Table 3 Effects of the CNN layer and attention layer in our method
From: Entity recognition in Chinese clinical text using attention-based CNN-LSTM-CRF
Method | CCKS2017_CNER (%) | ICRC_CNER (%) | ||||
|---|---|---|---|---|---|---|
Precision | Recall | F1-score | Precision | Recall | F1-score | |
Our method | 90.73 | 90.49 | 90.61 | 82.66 | 83.99 | 83.32 |
w/o CNN | 91.11 | 90.48 | 90.79 | 83.72 | 82.53 | 83.12 |
w/o attention | 90.61 | 90.23 | 90.42 | 83.16 | 83.29 | 83.22 |
w/o both | 90.68 | 89.67 | 90.17 | 82.71 | 83.30 | 83.00 |