Taxonomy Expansion on Science single-parent hierarchies (test)
46.1R@1Polaris
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Polaris2026.04 | 46.1 | 69.7 | 80.8 | 16.1 | 55.3 | |
| STEAM2026.04 | 34.8 | 59.7 | 72.2 | 31.7 | 50.7 | |
| TMN2026.04 | 31.5 | 53.7 | 65.7 | 54.2 | 45.5 | |
| Gumbel Box2026.04 | 29.1 | 52.8 | 66.8 | 60.4 | 44.1 | |
| Arborist2026.04 | 26.5 | 51.5 | 61.2 | 83.1 | 41.2 | |
| Box2026.04 | 25.3 | 49.2 | 63.1 | 67.7 | 43 | |
| TaxoExpan2026.04 | 24.6 | 41.8 | 55.7 | 117.6 | 40.1 | |
| ConE2026.04 | 24.3 | 47.6 | 61.7 | 78.9 | 39.4 | |
| HyperExpan2026.04 | 22.6 | 45.8 | 59.3 | 92.7 | 36.1 | |
| BERT+MLP2026.04 | 13.1 | 27.3 | 45.7 | 241.6 | 21.3 | |
| HAKE2026.04 | 12.4 | 31.6 | 51.6 | 182.8 | 22.4 | |
| RotatE2026.04 | 7.8 | 20.9 | 42.1 | 286.9 | 13.7 | |
| TransE2026.04 | 6.3 | 18.7 | 40.2 | 312.4 | 12.1 |