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bert-bilstm-crf implemented in pytorch for named entity recognition.

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Bert-BiLSTM-CRF-pytorch

bert-bilstm-crf implemented in pytorch for named entity recognition.

python == 3.6
pytorch == 0.4.1
pytorch_pretrained_bert == 0.6.1

Data

  • 首先将数据处理成BIO格式,processed文件夹下存放的是医疗命名实体识别的数据,代码可参考data_process.ipynb
  • 下载中文BERT预训练模型,来自pytorch-pretrained-bert

模型训练

python main.py -- n_epochs 100 --finetuning --top_rnns

模型预测

python crf_predict.py

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