Named Entity Recognition on Chinese OntoNotes 4.0 (test)
84.47F1 ScoreBERT-MRC+DSC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BERT-MRC+DSCLoss=Self-adjusting Dice Loss (DSC)2019.11 | 84.47 | 84.22 | 84.72 | |
| BERT-MRC+DLLoss=Dice Loss2019.11 | 84.01 | 83.97 | 84.05 | |
| BERT-MRC+FLLoss=Focal Loss2019.11 | 83.3 | 83.63 | 82.97 | |
| Baseline + BSBoundary Smoothing=true2022.04 | 82.83 | 81.65 | 84.03 | |
| Ma et al. (2020)2022.04 | 82.81 | 83.41 | 82.21 | |
| Wu et al. (2021)2022.04 | 82.57 | — | — | |
| BERT-MRC2019.11 | 82.11 | 82.98 | 81.25 | |
| Li et al. (2020b)2022.04 | 82.11 | 82.98 | 81.25 | |
| BERT-MRC2019.10 | 82.11 | 82.98 | 81.25 | |
| BaselineBoundary Smoothing=false2022.04 | 82.03 | 82.79 | 81.27 | |
| Li et al. (2020a)2022.04 | 81.82 | — | — | |
| Glyce-BERT2019.10 | 81.63 | 81.87 | 81.4 | |
| Glyce-BERT2019.11 | 80.62 | 81.87 | 81.4 | |
| Chen and Kong (2021)2022.04 | 79.95 | 79.25 | 80.66 | |
| BERT-Tagger2019.11 | 79.16 | 78.01 | 80.35 | |
| BERT-Tagger2019.10 | 79.16 | 78.01 | 80.35 | |
| Lattice-LSTM2019.11 | 73.88 | 76.35 | 71.56 | |
| Zhang and Yang (2018)2022.04 | 73.88 | 76.35 | 71.56 | |
| Lattice-LSTM2019.10 | 73.88 | 76.35 | 71.56 |