — | — | — | — | 62.7 | |
| GRPOModel=Qwen3-8B2026.05 | — | — | — | — | 65 | |
| GRPO+SkillModel=Qwen3-1.7B2026.05 | — | — | — | — | 39 | |
| GRPO+SkillModel=Qwen3-4B2026.05 | — | — | — | — | 61.3 | |
| GRPO+SkillModel=Qwen3-8B2026.05 | — | — | — | — | 63.4 | |
| OPSDModel=Qwen3-1.7B2026.05 | — | — | — | — | 42 | |
| OPSDModel=Qwen3-4B2026.05 | — | — | — | — | 63.5 | |
| OPSDModel=Qwen3-8B2026.05 | — | — | — | — | 66.8 | |
| OPSD+SkillModel=Qwen3-1.7B2026.05 | — | — | — | — | 40.6 | |
| OPSD+SkillModel=Qwen3-4B2026.05 | — | — | — | — | 62.2 | |
| OPSD+SkillModel=Qwen3-8B2026.05 | — | — | — | — | 62.3 | |
| SGSDModel=Qwen3-1.7B2026.05 | — | — | — | — | 43.7 | |
| SGSDModel=Qwen3-4B2026.05 | — | — | — | — | 64.3 | |
| SGSDModel=Qwen3-8B2026.05 | — | — | — | — | 65.5 |