Table 4 Result of models to identify abbreviations and numbers
From: A multi-layer soft lattice based model for Chinese clinical named entity recognition
Models | P | R | F1 |
|---|---|---|---|
LSTM-CRF | 79.54 | 80.47 | 80.63 |
GRU-CRF | 80.43 | 82.35 | 82.27 |
BERT-CRF | 85.45 | 86.7 | 86.25 |
BERT-LSTM-CRF | 86.35 | 85.9 | 86.16 |
BERT-GRU-CRF | 86.13 | 85.3 | 85.25 |
Soft Lattice structure Transformer-CRF | 90.12 | 90.72 | 90.24 |
BERT-Soft Lattice structure Transformer- CRF | 90.65 | 90.64 | 90.36 |