Performance of all adaptation methods on event extraction. Recall that the fine adaptation method categories we evaluate are loss augmentation (LA), pseudo-labeling (PL), pretraining (PT), and instance weighting (IW).
| . | i2b22012 . | MTSamples . | ||||
|---|---|---|---|---|---|---|
| AM . | P . | R . | F1 . | P . | R . | F1 . |
| ZS | 48.8 | 15.3 | 23.3 | 91.4 | 48.0 | 63.0 |
| LA | 51.7 | 19.0 | 27.8 | 88.1 | 58.5 | 70.3 |
| PL | 44.1 | 11.4 | 18.2 | 91.8 | 39.3 | 55.1 |
| PT | 41.5 | 10.4 | 16.6 | 90.2 | 46.3 | 61.2 |
| IW | 50.5 | 18.1 | 26.6 | 90.6 | 48.4 | 63.1 |
| . | i2b22012 . | MTSamples . | ||||
|---|---|---|---|---|---|---|
| AM . | P . | R . | F1 . | P . | R . | F1 . |
| ZS | 48.8 | 15.3 | 23.3 | 91.4 | 48.0 | 63.0 |
| LA | 51.7 | 19.0 | 27.8 | 88.1 | 58.5 | 70.3 |
| PL | 44.1 | 11.4 | 18.2 | 91.8 | 39.3 | 55.1 |
| PT | 41.5 | 10.4 | 16.6 | 90.2 | 46.3 | 61.2 |
| IW | 50.5 | 18.1 | 26.6 | 90.6 | 48.4 | 63.1 |