Medical Reasoning on MedBullets, MedMCQA, and MedQA
54.22MedBullets Score+ WIST (Reward)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| + WIST (Reward)Backbone=Qwen3-14B-Base2026.03 | 54.22 | 60.29 | 62.66 | 59.06 | |
| + WIST (Random)Backbone=Qwen3-8B-Base2026.03 | 50.16 | 55.63 | 57.22 | 54.34 | |
| + SPICEBackbone=Qwen3-14B-Base2026.03 | 50.16 | 56.87 | 61.96 | 56.33 | |
| + WIST (Reward)Backbone=Qwen3-8B-Base2026.03 | 50 | 56.35 | 58.73 | 55.03 | |
| + WIST (Random)Backbone=Qwen3-14B-Base2026.03 | 50 | 53.96 | 62.3 | 55.42 | |
| + R-ZeroBackbone=Qwen3-14B-Base2026.03 | 46.43 | 51.83 | 61.48 | 53.25 | |
| + SPICEBackbone=Qwen3-8B-Base2026.03 | 45.94 | 54.36 | 58.94 | 53.08 | |
| Base ModelBackbone=Qwen3-14B-Base2026.03 | 38.64 | 48.51 | 60.15 | 49.1 | |
| + R-ZeroBackbone=Qwen3-8B-Base2026.03 | 34.58 | 46.07 | 54.54 | 45.06 | |
| Base ModelBackbone=Qwen3-8B-Base2026.03 | 30.03 | 39.8 | 50.87 | 40.24 | |
| + SPICEBackbone=Qwen3-4B-Base2026.03 | 24.35 | 32.39 | 52.69 | 36.48 | |
| + WIST (Reward)Backbone=Qwen3-4B-Base2026.03 | 24.35 | 32.37 | 53.42 | 36.71 | |
| + WIST (Random)Backbone=Qwen3-4B-Base2026.03 | 24.19 | 32.3 | 52.76 | 36.42 | |
| Base ModelBackbone=Qwen3-4B-Base2026.03 | 24.03 | 32.27 | 48.52 | 34.94 | |
| + R-ZeroBackbone=Qwen3-4B-Base2026.03 | 24.03 | 32.27 | 51.5 | 35.93 |