Table 7 Performance comparison of BERT-CRF and BERT-Softmax
From: Deep learning with language models improves named entity recognition for PharmaCoNER
Method | Mean ± SD | Max | ||||
|---|---|---|---|---|---|---|
P (%) | R (%) | F1 (%) | P (%) | R (%) | F1 (%) | |
BERT-CRF | 90.42 ± 1.16 | 89.59 ± 0.36 | 90.00 ± 0.68 | 91.69 | 89.90 | 90.79 |
BERT-Softmax | 91.40 ± 0.81 | 90.90 ± 0.47 | 91.15 ± 0.60 | 92.44 | 91.59 | 92.01 |