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A PyTorch implementation of a BiLSTM\BERT\Roberta(+CRF) model for Named Entity Recognition.

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CLUENER2020

First homework for Calculative Linguistics (2020Fall)

  • BiLSTM-CRF: BiLSTM with manually implemented CRF, f1-score 0.65 after 10 epoch
  • BiLSTM-torchcrf: BiLSTM with torchcrf
  • BERT-NER:Bert with linear classifier,test f1 0.7607

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A PyTorch implementation of a BiLSTM\BERT\Roberta(+CRF) model for Named Entity Recognition.

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