Table 5 Comparison results of data augmentation, where the bold part indicates the best result
From: Combining data augmentation and domain information with TENER model for Clinical Event Detection
Augmentation method | Number | F1-score (the Glove 100d) | F1-score (BioBERT) |
|---|---|---|---|
No data augmentation | 2250 | 74.24 | 76.26 |
Replace all replaceable words | 4393 | 74.97 | 80.08 |
Replace all replaceable words without antonyms | 4380 | 75.28 | 80.26 |
Replace one replaceable words without antonyms_20% | 4935 | 74.86 | 79.96 |
Replace one replaceable words without antonyms_40% | 7642 | 75.39 | 79.96 |
Replace one replaceable words without antonyms_60% | 10344 | 75.10 | 80.16 |
Replace one replaceable words without antonyms_80% | 13058 | 75.12 | 79.91 |
Replace one replaceable words without antonyms_100% | 15763 | 75.71 | 80.26 |