Neural Machine Translation

  1. dl4mt-tutorial Basic neural machine translation
  2. dl4mt-cdec Character-level decoding for neural machine translation
@article{chung2016character,
  title={A Character-level Decoder without Explicit Segmentation for Neural Machine Translation},
  author={Chung, Junyoung and Cho, Kyunghyun and Bengio, Yoshua},
  journal={arXiv preprint arXiv:1603.06147},
  year={2016}
}
  1. dl4mt-multi Multi-way, multi-lingual neural machine translation
@inproceedings{firat2016multi,
  title={Multi-Way, Multilingual Neural Machine Translation with a Shared Attention Mechanism},
  author={Firat, Orhan and Cho, Kyunghyun and Bengio, Yoshua},
  booktitle={NAACL},
  year={2016}
}

Active Language Learning

  1. WebNav Goal-oriented web navigation based on natural languages
@article{nogueira2016webnav,
  title={WebNav: A New Large-Scale Task for Natural Language based Sequential Decision Making},
  author={Nogueira, Rodrigo and Cho, Kyunghyun},
  journal={arXiv preprint arXiv:1602.02261},
  year={2016}
}

Lecture Notes

  1. NLP_DL_Lecture_Note Natural Language Understanding with Distributed Representation