Part-of-Speech Tagging on CTB5
97.1PrecisionBERT+DSC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BERT+DSCBackbone=BERT, Loss Function=Self-adjusting Dice Loss (DSC)2019.11 | 97.1 | 98.75 | 97.92 | |
| BERT+DLBackbone=BERT, Loss Function=Dice Loss2019.11 | 96.77 | 98.87 | 97.81 | |
| Glyce+BERTglyph_augmented=true2019.01 | 96.5 | 96.74 | 96.61 | |
| BERT+FLBackbone=BERT, Loss Function=Focal Loss2019.11 | 96.11 | 97.42 | 96.76 | |
| BERT2019.01 | 95.86 | 96.26 | 96.06 | |
| BERT-TaggerBackbone=BERT2019.11 | 95.86 | 96.26 | 96.06 | |
| Glyce+Lattice-LSTMglyph_augmented=true2019.01 | 95.49 | 95.72 | 95.61 | |
| Lattice-LSTM2019.01 | 94.77 | 95.51 | 95.14 | |
| Lattice-LSTM2019.11 | 94.77 | 95.51 | 95.14 | |
| Shao et al. (Ens)variant=Ensemble2019.01 | 93.95 | 94.81 | 94.38 | |
| Joint-POS(Ens)2019.11 | 93.95 | 94.81 | 94.38 | |
| Shao et al. (Sig)variant=Single Model2019.01 | 93.68 | 94.47 | 94.07 | |
| Joint-POS(Sig)2019.11 | 93.68 | 94.47 | 94.07 |