Model . | F1 . |
---|---|
BERT-base+BiLSTM+CRF | 0.8398 |
BERT-wwm-ext+BiLSTM+CRF | 0.8415 |
RoBERTa-wwm-ext+BiLSTM+CRF | 0.8412 |
RoBERTa-wwm-ext-large+BiLSTM+CRF | 0.8463 |
RoBERTa-wwm-ext-large+CRF | 0.8445 |
BERT-base+BiLSTM+CRF+Semi-supervised Training | 0.8530 |
BERT-base+BiLSTM+CRF+Adversarial Training | 0.8473 |
Model Ensemble | 0.8717 |
Model Ensemble+Semi-supervised Training | 0.8731 |
Model Ensemble+Adversarial Training | 0.8735 |
Model Ensemble+Semi-supervised Training+Adversarial Training | 0.8741 |
+Model Post-processing Rules | 0.8849 |
Model . | F1 . |
---|---|
BERT-base+BiLSTM+CRF | 0.8398 |
BERT-wwm-ext+BiLSTM+CRF | 0.8415 |
RoBERTa-wwm-ext+BiLSTM+CRF | 0.8412 |
RoBERTa-wwm-ext-large+BiLSTM+CRF | 0.8463 |
RoBERTa-wwm-ext-large+CRF | 0.8445 |
BERT-base+BiLSTM+CRF+Semi-supervised Training | 0.8530 |
BERT-base+BiLSTM+CRF+Adversarial Training | 0.8473 |
Model Ensemble | 0.8717 |
Model Ensemble+Semi-supervised Training | 0.8731 |
Model Ensemble+Adversarial Training | 0.8735 |
Model Ensemble+Semi-supervised Training+Adversarial Training | 0.8741 |
+Model Post-processing Rules | 0.8849 |