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year={2017}
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title={Google’s multilingual neural machine translation system: Enabling zero-shot translation},
author={Johnson, Melvin and Schuster, Mike and Le, Quoc V and Krikun, Maxim and Wu, Yonghui and Chen, Zhifeng and Thorat, Nikhil and Vi{\'e}gas, Fernanda and Wattenberg, Martin and Corrado, Greg and others},
journal={Transactions of the Association for Computational Linguistics},
volume={5},
pages={339--351},
year={2017},
publisher={MIT Press}
}
@article{ha2016toward,
title={Toward multilingual neural machine translation with universal encoder and decoder},
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journal={arXiv preprint arXiv:1611.04798},
year={2016}
}
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title={Improving neural machine translation models with monolingual data},
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journal={arXiv preprint arXiv:1511.06709},
year={2015}
}
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year={2016}
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year={2014}
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year={2014}
}
@article{wu2016google,
title={Google's neural machine translation system: Bridging the gap between human and machine translation},
author={Wu, Yonghui and Schuster, Mike and Chen, Zhifeng and Le, Quoc V and Norouzi, Mohammad and Macherey, Wolfgang and Krikun, Maxim and Cao, Yuan and Gao, Qin and Macherey, Klaus and others},
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year={2016}
}
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author={Firat, Orhan and Cho, Kyunghyun and Bengio, Yoshua},
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year={2016}
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year={2016}
}
@inproceedings{zhu2013improving,
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pages={524--534},
year={2013}
}
@inproceedings{cettolo2017overview,
title={Overview of the iwslt 2017 evaluation campaign},
author={Cettolo, Mauro and Federico, Marcello and Bentivogli, Luisa and Jan, Niehues and Sebastian, St{\"u}ker and Katsuitho, Sudoh and Koichiro, Yoshino and Christian, Federmann},
booktitle={International Workshop on Spoken Language Translation},
pages={2--14},
year={2017}
}
@inproceedings{dong2015multi,
title={Multi-task learning for multiple language translation},
author={Dong, Daxiang and Wu, Hua and He, Wei and Yu, Dianhai and Wang, Haifeng},
booktitle={Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)},
pages={1723--1732},
year={2015}
}
@inproceedings{sutskever2014sequence,
title={Sequence to sequence learning with neural networks},
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year={2014}
}
@inproceedings{gehring2017convolutional,
title={Convolutional sequence to sequence learning},
author={Gehring, Jonas and Auli, Michael and Grangier, David and Yarats, Denis and Dauphin, Yann N},
booktitle={Proceedings of the 34th International Conference on Machine Learning-Volume 70},
pages={1243--1252},
year={2017},
organization={JMLR. org}
}
@inproceedings{vaswani2017attention,
title={Attention is all you need},
author={Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, {\L}ukasz and Polosukhin, Illia},
booktitle={Advances in neural information processing systems},
pages={5998--6008},
year={2017}
}
@article{lakew2018comparison,
title={A comparison of transformer and recurrent neural networks on multilingual neural machine translation},
author={Lakew, Surafel M and Cettolo, Mauro and Federico, Marcello},
journal={arXiv preprint arXiv:1806.06957},
year={2018}
}
@inproceedings{koehn2003statistical,
title={Statistical phrase-based translation},
author={Koehn, Philipp and Och, Franz Josef and Marcu, Daniel},
booktitle={Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology-Volume 1},
pages={48--54},
year={2003},
organization={Association for Computational Linguistics}
}
@article{arivazhagan2019missing,
title={The missing ingredient in zero-shot neural machine translation},
author={Arivazhagan, Naveen and Bapna, Ankur and Firat, Orhan and Aharoni, Roee and Johnson, Melvin and Macherey, Wolfgang},
