AmbiTyga / DeepTextClassifiers

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.