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RelationExtraction

CNN-based Models

  • (2014COLING) Relation Classification via Convolutional Deep Neural Network
  • (2015ACL) Classifying Relations by Ranking with Convolutional Neural Networks (CR-CNN
  • (2016COLING) Attention-Based Convolutional Neural Network for Semantic Relation Extraction (Attention-CNN)
  • (2016ACL) Relation Classification via Multi-Level Attention CNNs
  • (2017emEval) MIT at SemEval-2017 Task 10: Relation Extraction with Convolutional Neural Networks

RNN-based Models

  • (2016ACL) End-to-End Relation Extraction using LSTMs on Sequences and Tree Structure
  • (2016ACL) Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification
  • (2016COLING) Semantic Relation Classification via Hierarchical Recurrent Neural Network with Attention

Dependency-based Models

  • (2015ACL) A Dependency-Based Neural Network for Relation Classification
  • (2015EMNLP) Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Path
  • (2015EMNLP) Semantic Relation Classification via Convolutional Neural Networks with Simple Negative Sampling
  • (2016COLING) Improved Relation Classification by Deep Recurrent Neural Networks with Data Augmentation
  • (2016ACL) Bidirectional Recurrent Convolutional Neural Network for Relation Classification
  • (2018EMNLP) Neural Relation Extraction via Inner-Sentence Noise Reduction and Transfer Learning

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