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Publications

Last updated: 16 October 2019

Citation

Please cite the following Marian Demo paper if you use Marian (formerly AmuNMT) in your research:

@InProceedings{mariannmt,
  title     = {Marian: Fast Neural Machine Translation in {C++}},
  author    = {Junczys-Dowmunt, Marcin and Grundkiewicz, Roman and
               Dwojak, Tomasz and Hoang, Hieu and Heafield, Kenneth and
               Neckermann, Tom and Seide, Frank and Germann, Ulrich and
               Fikri Aji, Alham and Bogoychev, Nikolay and
               Martins, Andr\'{e} F. T. and Birch, Alexandra},
  booktitle = {Proceedings of ACL 2018, System Demonstrations},
  pages     = {116--121},
  publisher = {Association for Computational Linguistics},
  year      = {2018},
  month     = {July},
  address   = {Melbourne, Australia},
  url       = {http://www.aclweb.org/anthology/P18-4020}
}

Selected papers

Selected papers on the Marian NMT Tootlkit:

  1. Young Jin Kim, Marcin Junczys-Dowmunt, Hany Hassan, Alham Fikri Fikri Aji, Kenneth Heafield, Roman Grundkiewicz, and Nikolay Bogoychev. 2019. From Research to Production and Back: Ludicrously Fast Neural Machine Translation. In Proceedings of the Third Workshop on Neural Generation and Translation, Hong Kong. Association for Computational Linguistics. [bib]
    @inproceedings{kim2019wngt,
      title = {From Research to Production and Back: Ludicrously Fast Neural Machine Translation},
      author = {Kim, Young Jin and Junczys-Dowmunt, Marcin and Hassan, Hany and Fikri Aji, Alham Fikri and Heafield, Kenneth and Grundkiewicz, Roman and Bogoychev, Nikolay},
      booktitle = {Proceedings of the Third Workshop on Neural Generation and Translation},
      publisher = {Association for Computational Linguistics},
      year = {2019},
      address = {Hong Kong}
    }
    
  2. Marcin Junczys-Dowmunt. 2019. Microsoft Translator at WMT 2019: Towards Large-Scale Document-Level Neural Machine Translation. In Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), pages 225–233, Florence, Italy. Association for Computational Linguistics. [bib] [pdf]
    @inproceedings{junczys2019wmt,
      author = {Junczys-Dowmunt, Marcin},
      title = {{Microsoft Translator} at {WMT} 2019: Towards Large-Scale Document-Level Neural Machine Translation},
      booktitle = {Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1)},
      year = {2019},
      address = {Florence, Italy},
      publisher = {Association for Computational Linguistics},
      pages = {225--233},
      url = {http://www.aclweb.org/anthology/W19-5321}
    }
    
  3. Nikolay Bogoychev, Kenneth Heafield, Alham Fikri Aji, and Marcin Junczys-Dowmunt. 2018. Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, pages 2991–2996, Brussels, Belgium. Association for Computational Linguistics. [bib] [pdf]
    @inproceedings{bogoychev2018accelerating,
      title = {Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation},
      author = {Bogoychev, Nikolay and Heafield, Kenneth and Aji, Alham Fikri and Junczys-Dowmunt, Marcin},
      booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing},
      year = {2018},
      address = {Brussels, Belgium},
      publisher = {Association for Computational Linguistics},
      url = {https://www.aclweb.org/anthology/D18-1332},
      pages = {2991--2996}
    }
    
  4. Marcin Junczys-Dowmunt, Kenneth Heafield, Hieu Hoang, Roman Grundkiewicz, and Anthony Aue. 2018. Marian: Cost-effective High-Quality Neural Machine Translation in C++. In Proceedings of the Second Workshop on Neural Machine Translation, Melbourne, Australia. Association for Computational Linguistics. [bib] [pdf]
    @inproceedings{junczys2018fast,
      title = {Marian: Cost-effective High-Quality Neural Machine Translation in {C++}},
      author = {Junczys-Dowmunt, Marcin and Heafield, Kenneth and Hoang, Hieu and Grundkiewicz, Roman and Aue, Anthony},
      booktitle = {Proceedings of the Second Workshop on Neural Machine Translation},
      publisher = {Association for Computational Linguistics},
      year = {2018},
      address = {Melbourne, Australia},
      url = {https://arxiv.org/abs/1805.12096}
    }
    
