Table 5 The detailed results of the baselines for each type of entity.
Models | Metrics | BIS | OTH | COM | CRO | DIS | DRUG | FER | ORG | PART | PER | PET | PAOG | CUL |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
BiLSTM-CRF | Precision | 91.38 | 64.51 | 71.42 | 95.28 | 97.86 | 90.41 | 85.57 | 70.99 | 88.96 | 89.79 | 96.65 | 91.57 | 88.45 |
Recall | 93.92 | 52.83 | 81.89 | 96.05 | 97.81 | 90.74 | 86.86 | 73.88 | 88.83 | 90.68 | 96.99 | 93.21 | 90.04 | |
F1 | 92.62 | 57.69 | 75.93 | 95.66 | 97.83 | 90.57 | 86.16 | 72.37 | 88.89 | 90.23 | 96.82 | 92.35 | 89.23 | |
BERTfrozen-BiLSTM-CRF | Precision | 91.11 | 62.01 | 71.49 | 96.06 | 97.57 | 91.66 | 85.36 | 71.92 | 90.00 | 90.49 | 96.77 | 87.69 | 89.02 |
Recall | 96.69 | 58.25 | 83.38 | 96.28 | 97.94 | 92.56 | 90.41 | 80.76 | 90.77 | 91.31 | 97.24 | 91.79 | 91.30 | |
F1 | 93.81 | 60.03 | 76.72 | 96.17 | 97.75 | 92.11 | 87.76 | 76.07 | 90.38 | 90.90 | 97.00 | 89.65 | 90.14 |