/hierarchical-encoder-decoder

Hierarchical encoder-decoder framework for sequences of words, sentences, paragraphs and documents using LSTM and GRU in Theano

Primary LanguagePython

Hierarchical Encoder-Decoder

Features

  • Sequences modelling for words, sentences, paragraphs and documents
  • LSTM and GRU in Theano
  • Attention modelling (plays a role of "copy" in encoder-decoder framework)

References

  • Li, Jiwei, Minh-Thang Luong, and Dan Jurafsky. "A hierarchical neural autoencoder for paragraphs and documents." arXiv preprint arXiv:1506.01057 (2015).