Knowledge Alignment on Symptom (test)
51.3Hit@1QCEA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| QCEARetrieval Setting=Full2026.05 | 51.3 | 91.3 | 85.72 | 62.93 | |
| QCEARetrieval Setting=Type-constrained2026.05 | 51.3 | 93.04 | 87.46 | 63.02 | |
| GCN-AlignRetrieval Setting=Full2026.05 | 46.09 | 86.96 | 79.86 | 60 | |
| GCN-AlignRetrieval Setting=Type-constrained2026.05 | 46.09 | 87.83 | 80.72 | 60.15 | |
| ProcrustesRetrieval Setting=Full2026.05 | 42.61 | 88.7 | 83.04 | 58.54 | |
| ProcrustesRetrieval Setting=Type-constrained2026.05 | 42.61 | 88.7 | 83.15 | 58.61 | |
| RDGCNRetrieval Setting=Full2026.05 | 40 | 81.74 | 81.74 | 53.05 | |
| RDGCNRetrieval Setting=Type-constrained2026.05 | 40 | 81.74 | 81.74 | 53.13 | |
| Text-only Bi-EncoderRetrieval Setting=Type-constrained2026.05 | 17.39 | 69.57 | 66.12 | 32.4 | |
| Text-only Bi-EncoderRetrieval Setting=Full2026.05 | 16.52 | 59.13 | 56.05 | 29.71 | |
| Cross-AttentionRetrieval Setting=Type-constrained2026.05 | 8.7 | 36.52 | 35.36 | 16.79 | |
| MLPRetrieval Setting=Full2026.05 | 2.61 | 26.96 | 22.83 | 11.35 | |
| MLPRetrieval Setting=Type-constrained2026.05 | 2.61 | 30.43 | 26.3 | 12.71 | |
| Cross-AttentionRetrieval Setting=Full2026.05 | 0 | 0.87 | 0.29 | 0.66 |