Continual Relation Extraction on TACRED (incremental)
0.983Performance T1KIP-Framework
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| KIP-Frameworkexternal_knowledge=true2023.05 | 0.983 | 0.95 | 0.908 | 0.875 | 0.853 | 0.843 | 0.821 | 0.802 | 0.796 | 0.786 | — | |
| CRL2023.05 | 0.977 | 0.932 | 0.898 | 0.847 | 0.841 | 0.813 | 0.802 | 0.791 | 0.79 | 0.78 | — | |
| CEAR2023.05 | 0.977 | 0.943 | 0.923 | 0.884 | 0.866 | 0.845 | 0.822 | 0.811 | 0.801 | 0.791 | — | |
| RP-CRE2023.05 | 0.976 | 0.906 | 0.861 | 0.824 | 0.798 | 0.772 | 0.751 | 0.737 | 0.724 | 0.724 | — | |
| EMARBackbone=BERT2023.05 | 0.966 | 0.857 | 0.81 | 0.786 | 0.739 | 0.723 | 0.717 | 0.722 | 0.726 | 0.71 | — | |
| CRECL2023.05 | 0.966 | 0.931 | 0.897 | 0.878 | 0.856 | 0.843 | 0.836 | 0.814 | 0.793 | 0.785 | — | |
| CML2023.05 | 0.572 | 0.514 | 0.413 | 0.393 | 0.359 | 0.289 | 0.273 | 0.269 | 0.248 | 0.234 | — | |
| EA-EMR2023.05 | 0.475 | 0.401 | 0.383 | 0.299 | 0.284 | 0.273 | 0.269 | 0.258 | 0.229 | 0.198 | — |