Math Reasoning on HMMT25 (Accuracy)
34.9Accuracy (HMMT25)Uni-OPD
Evaluation Results
| Method | Links | |
|---|---|---|
| Uni-OPDDistillation Scenario=Multi-Teacher Distillation, Model Scale=4B2026.05 | 34.9 | |
| Uni-OPDDistillation Scenario=Single-Teacher Distillation, Model Scale=4B2026.05 | 34.8 | |
| ExOPDDistillation Scenario=Multi-Teacher Distillation, Model Scale=4B2026.05 | 34.4 | |
| ExOPDDistillation Scenario=Single-Teacher Distillation, Model Scale=4B2026.05 | 33.9 | |
| OPDDistillation Scenario=Multi-Teacher Distillation, Model Scale=4B2026.05 | 33.4 | |
| TeacherTraining Strategy=RL2026.05 | 32.5 | |
| ExPODistillation Scenario=Single-Teacher Distillation, Model Scale=4B2026.05 | 32.4 | |
| ExPODistillation Scenario=Multi-Teacher Distillation, Model Scale=4B2026.05 | 31.7 | |
| SFTDistillation Scenario=Multi-Teacher Distillation, Model Scale=4B2026.05 | 30.7 | |
| CE-GPPOBase Model=DS-R1-Distill-Qwen-7B, Training Algorithm=CE-GPPO, Beta1 Hyperparameter=0.75, Beta2 Hyperparameter=12025.09 | 30.5 | |
| OPDDistillation Scenario=Single-Teacher Distillation, Model Scale=4B2026.05 | 30.2 | |
| CE-GPPOBase Model=DS-R1-Distill-Qwen-7B, Training Algorithm=CE-GPPO, Beta1 Hyperparameter=0.5, Beta2 Hyperparameter=12025.09 | 27.3 | |
| DS-R1-Distill-Qwen-7BBase Model=DS-R1-Distill-Qwen-7B2025.09 | 26.2 | |
| DAPOBase Model=DS-R1-Distill-Qwen-7B, Training Algorithm=DAPO2025.09 | 25.6 | |
| GRPOBase Model=DS-R1-Distill-Qwen-7B, Training Algorithm=GRPO2025.09 | 24.5 | |
| CE-GPPOBase Model=DS-R1-Distill-Qwen-1.5B, Training Algorithm=CE-GPPO, Beta1 Hyperparameter=0.5, Beta2 Hyperparameter=12025.09 | 21.6 | |
| CE-GPPOBase Model=DS-R1-Distill-Qwen-1.5B, Training Algorithm=CE-GPPO, Beta1 Hyperparameter=0.75, Beta2 Hyperparameter=12025.09 | 19.3 | |
| DAPOBase Model=DS-R1-Distill-Qwen-1.5B, Training Algorithm=DAPO2025.09 | 19.2 | |
| GRPOBase Model=DS-R1-Distill-Qwen-1.5B, Training Algorithm=GRPO2025.09 | 16.6 | |
| DS-R1-Distill-Qwen-1.5BBase Model=DS-R1-Distill-Qwen-1.5B2025.09 | 13.1 | |
| StudentModel Scale=4B2026.05 | 12.3 |