Table 6 Model improvement results under the CCKS2019 dataset.

From: Chinese medical named entity recognition integrating adversarial training and feature enhancement

Models

Precision

Recall

F1 Score

BiLSTM-CRFbase

82.69%

82.44%

82.55%

BiLSTM-IDCNN-CRF

85.64%

84.69%

85.16%

BERT-BiLSTM-CRF

91.26%

90.88%

91.06%

BERT-BiLSTM-IDCNN-CRF

91.28%

91.31%

91.30%

BPBIC

91.57%

91.97%

91.77%