journal={arXiv preprint arXiv:1903.07091},
year={2019}
}
@article{sestorain2018zero,
title={Zero-shot dual machine translation},
author={Sestorain, Lierni and Ciaramita, Massimiliano and Buck, Christian and Hofmann, Thomas},
journal={arXiv preprint arXiv:1805.10338},
year={2018}
}
@inproceedings{freitag2019ape,
title={APE at Scale and its Implications on MT Evaluation Biases},
author={Freitag, Markus and Caswell, Isaac and Roy, Scott},
booktitle={Proceedings of the Fourth Conference on Machine Translation (Volume 1: Research Papers)},
pages={34--44},
year={2019}
}
@article{luong2015effective,
title={Effective approaches to attention-based neural machine translation},
author={Luong, Minh-Thang and Pham, Hieu and Manning, Christopher D},
journal={arXiv preprint arXiv:1508.04025},
year={2015}
}
@article{kim2016sequence,
title={Sequence-level knowledge distillation},
author={Kim, Yoon and Rush, Alexander M},
journal={arXiv preprint arXiv:1606.07947},
year={2016}
}
@article{gulcehre2015using,
title={On using monolingual corpora in neural machine translation},
author={Gulcehre, Caglar and Firat, Orhan and Xu, Kelvin and Cho, Kyunghyun and Barrault, Loic and Lin, Huei-Chi and Bougares, Fethi and Schwenk, Holger and Bengio, Yoshua},
journal={arXiv preprint arXiv:1503.03535},
year={2015}
}
@article{artetxe2017unsupervised,
title={Unsupervised neural machine translation},
author={Artetxe, Mikel and Labaka, Gorka and Agirre, Eneko and Cho, Kyunghyun},
journal={arXiv preprint arXiv:1710.11041},
year={2017}
}
@inproceedings{chen2018zero,
title={Zero-resource neural machine translation with multi-agent communication game},
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booktitle={Thirty-Second AAAI Conference on Artificial Intelligence},
year={2018}
}
@article{gu2018universal,
title={Universal neural machine translation for extremely low resource languages},
author={Gu, Jiatao and Hassan, Hany and Devlin, Jacob and Li, Victor OK},
journal={arXiv preprint arXiv:1802.05368},
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}
@article{chen2017teacher,
title={A teacher-student framework for zero-resource neural machine translation},
author={Chen, Yun and Liu, Yang and Cheng, Yong and Li, Victor OK},
journal={arXiv preprint arXiv:1705.00753},
year={2017}
}
@inproceedings{socher2013zero,
title={Zero-shot learning through cross-modal transfer},
author={Socher, Richard and Ganjoo, Milind and Manning, Christopher D and Ng, Andrew},
booktitle={Advances in neural information processing systems},
pages={935--943},
year={2013}
}
@article{norouzi2013zero,
title={Zero-shot learning by convex combination of semantic embeddings},
author={Norouzi, Mohammad and Mikolov, Tomas and Bengio, Samy and Singer, Yoram and Shlens, Jonathon and Frome, Andrea and Corrado, Greg S and Dean, Jeffrey},
journal={arXiv preprint arXiv:1312.5650},
year={2013}
}
@inproceedings{verma2017simple,
title={A simple exponential family framework for zero-shot learning},
author={Verma, Vinay Kumar and Rai, Piyush},
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pages={792--808},
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organization={Springer}
}
@article{mikolov2013exploiting,
title={Exploiting similarities among languages for machine translation},
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}
@inproceedings{xing2015normalized,
title={Normalized word embedding and orthogonal transform for bilingual word translation},
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pages={1006--1011},
year={2015}
}
@article{conneau2018xnli,
title={Xnli: Evaluating cross-lingual sentence representations},
author={Conneau, Alexis and Lample, Guillaume and Rinott, Ruty and Williams, Adina and Bowman, Samuel R and Schwenk, Holger and Stoyanov, Veselin},
journal={arXiv preprint arXiv:1809.05053},
year={2018}
}
@article{lample2019cross,
title={Cross-lingual language model pretraining},
author={Lample, Guillaume and Conneau, Alexis},
journal={arXiv preprint arXiv:1901.07291},
year={2019}
}
@book{simons2017ethnologue,
title={Ethnologue: languages of Asia},
author={Simons, Gary F and Fennig, Charles D},
year={2017},
publisher={sil International}
}