Deliberation Networks: Sequence Generation Beyond One-Pass Decoding

@inproceedings{Xia2017DeliberationNS,
  title={Deliberation Networks: Sequence Generation Beyond One-Pass Decoding},
  author={Yingce Xia and Fei Tian and Lijun Wu and Jianxin Lin and Tao Qin and Nenghai Yu and Tie-Yan Liu},
  booktitle={NIPS},
  year={2017}
}
The encoder-decoder framework has achieved promising progress for many sequence generation tasks, including machine translation, text summarization, dialog system, image captioning, etc. Such a framework adopts an one-pass forward process while decoding and generating a sequence, but lacks the deliberation process: A generated sequence is directly used as final output without further polishing. However, deliberation is a common behavior in human’s daily life like reading news and writing papers… CONTINUE READING
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  • On the WMT 2014 English-to-French translation task, our model establishes a new state-of-the-art BLEU score of 41.5.

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