Taxonomy Expansion on SemEval Sci 2016 (test)
64.7AccuracyLOREX
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LOREXBackbone=8B, Configuration=3.1I2025.05 | 64.7 | 87.4 | — | |
| FLAME2025.05 | 63.2 | 82.5 | — | |
| LOREXBackbone=8B, Configuration=3I2025.05 | 59.5 | 79.3 | — | |
| TaxoPrompt2025.05 | 58.3 | 78.1 | — | |
| LOREXBackbone=7B, Configuration=2C2025.05 | 55.3 | 76.4 | — | |
| TacoPrompt2025.05 | 53.1 | 76.3 | — | |
| HEF2025.05 | 48.6 | 72.8 | — | |
| Musubu2025.05 | 44.5 | 75.2 | — | |
| TEMP2025.05 | 43.5 | 76.3 | — | |
| FUSElambda (λ)=12025.06 | 43.5 | 77.5 | 56.6 | |
| FUSEmodel_variant=base2025.06 | 39.9 | 73.4 | 52.9 | |
| TaxoComplete2025.05 | 38.4 | 54.8 | — | |
| STEAM2025.06 | 36.5 | 68.2 | 48.3 | |
| STEAM2025.05 | 34.8 | 72.1 | — | |
| BoxTaxo2025.06 | 31.8 | 64.7 | 45.3 | |
| TaxoExpan2025.06 | 27.8 | 57.6 | 44.8 | |
| BoxTaxo2025.05 | 26.3 | 61.6 | — | |
| TaxoExpan2025.05 | 24.2 | 55.6 | — | |
| HypeNet2025.06 | 15.4 | 50.7 | 22.6 | |
| TAXI2025.05 | 13.8 | 33.1 | — | |
| TAXI2025.06 | 13 | 32.9 | — | |
| BERT+MLP2025.05 | 12.2 | 45.1 | — | |
| BERT+MLP2025.06 | 11.5 | 43.6 | 15.7 |