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. 2023 Jun 1;14:1121796. doi: 10.3389/fphar.2023.1121796

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