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Text Classification

All kinds of neural text classififers implemented by Keras (tensorflow backend).

Models

  • TextCNN, EMNLP2014
    Kim et al. Convolutional Neural Networks for Sentence Classification.

  • DCNN, ACL2014
    Kalchbrenner et al. A Convolutional Neural Network for Modelling Sentences

  • RCNN, AAAI2015
    Lai et al. Recurrent Convolutional Neural Networks for Text Classification.

  • HAN, NAACL-HLT2016
    Yang et al. Hierarchical Attention Networks for Document Classification.

  • DPCNN, ACL2017
    Johnson et al. Deep Pyramid Convolutional Neural Networks for Text Categorization.

  • VDCNN, EACL2017
    Conneau et al. Very Deep Convolutional Networks for Text Classification.

  • MultiTextCNN
    Extension of textcnn, stacking multiple cnns with the same filter size.

  • BiLSTM
    Bidirectional lstm + max pooling over time.

  • RNNCNN
    Bidirectional gru + conv + max pooling & avg pooling.

  • CNNRNN
    conv + max pooling + Bidirectional gru + max pooling over time.