Multi-Task Learning for Multiple Language Translation

@inproceedings{Dong2015MultiTaskLF,
  title={Multi-Task Learning for Multiple Language Translation},
  author={Daxiang Dong and Hua Wu and Wei He and Dianhai Yu and Haifeng Wang},
  booktitle={ACL},
  year={2015}
}
In this paper, we investigate the problem of learning a machine translation model that can simultaneously translate sentences from one source language to multiple target languages. Our solution is inspired by the recently proposed neural machine translation model which generalizes machine translation as a sequence learning problem. We extend the neural machine translation to a multi-task learning framework which shares source language representation and separates the modeling of different… CONTINUE READING

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