Taxonomy Expansion on Medical Subject Headings (MeSH)
175.4MRTaxoBell_BC
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TaxoBell_BCOptimization=Binary Cross-entropy2026.01 | 175.4 | — | — | 0.289 | 20.2 | 42 | 24.5 | 54.3 | |
| TaxoBell_KLOptimization=KL divergence2026.01 | 175.4 | — | — | 0.292 | 20.1 | 42.3 | 24.8 | 55.3 | |
| TaxoEnrich2026.01 | 247.7 | — | — | 0.253 | 18.7 | 37.6 | 21.3 | 47.1 | |
| STEAM2026.01 | 372.6 | — | — | 0.251 | 17.7 | 35.1 | 18.2 | 38.2 | |
| TMN2026.01 | 433.7 | — | — | 0.235 | 18.1 | 33.2 | 16.6 | 31.8 | |
| Arborist2026.01 | 553.6 | — | — | 0.213 | 19 | 31.1 | 16.7 | 29.4 | |
| BoxTaxo2026.01 | 620.2 | — | — | 0.215 | 17.1 | 30.2 | 16.5 | 31.7 | |
| TaxoExpan2026.01 | 891.1 | — | — | 0.171 | 2.9 | 10.3 | 7.3 | 15.8 | |
| BERT+MLP2026.01 | 1,352.4 | — | — | 0.093 | 1.1 | 5.2 | 3.7 | 7.2 | |
| TaxoBell2026.01 | — | 62.38 | — | — | — | — | — | — |