TABLE 8.
Comparison of model performance evaluation indicators on different set (%).
| Set | Model | Precision | Recall | F1 score |
|---|---|---|---|---|
| Validation Set | BiLSTM-CRF | 88.54 | 91.25 | 89.87 |
| BERT-BiLSTM-CRF | 89.05 | 92.30 | 90.64 | |
| ALBERT-BiLSTM-CRF | 91.47 | 92.83 | 92.14 | |
| Test Set | BiLSTM-CRF | 88.20 | 91.23 | 89.69 |
| BERT-BiLSTM-CRF | 88.02 | 91.70 | 89.82 | |
| ALBERT-BiLSTM-CRF | 89.88 | 92.55 | 91.19 |