Table 3: Global performance (all PHI categories) on the test set. Metrics are reported on the macro-average level.
Model | Precision | Recall | F 1 |
BiLSTM | 0.8154 | 0.7949 | 0.805 |
BiLSTM-CRF | 0.8391 | 0.818 | 0.8284 |
C2V-BiLSTM-CRF | 0.7925 | 0.3183 | 0.4542 |
Transformer | 0.5027 | 0.6345 | 0.561 |
Transformer-CRF | 0.6068 | 0.5843 | 0.5953 |
Transformer-BiLSTM | 0.7259 | 0.6865 | 0.7056 |