Prescription Prediction on TCM-BEST4SDT (test)
31.11Herb-F1Dynamic residual H2, 3-seed mean
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Dynamic residual H2, 3-seed meanCategory=Ours2026.07 | 31.11 | 21.07 | 3.8064 | |
| Dynamic residual H2Category=Ours2026.07 | 30.9 | 20.96 | 3.8229 | |
| Learned fixed H2Category=Ours / ablation2026.07 | 30.85 | 20.88 | 3.7933 | |
| Qwen2.5 RAG + candidate-herb rerankerCategory=Strong LLM baseline2026.07 | 30.78 | 20.91 | 3.7762 | |
| Static HGNN / hypergraph encoderCategory=Hypergraph2026.07 | 30.71 | 20.81 | 3.7716 | |
| Similar-case retrievalCategory=Retrieval2026.07 | 30.59 | 21.19 | 3.5589 | |
| Label-wise attention classifierCategory=Neural2026.07 | 30.36 | 20.75 | 3.7481 | |
| Qwen2.5 candidate-herb rerankerCategory=Constrained LLM2026.07 | 30.27 | 20.53 | 3.8124 | |
| BERT + syndrome + treatment multi-label classifierCategory=Neural2026.07 | 30.18 | 20.64 | 3.7245 | |
| Qwen2.5 + candidate herb listCategory=Constrained LLM2026.07 | 29.68 | 20.07 | 3.8611 | |
| R-GCN / knowledge graph baselineCategory=Knowledge graph2026.07 | 29.56 | 20.18 | 3.6174 | |
| BERT + syndrome multi-label classifierCategory=Neural2026.07 | 29.28 | 19.97 | 3.6684 | |
| BERT + treatment multi-label classifierCategory=Neural2026.07 | 28.99 | 19.79 | 3.6522 | |
| Dense retrievalCategory=Retrieval2026.07 | 28.97 | 19.84 | 3.5028 | |
| Qwen2.5 RAG generationCategory=RAG LLM2026.07 | 28.69 | 19.16 | 3.9188 | |
| BERT multi-label herb classifierCategory=Neural2026.07 | 28.15 | 19.12 | 3.6031 | |
| BM25 retrievalCategory=Retrieval2026.07 | 27.42 | 18.61 | 3.4317 | |
| Qwen2.5 few-shot generationCategory=LLM2026.07 | 27.38 | 18.21 | 4.0025 | |
| Qwen2.5 direct generationCategory=LLM2026.07 | 25.77 | 17.04 | 4.1268 | |
| Fixed H2 priorCategory=Knowledge prior2026.07 | 24.22 | 15.51 | 3.2139 | |
| Syndrome + treatment herb frequencyCategory=Traditional2026.07 | 23.48 | 14.86 | 3.1652 | |
| Treatment-specific herb frequencyCategory=Traditional2026.07 | 22.19 | 13.98 | 3.0875 | |
| Syndrome-specific herb frequencyCategory=Traditional2026.07 | 21.46 | 13.27 | 3.0418 | |
| Herb frequencyCategory=Traditional2026.07 | 18.08 | 10.56 | 2.901 |