Taxonomy Expansion on WordNet sub-taxonomies
40.9MR (Mean Rank)TaxoBell_BC
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TaxoBell_BCOptimization=Binary Cross-entropy2026.01 | 40.9 | 50.3 | 36.1 | 70.3 | 73.4 | |
| TaxoBell_KLOptimization=KL divergence2026.01 | 41 | 51.2 | 37.1 | 70.4 | 73.5 | |
| TaxoEnrich2026.01 | 54.3 | 45.1 | 27.2 | 61.7 | 68.7 | |
| STEAM2026.01 | 61.1 | 37.3 | 24.9 | 54.5 | 59.2 | |
| TMN2026.01 | 73.9 | 35.8 | 23.7 | 49 | 56.6 | |
| BoxTaxo2026.01 | 77.1 | 34.1 | 22.3 | 45.7 | 58.1 | |
| Arborist2026.01 | 92.6 | 33.7 | 20.3 | 43.9 | 53.5 | |
| TaxoExpan2026.01 | 141.6 | 31.1 | 17.1 | 38.1 | 49.7 | |
| BERT+MLP2026.01 | 314.6 | 16.8 | 9.1 | 38.1 | 41.4 |