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Text Classification

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

Models

Kim et al. Convolutional Neural Networks for Sentence Classification.

Kalchbrenner et al. A Convolutional Neural Network for Modelling Sentences

Lai et al. Recurrent Convolutional Neural Networks for Text Classification.

Yang et al. Hierarchical Attention Networks for Document Classification.

Johnson et al. Deep Pyramid Convolutional Neural Networks for Text Categorization.

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.

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All kinds of neural text classifiers implemented by Keras

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