Method\Dataset | NCBI-disease | BC5CDR-disease | ||||
---|---|---|---|---|---|---|
p | r | f1 | p | r | f1 | |
TaggerOne [27] | 85.10 | 80.80 | 82.90 | 85.20 | 80.20 | 82.60 |
BiLSTM-CRF [28] | 86.11 | 85.49 | 85.80 | 87.60 | 86.25 | 86.92 |
CollaboNet [29] | 85.61 | 82.61 | 84.08 | 85.61 | 82.61 | 84.08 |
MTM-CW [31] | 85.86 | 86.42 | 86.14 | 89.10 | 88.47 | 88.78 |
DABLC [30] | 88.30 | 89.01 | 88.60 | 89.10 | 87.50 | 88.30 |
BioKMNER [32] | – | – | 90.08 | – | – | – |
BioBERT-MRC [33] | 89.67 | 90.42 | 90.04 | 88.61 | 87.07 | 87.83 |
MTL-LS [34] | – | – | 89.25 | – | – | 87.28 |
BioELECTRA[35] | – | – | 89.38 | – | – | 85.84 |
BioBERT [11] | 88.22 | 91.25 | 89.71 | 86.47 | 87.84 | 87.15 |
Proposed | 89.99 | 93.20 | 91.57 | 86.69 | 88.82 | 87.74 |