Taxonomy Expansion on SemEval-2016 Task 13 Environment
8.3Mean Rank (MR)TaxoBell_BC
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TaxoBell_BCOptimization=Binary Cross-entropy2026.01 | 8.3 | — | — | 0.587 | 46.5 | 75 | 0.772 | |
| TaxoBell_KLOptimization=KL divergence2026.01 | 8.9 | — | — | 0.584 | 47.3 | 75 | 0.758 | |
| TaxoEnrich2026.01 | 17.2 | — | — | 0.498 | 42.1 | 61 | 0.718 | |
| STEAM2026.01 | 27.1 | — | — | 0.442 | 34.1 | 55.6 | 0.652 | |
| TMN2026.01 | 31.3 | — | — | 0.438 | 34.7 | 51.1 | 0.639 | |
| BoxTaxo2026.01 | 34.1 | — | — | 0.416 | 32.3 | 51.4 | 0.651 | |
| Arborist2026.01 | 39.1 | — | — | 0.337 | 24.9 | 45.2 | 0.525 | |
| TaxoExpan2026.01 | 56.1 | — | — | 0.284 | 12.9 | 37.1 | 0.498 | |
| BERT+MLP2026.01 | 74.2 | — | — | 0.214 | 11.1 | 31.8 | 0.482 | |
| TaxoBell2026.01 | — | 73.01 | — | — | — | — | — |