• Stars
    star
    273
  • Rank 149,926 (Top 3 %)
  • Language
    Jupyter Notebook
  • License
    MIT License
  • Created almost 5 years ago
  • Updated over 3 years ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

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

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