Table 3 Result of models to identify long entities
From: A multi-layer soft lattice based model for Chinese clinical named entity recognition
Models | P | R | F1 |
|---|---|---|---|
LSTM-CRF | 82.5 | 73.4 | 72.3 |
GRU-CRF | 80.4 | 72.3 | 75.7 |
BERT-CRF | 85.4 | 76.7 | 76.2 |
BERT-LSTM-CRF | 82.3 | 83.9 | 82.6 |
BERT-GRU-CRF | 83.1 | 84.3 | 84.2 |
BERT-FLAT—CRF | 85.6 | 86.2 | 85.2 |
BERT-Soft Lattice structure Transformer—CRF | 90.5 | 91.4 | 91.6 |