Event Classification on MAVEN (test dev)
92.2Micro-F1 (Session 1)ICE-O+TFE&ER+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ICE-O+TFE&ER+Orthogonal Projection=true, Task-specific Feature Expansion=true, Experience Replay=true2023.05 | 92.2 | 83.8 | 82.8 | 79.9 | 78.1 | |
| EMPExperience Replay=true2023.05 | 91.5 | 54.2 | 36.7 | 27 | 24.8 | |
| DRIFTED-BERTBackbone=BERT2023.05 | 90.1 | 52.3 | 39.7 | 28 | 22.3 | |
| ICE2023.05 | 89.4 | 79 | 75.8 | 71.4 | 68.5 | |
| ICE-PLParameter Freezing Strategy=PL2023.05 | 89.4 | 59.4 | 44.4 | 32.8 | 26.8 | |
| CRLExperience Replay=true2023.05 | 89.2 | 73.2 | 70 | 63.7 | 62.9 | |
| ERExperience Replay=true2023.05 | 88.9 | 70.4 | 64.1 | 55 | 53.1 | |
| KCNExperience Replay=true2023.05 | 88.8 | 68.7 | 59.2 | 48.1 | 42.1 | |
| KTExperience Replay=true2023.05 | 88.8 | 69 | 58.7 | 47.6 | 42 | |
| ICE-OOrthogonal Projection=true2023.05 | 88.8 | 82.8 | 81 | 77.7 | 75.5 | |
| ICE-PL&OParameter Freezing Strategy=PL, Orthogonal Projection=true2023.05 | 88.8 | 82.1 | 79.8 | 75.2 | 71.6 |