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Chinese NER using Bert

BERT for Chinese NER.

model list

  1. BERT+Softmax
  2. BERT+CRF
  3. BERT+Span

requirement

  1. 1.1.0 =< PyTorch < 1.5.0
  2. cuda=9.0
  3. python3.6+

input format

Input format (prefer BIOS tag scheme), with each character its label for one line. Sentences are splited with a null line.

美	B-LOC
国	I-LOC
的	O
华	B-PER
莱	I-PER
士	I-PER

我	O
跟	O
他	O

run the code

  1. Modify the configuration information in run_ner_xxx.py or run_ner_xxx.sh .
  2. sh scripts/run_ner_xxx.sh

note: file structure of the model

├── prev_trained_model
|  └── bert_base
|  |  └── pytorch_model.bin
|  |  └── config.json
|  |  └── vocab.txt
|  |  └── ......