Table 5.
Model performance with augmented training data.
| Model | Data split strategy | Accuracy (%) | ||
|
|
|
Entity replacement | Back translation | Entity replacement+back translation |
| BERTa | 1 | 79.33 | 77.33 | 79.33 |
| BERT | 2 | 79.33 | 85.33 | 77.33 |
| Clinical BERT | 1 | 88.66 | 86.66 | 82.66 |
| Clinical BERT | 2 | 84 | 89.33 | 88 |
aBERT: Bidirectional Encoder Representations from Transformers.