Event Detection on ACE 2005 (test)
78.6F1 ScoreMLBiNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MLBiNetNumber of layers=2-layer, Entity source=gold-standard2021.05 | 78.6 | 74.2 | 83.7 | — | |
| MLBiNetNumber of layers=3-layer, Entity source=gold-standard2021.05 | 78.6 | 74.7 | 83 | — | |
| SS-VQ-VAEEntity source=gold-standard2021.05 | 76.7 | 75.7 | 77.8 | — | |
| MLBiNetNumber of layers=1-layer, Entity source=gold-standard2021.05 | 76.2 | 74.1 | 78.5 | — | |
| MOGANEDEntity source=gold-standard2021.05 | 75.7 | 79.5 | 72.3 | — | |
| DMBERT-BootEntity source=gold-standard2021.05 | 75.1 | 77.9 | 72.5 | — | |
| KnowCoder-7BTraining Setting=Supervised2024.03 | 74.2 | — | — | — | |
| JMEEEntity source=gold-standard2021.05 | 73.7 | 76.3 | 71.3 | — | |
| UIETraining Setting=Supervised2024.03 | 73.4 | — | — | — | |
| HBTNGMAEntity source=gold-standard2021.05 | 73.3 | 77.9 | 69.1 | — | |
| GOLLIE-7BTraining Setting=Supervised2024.03 | 72.2 | — | — | — | |
| USMTraining Setting=Supervised2024.03 | 69.3 | — | — | — | |
| DMCNNEntity source=gold-standard2021.05 | 69.1 | 75.6 | 63.6 | — | |
| InstructUIE-11BTraining Setting=Supervised2024.03 | 43.2 | — | — | — | |
| Code4UIETraining Setting=Supervised2024.03 | 37.4 | — | — | — |