Neural Domain Adaptation Model for Machine Translation

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This resource contain the source code of Domain adaptation using neural network joint model paper.

Source code

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Publications

Shafiq Joty, Nadir Durrani, Hassan Sajjad, and Ahmed Abdelali. Domain Adaptation Using Neural Network Joint Model. In Computer Speech & Language (Special Issue on Deep Learning for Machine Translation) : pages 161-179, 2017.

@article{joty-durrani-sajjad-abdelali-csl-17,
  title="{Domain Adaptation Using Neural Network Joint Model}",
  author={Shafiq Joty and Nadir Durrani and Hassan Sajjad and Ahmed Abdelali},
  journal = {Computer Speech & Language},
  volume={45},
  publisher={Elsevier},
  pages={161-179},
  year={2017},
  doi = {https://doi.org/10.1016/j.csl.2016.12.006},
  url = {http://www.sciencedirect.com/science/article/pii/S0885230816301474}
}

Shafiq Joty, Hassan Sajjad, Nadir Durrani, Kamla Al-Mannai, Ahmed Abdelali, and Stephan Vogel. How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models. In Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP’15) , pages 1259-1270, 2015.

@InProceedings{joty-et-al-emnlp-15-1,
  author    = {Joty, Shafiq  and  Sajjad, Hassan  and  Durrani, Nadir  and  Al-Mannai, Kamla  and  Abdelali, Ahmed  and  Vogel, Stephan},
  title     = {How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models},
  booktitle = {Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing},
  series    = {EMNLP'15},
  year      = {2015},
  address   = {Lisbon, Portugal},
  publisher = {ACL},
  pages     = {1259--1270},
  url       = {http://aclweb.org/anthology/D15-1147}
}

Nadir Durrani, Hassan Sajjad, Shafiq Joty, and Ahmed Abdelali. A Deep Fusion Model for Domain Adaptation in Phrase-based MT. In Proceedings of the 26th International Conference on Computational Linguistics (COLING’16) , pages 3177-3187, 2016.

@inproceedings{durrani-sajjad-joty-abdelali-coling-16,
  author    = {Nadir Durrani and
               Hassan Sajjad and
               Shafiq Joty and
               Ahmed Abdelali},
  title     = {A Deep Fusion Model for Domain Adaptation in Phrase-based {MT}},
  booktitle = {Proceedings of the 26th International Conference on Computational Linguistics},
  month     = {December}, 
  address   = {Osaka, Japan},
  series = {COLING'16},
  pages     = {3177--3187},
  year      = {2016},
  url       = {http://aclweb.org/anthology/C/C16/C16-1299.pdf}
multi-lingual