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