Scientific Reasoning on SciKnowEval reasoning 8
79.61Chemistry ScoreSDPO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SDPOStudent policy=Qwen3-4B-Instruct2026.06 | 79.61 | 77.42 | 59.87 | 77.79 | 73.67 | |
| SocraticPOStudent policy=Qwen3-4B-Instruct, Teacher Model=Qwen3.5-27B2026.06 | 77.82 | 77.89 | 67.87 | 81.38 | 76.24 | |
| SocraticPOStudent policy=Qwen3-4B-Instruct, Teacher Model=Qwen3-4B2026.06 | 76.72 | 76.48 | 66.12 | 80.58 | 74.98 | |
| GRPOStudent policy=Qwen3-4B-Instruct2026.06 | 76.57 | 77.73 | 61.37 | 77.12 | 73.2 | |
| Reinforce++Student policy=Qwen3-4B-Instruct2026.06 | 72.7 | 77.26 | 65.75 | 79.78 | 73.88 | |
| Qwen3-4B-Instruct2026.06 | 50.71 | 66.64 | 27.62 | 74.13 | 54.78 |