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

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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).

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

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