Table 7.
Results of deep learning models when trained on gold standard dataset
| Classifier | P | R | F | A |
|---|---|---|---|---|
| CNN | 0.9146 | 0.8737 | 0.8937 | 0.8968 |
| RNN | 0.9855 | 0.9882 | 0.9868 | 0.9869 |
| BERT | 0.9978 | 0.9978 | 0.9978 | 0.9977 |
| BioBERT | 0.9850 | 0.9973 | 0.9911 | 0.9908 |
| RoBERTa | 0.9967 | 0.9978 | 0.9973 | 0.9972 |