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Table 3.
Results on the local development set.
ModelF1
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 
ModelF1
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 
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