Taxonomy Expansion on WordNet single-parent hierarchies (test)
25.2R@1Polaris
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Polaris2026.04 | 25.2 | 70.1 | 59.5 | 35.6 | 43.1 | |
| STEAM2026.04 | 24.9 | 54.5 | 59.2 | 61.1 | 37.3 | |
| TMN2026.04 | 23.7 | 49 | 56.6 | 73.9 | 35.8 | |
| Box2026.04 | 22.3 | 45.7 | 58.1 | 77.1 | 34.1 | |
| Gumbel Box2026.04 | 21.6 | 48.9 | 57.8 | 76.4 | 35 | |
| Arborist2026.04 | 20.3 | 43.9 | 53.5 | 92.6 | 33.7 | |
| ConE2026.04 | 18.1 | 43.6 | 54.9 | 98.7 | 31.2 | |
| TaxoExpan2026.04 | 17.1 | 38.1 | 49.7 | 141.6 | 31.1 | |
| HyperExpan2026.04 | 16.8 | 41.2 | 52.7 | 112.4 | 28.7 | |
| HAKE2026.04 | 9.3 | 29.8 | 47.9 | 246.2 | 18.9 | |
| BERT+MLP2026.04 | 9.1 | 38.1 | 41.4 | 314.6 | 16.8 | |
| RotatE2026.04 | 5.6 | 19.1 | 38 | 401.7 | 10.8 | |
| TransE2026.04 | 4.7 | 17.2 | 36.8 | 428.6 | 9.7 |