Taxonomy Expansion on SemEval Food 2016 (test)
58.7AccuracyFLAME
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FLAME2025.05 | 58.7 | 0.781 | |
| LOREXBackbone=8B, Configuration=3.1I2025.05 | 55.3 | 0.843 | |
| TacoPrompt2025.05 | 53.4 | 0.806 | |
| LOREXBackbone=8B, Configuration=3I2025.05 | 51.6 | 0.796 | |
| TaxoPrompt2025.05 | 49.5 | 0.744 | |
| LOREXBackbone=7B, Configuration=2C2025.05 | 49.1 | 0.783 | |
| HEF2025.05 | 46.1 | 0.735 | |
| TEMP2025.05 | 44.5 | 0.772 | |
| Musubu2025.05 | 38.6 | 0.634 | |
| TaxoComplete2025.05 | 33.6 | 0.561 | |
| STEAM2025.05 | 31.8 | 0.648 | |
| BoxTaxo2025.05 | 28.3 | 0.647 | |
| TaxoExpan2025.05 | 24.6 | 0.526 | |
| TAXI2025.05 | 20.9 | 0.416 | |
| BERT+MLP2025.05 | 12.7 | 0.491 |