Table 10 Results of different NER models on cEHRNER
Models | Precision | Recall | F1 | Cost time |
|---|---|---|---|---|
BiLSTM-CRF | 84.72 | 85.14 | 84.92 | 5 h 18 m |
RD + CNN + CRF [31] | 86.36 | 87.23 | 86.79 | 5 h |
ELMO-BiLSTM-CRF [32] | 87.54 | 87.33 | 87.43 | 4 h 37 m |
BERT-BiLSTM-CRF | 89.35 | 89.96 | 89.65 | 3 h 31 m |
BERT-wwm + BiLSTM + CRF [33] | 90.17 | 90.46 | 90.31 | 3 h 54 m |
MC_BERT-BiLSTM-CRF | 91.69 | 92.14 | 91.91 | 3 h 25 m |
MC_BERT-BiLSTM-MHA-CRF | 92.11 | 92.32 | 92.21 | 3 h 36 m |
MC_BERT-BiLSTM-CNN-CRF | 92.24 | 92.54 | 92.38 | 3 h 47 m |
MC_BERT-BiLSTM-CNN-MHA-CRF | 92.78 | 92.88 | 92.82 | 3 h 56 m |