Knowledge Alignment on Herb (test)
10.7Hit@1Procrustes
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProcrustesRetrieval Setting=Full2026.05 | 10.7 | 34.46 | 48.82 | 18.68 | |
| ProcrustesRetrieval Setting=Type-constrained2026.05 | 10.7 | 34.46 | 48.82 | 18.68 | |
| QCEARetrieval Setting=Full2026.05 | 9.58 | 47.51 | 59.67 | 20.87 | |
| QCEARetrieval Setting=Type-constrained2026.05 | 9.58 | 47.51 | 60.69 | 20.94 | |
| RDGCNRetrieval Setting=Full2026.05 | 8.45 | 39.62 | 76.53 | 18.35 | |
| RDGCNRetrieval Setting=Type-constrained2026.05 | 8.45 | 39.62 | 76.62 | 18.35 | |
| MLPRetrieval Setting=Full2026.05 | 8.08 | 37 | 53.19 | 17.2 | |
| MLPRetrieval Setting=Type-constrained2026.05 | 8.08 | 37 | 53.19 | 17.2 | |
| GCN-AlignRetrieval Setting=Full2026.05 | 5.73 | 35.12 | 44.48 | 14.49 | |
| GCN-AlignRetrieval Setting=Type-constrained2026.05 | 5.73 | 35.12 | 44.48 | 14.49 | |
| Text-only Bi-EncoderRetrieval Setting=Type-constrained2026.05 | 0.75 | 5.07 | 15.87 | 2.88 | |
| Cross-AttentionRetrieval Setting=Full2026.05 | 0.32 | 3.74 | 12.95 | 1.98 | |
| Cross-AttentionRetrieval Setting=Type-constrained2026.05 | 0.32 | 4.38 | 14.66 | 2.41 | |
| Text-only Bi-EncoderRetrieval Setting=Full2026.05 | 0.19 | 1.13 | 1.69 | 0.69 |