Hierarchy Expansion on ACE
55Taxonomy PrecisionConceptE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ConceptECluster source=Golden2026.06 | 55 | 47.83 | 51.16 | |
| HALTONCluster source=Golden2026.06 | 44.44 | 44.92 | 44.68 | |
| ConceptECluster source=Predicted2026.06 | 43.48 | 43.48 | 43.48 | |
| LLMs_PromptCluster source=Golden2026.06 | 42.85 | 43.47 | 43.16 | |
| HALTONCluster source=Predicted2026.06 | 37 | 39.13 | 38.04 | |
| TABS+GECluster source=Predicted2026.06 | 34.31 | 30.43 | 32.25 | |
| ETYPECLUS+GECluster source=Golden2026.06 | 34.14 | 33.33 | 33.73 | |
| LLMs_PromptCluster source=Predicted2026.06 | 34.09 | 34.78 | 34.43 | |
| TABS+GECluster source=Golden2026.06 | 33.33 | 37.68 | 35.37 | |
| Type_SimilarityCluster source=Golden2026.06 | 33.33 | 40.37 | 36.51 | |
| Type_SimilarityCluster source=Predicted2026.06 | 31.79 | 40.58 | 35.65 | |
| ETYPECLUS+GECluster source=Predicted2026.06 | 30.7 | 23.46 | 26.59 | |
| SS-VQ-VAE+GECluster source=Golden2026.06 | 9.52 | 13.04 | 11.01 | |
| SS-VQ-VAE+GECluster source=Predicted2026.06 | 9.12 | 10.14 | 9.6 |