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  1. Neural Relation Extraction with Selective Attention over Instances. Yankai Lin, Shiqi Shen, Zhiyuan Liu, Huanbo Luan, Maosong Sun. ACL2016.
  • code: OpenNRE:
    • Embedding
      • Word embedding
      • Position embedding
    • Encoder
      • PCNN
      • CNN
      • RNN
      • Bidirection RNN
    • Selector
      • Attention
      • Maximum
      • Average
    • Classifier
      • Softmax Loss Function
      • Output
  • propocessed nyt dataset for above code on my disk(i.e. train.json/test.json/rel2id.json/word_vec.json for NYT dataset).
  1. Hierarchical Relation Extraction with Coarse-to-Fine Grained Attention Han, Xu and Yu, Pengfei and Liu, Zhiyuan and Sun, Maosong and Li, Peng. EMNLP2018.

3. Adversarial training for Neural Relation Extraction Yi Wu, David Bamman, Stuart Russell.