项目作者: InsaneLife

项目描述 :
Chinese named entity recognition
高级语言: Python
项目地址: git://github.com/InsaneLife/ChineseNER.git
创建时间: 2019-12-22T04:31:56Z
项目社区:https://github.com/InsaneLife/ChineseNER

开源协议:

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NER

中文命名实体识别

底层编码器

  • IDCNN
  • BiRNN
  • Transformer

TODO:

  1. BiRNN + CRF
  2. Linguistic Features
    1. POS Tags
    2. Dependency Labels
    3. NER Labels
    4. Chunking Labels
    5. Brown Clustering Labels
  3. Attention
  4. Bert

Data

MSRA NER微软亚洲研究院数据集。

environment

tensorflow = 1.8
python = 3.5
cuda = 9.0

reference

  1. Bidirectional LSTM-CRF Models for Sequence Tagging
  2. Neural Sequence Labeling with Linguistic Features