Named Entity Recognition on English OntoNotes 5.0 (test)
92.07F1 ScoreBERT-MRC+DSC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BERT-MRC+DSCLoss=Self-adjusting Dice Loss (DSC)2019.11 | 92.07 | 91.59 | 92.56 | |
| BERT-MRC+DLLoss=Dice Loss2019.11 | 91.88 | 91.7 | 92.06 | |
| BERT-MRC+FLLoss=Focal Loss2019.11 | 91.22 | 90.13 | 92.34 | |
| BERT-MRC2019.11 | 91.11 | 92.98 | 89.95 | |
| BERT-MRC2019.10 | 91.11 | 92.98 | 89.95 | |
| BERT-Tagger2019.11 | 89.16 | 90.01 | 88.35 | |
| BERT-Tagger2019.10 | 89.16 | 90.01 | 88.35 | |
| CVT2019.11 | 88.8 | — | — | |
| CVT2019.10 | 88.8 | — | — | |
| Strubell et al.2019.10 | 86.84 | — | — | |
| BiLSTM-CRF2019.10 | 86.28 | 86.04 | 86.53 |