Taxonomy Expansion on Food SemEval-2015 Task 17
36.3Mean Rank (MR)TaxoBell_BC
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TaxoBell_BCOptimization=Binary Cross-entropy2026.01 | 36.3 | — | — | 0.581 | 46 | 76 | 45.1 | 75.2 | |
| TaxoBell_KLOptimization=KL divergence2026.01 | 36.6 | — | — | 0.574 | 44.7 | 76.1 | 45.1 | 75.6 | |
| TaxoEnrich2026.01 | 101.7 | — | — | 0.537 | 41.8 | 57.5 | 39.2 | 67.2 | |
| STEAM2026.01 | 155.9 | — | — | 0.538 | 39.1 | 51.3 | 34.4 | 58.7 | |
| TMN2026.01 | 192.6 | — | — | 0.518 | 34.1 | 43.2 | 25.3 | 40.9 | |
| Arborist2026.01 | 247.9 | — | — | 0.453 | 29.3 | 37.7 | 21.5 | 37.2 | |
| TaxoExpan2026.01 | 343.8 | — | — | 0.413 | 25.1 | 32.8 | 14.2 | 27.3 | |
| BoxTaxo2026.01 | 363.2 | — | — | 0.452 | 27.3 | 36.4 | 29.1 | 41.1 | |
| BERT+MLP2026.01 | 508.8 | — | — | 0.471 | 12.3 | 26.1 | 13.8 | 25.7 | |
| TaxoBell2026.01 | — | 85.66 | — | — | — | — | — | — |