Taxonomy Expansion on SemEval Env 2016 (test)
67.3AccuracyLOREX
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LOREXBackbone=8B, Configuration=3.1I2025.05 | 67.3 | 82.9 | — | |
| LOREXBackbone=8B, Configuration=3I2025.05 | 65.1 | 78.3 | — | |
| FLAME2025.05 | 63.4 | 85.1 | — | |
| LOREXBackbone=7B, Configuration=2C2025.05 | 59.7 | 78.5 | — | |
| TacoPrompt2025.05 | 56.2 | 82.1 | — | |
| TaxoPrompt2025.05 | 51.9 | 78.6 | — | |
| HEF2025.05 | 51.4 | 71.4 | — | |
| TEMP2025.05 | 45.5 | 77.3 | — | |
| TaxoComplete2025.05 | 45.3 | 63.4 | — | |
| FUSElambda (λ)=12025.06 | 43.1 | 74.3 | 53.3 | |
| Musubu2025.05 | 42.3 | 64.4 | — | |
| FUSEmodel_variant=base2025.06 | 42.3 | 77.6 | 58.3 | |
| BoxTaxo2025.06 | 38.1 | 75.4 | 47.1 | |
| STEAM2025.06 | 36.1 | 69.6 | 46.9 | |
| STEAM2025.05 | 34.1 | 65.2 | — | |
| BoxTaxo2025.05 | 32.3 | 73.1 | — | |
| TAXI2025.05 | 18.5 | 47.7 | — | |
| TAXI2025.06 | 16.7 | 44.7 | — | |
| HypeNet2025.06 | 16.7 | 55.8 | 23.7 | |
| BERT+MLP2025.05 | 12.6 | 48.3 | — | |
| BERT+MLP2025.06 | 11.1 | 47.9 | 21.5 | |
| TaxoExpan2025.06 | 11.1 | 54.8 | 32.3 | |
| TaxoExpan2025.05 | 10.7 | 48.5 | — |