Medical Diagnosis and Reasoning on MEDFOUND (OOD)
29.83DxCode AccuracyCGCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CGCLCategory=Ours, Backbone=LLaMA3.2-3B-Instruct, Zero-shot=true2026.04 | 29.83 | 31.24 | 71.36 | |
| CGCLBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=Ours2026.04 | 29.28 | 30.64 | 70.89 | |
| GRPOBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=RL2026.04 | 29.01 | 30.35 | 70.76 | |
| SFT-CGCL(Stage3)Category=SFT, Backbone=LLaMA3.2-3B-Instruct, Zero-shot=true2026.04 | 28.45 | 29.68 | 68.21 | |
| GRPOCategory=RL, Backbone=LLaMA3.2-3B-Instruct, Zero-shot=true2026.04 | 28.17 | 29.46 | 70.58 | |
| DPOBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=RL2026.04 | 28.15 | 29.5 | 68.9 | |
| Trust-Think & AnswerCategory=Prompt, Backbone=LLaMA3.2-3B-Instruct, Zero-shot=true2026.04 | 27.9 | 28.95 | 63.12 | |
| SFT-CGCL(Stage3)Backbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=SFT2026.04 | 27.35 | 28.62 | 67.84 | |
| Trust-Think & AnswerBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=Prompt2026.04 | 26.24 | 27.51 | 62.45 | |
| SFT-CoTBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=SFT2026.04 | 25.1 | 26.2 | 63.88 | |
| SFT-GTBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=SFT2026.04 | 24.38 | 25.4 | 62.1 | |
| Think & AnswerBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=Prompt2026.04 | 23.12 | 24.2 | 60.15 | |
| VanillaBackbone=Qwen2.5-3B-Instruct, Zero-shot=true, Category=Prompt2026.04 | 19.85 | 20.5 | 58.24 |