Medical Dialogue Generation on MedDG
43.51BLEU-1MedRef
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedRefCategory=LLM-based, Backbone=ChatGLM3-6B, Fine-tuning=LoRA2025.06 | 43.51 | 33.82 | 23.04 | 22.7 | 30.07 | 14.52 | |
| GPT-4oCategory=LLM-based2025.06 | 42.19 | — | 23.32 | 13.15 | 13.99 | 3.47 | |
| DFMedCategory=PLM-based2025.06 | 41.74 | 32.93 | 22.48 | 21.54 | 28.9 | 13.71 | |
| DISC-MedLLMCategory=LLM-based, Backbone=Baichuan-13B2025.06 | 40.72 | — | 22.6 | 10.15 | 20.13 | 6.6 | |
| HuatuoGPT-IICategory=LLM-based, Backbone=Baichuan-7B2025.06 | 39.03 | 32.56 | 23.02 | 8.67 | 10.94 | 1.76 | |
| GPT-2Category=PLM-based2025.06 | 35.27 | 28.19 | 19.16 | 16.14 | 28.74 | 13.61 | |
| BARTCategory=PLM-based2025.06 | 34.94 | 27.99 | 19.06 | 16.66 | 29.03 | 14.4 | |
| Chatglm3-6BCategory=LLM-based2025.06 | 33.16 | 26.51 | 17.97 | 17.43 | 29.27 | 13.69 | |
| VRBotCategory=DL-based2025.06 | 29.69 | 23.9 | 16.34 | 12.78 | 24.69 | 11.23 | |
| Seq2SeqCategory=DL-based2025.06 | 28.55 | 22.85 | 15.45 | 12.88 | 25.61 | 11.24 | |
| ZhongjingCategory=LLM-based2025.06 | 26.65 | 21.75 | 15.02 | 6.43 | 13.14 | 2.82 |