Syndrome Differentiation on TCM-SD
82.97AccuracyMacBERT + dynamic H1 weights
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MacBERT + dynamic H1 weightsCategory=Ours2026.07 | 82.97 | 32.88 | 91.67 | |
| MacBERT + extracted entitiesCategory=Entity-enhanced2026.07 | 81.76 | 31.69 | 90.01 | |
| BERT + retrieved similar casesCategory=Retrieval-enhanced2026.07 | 81.38 | 31.45 | 90.26 | |
| MacBERT + fixed H1 weightsCategory=Ours / ablation2026.07 | 81.18 | 31.05 | 91.3 | |
| MacBERT + retrieved similar casesCategory=Retrieval-enhanced2026.07 | 81.14 | 31.17 | 90.52 | |
| BERT + extracted entitiesCategory=Entity-enhanced2026.07 | 80.95 | 31.18 | 90.12 | |
| Medical / TCM-domain BERTCategory=Domain encoder2026.07 | 80.72 | 29.05 | 90.88 | |
| BERT + fixed H1 weightsCategory=Ours / ablation2026.07 | 80.02 | 30.86 | 91.05 | |
| BERT + dynamic H1 weightsCategory=Ours2026.07 | 79.93 | 30.2 | 90.63 | |
| BERT-base ChineseCategory=Text encoder2026.07 | 79.73 | 30.47 | 90.61 | |
| MacBERTCategory=Text encoder2026.07 | 79.15 | 27.43 | 90.21 | |
| RoBERTa-wwm-extCategory=Text encoder2026.07 | 78.84 | 28.76 | 90 | |
| Qwen2.5 RAG + candidate syndrome listCategory=RAG LLM2026.07 | 78.19 | 30.37 | 90.16 | |
| Qwen2.5 + candidate syndrome listCategory=Constrained LLM2026.07 | 74.26 | 28.64 | 87.55 | |
| Qwen2.5 few-shotCategory=LLM2026.07 | 64.18 | 25.69 | 78.63 | |
| Qwen2.5 zero-shotCategory=LLM2026.07 | 58.42 | 23.86 | 73.15 | |
| BiLSTM-AttentionCategory=Neural2026.07 | 48.51 | 25.38 | 66.03 | |
| H1 evidence onlyCategory=Knowledge-only2026.07 | 32.7 | 21.72 | 53.61 | |
| TextCNNCategory=Neural2026.07 | 31.47 | 20.16 | 50.12 | |
| Majority / frequency labelCategory=Traditional2026.07 | 28.34 | 19.75 | 48.33 | |
| TF-IDF + SVMCategory=Traditional2026.07 | 27.93 | 20.07 | 48.15 |