  5. Hieu Hoang, Tomasz Dwojak, Rihards Krislauks, Daniel Torregrosa, and Kenneth Heafield. 2018. Fast Neural Machine Translation Implementation. In Proceedings of the Second Workshop on Neural Machine Translation, Melbourne, Australia. Association for Computational Linguistics. [bib] [pdf]
    @inproceedings{hoang2018fast,
      title = {Fast Neural Machine Translation Implementation},
      author = {Hoang, Hieu and Dwojak, Tomasz and Krislauks, Rihards and Torregrosa, Daniel and Heafield, Kenneth},
      booktitle = {Proceedings of the Second Workshop on Neural Machine Translation},
      publisher = {Association for Computational Linguistics},
      year = {2018},
      address = {Melbourne, Australia},
      url = {https://arxiv.org/abs/1805.09863}
    }
    
  6. Marcin Junczys-Dowmunt, Roman Grundkiewicz, Tomasz Dwojak, Hieu Hoang, Kenneth Heafield, Tom Neckermann, Frank Seide, Ulrich Germann, Alham Fikri Aji, Nikolay Bogoychev, André F. T. Martins, and Alexandra Birch. 2018. Marian: Fast Neural Machine Translation in C++. In Proceedings of ACL 2018, System Demonstrations, pages 116–121, Melbourne, Australia. Association for Computational Linguistics. [bib] [pdf]
    @inproceedings{mariannmt,
      title = {Marian: Fast Neural Machine Translation in {C++}},
      author = {Junczys-Dowmunt, Marcin and Grundkiewicz, Roman and Dwojak, Tomasz and Hoang, Hieu and Heafield, Kenneth and Neckermann, Tom and Seide, Frank and Germann, Ulrich and Fikri Aji, Alham and Bogoychev, Nikolay and Martins, Andr\'{e} F. T. and Birch, Alexandra},
      booktitle = {Proceedings of ACL 2018, System Demonstrations},
      pages = {116--121},
      publisher = {Association for Computational Linguistics},
      year = {2018},
      address = {Melbourne, Australia},
      url = {http://www.aclweb.org/anthology/P18-4020}
    }
    
  7. Marcin Junczys-Dowmunt and Roman Grundkiewicz. 2017. An Exploration of Neural Sequence-to-Sequence Architectures for Automatic Post-Editing. In The 8th International Joint Conference on Natural Language Processing (IJCNLP 2017), Taiwan, Taipei. Association for Computational Linguistics. [bib] [pdf]
    @inproceedings{junczys2017exploration,
      title = {An Exploration of Neural Sequence-to-Sequence Architectures for Automatic Post-Editing},
      author = {Junczys-Dowmunt, Marcin and Grundkiewicz, Roman},
      booktitle = {The 8th International Joint Conference on Natural Language Processing (IJCNLP 2017)},
      publisher = {Association for Computational Linguistics},
      year = {2017},
      address = {Taiwan, Taipei},
      url = {https://arxiv.org/abs/1706.04138}
    }
    
  8. André Martins, Marcin Junczys-Dowmunt, Fabio N Kepler, Ramón Astudillo, Chris Hokamp, and Roman Grundkiewicz. 2017. Pushing the Limits of Translation Quality Estimation. Transactions of the Association for Computational Linguistics, 5:205–218. [bib] [pdf]
    @article{martins2017pushing,
      title = {Pushing the Limits of Translation Quality Estimation},
      author = {Martins, Andr{\'e} and Junczys-Dowmunt, Marcin and Kepler, Fabio N and Astudillo, Ram{\'o}n and Hokamp, Chris and Grundkiewicz, Roman},
      journal = {Transactions of the Association for Computational Linguistics},
      publisher = {Association for Computational Linguistics},
      volume = {5},
      issn = {2307-387X},
      url = {https://transacl.org/ojs/index.php/tacl/article/view/1113},
      pages = {205--218},
      year = {2017}
    }
    
  9. Marcin Junczys-Dowmunt, Tomasz Dwojak, and Hieu Hoang. 2016. Is Neural Machine Translation Ready for Deployment? A Case Study on 30 Translation Directions. In Proceedings of the 9th International Workshop on Spoken Language Translation (IWSLT), Seattle, WA. [bib] [pdf]
    @inproceedings{junczys2016neural,
      title = {Is Neural Machine Translation Ready for Deployment? A Case Study on 30 Translation Directions},
      author = {Junczys-Dowmunt, Marcin and Dwojak, Tomasz and Hoang, Hieu},
      booktitle = {Proceedings of the 9th International Workshop on Spoken Language Translation (IWSLT)},
      year = {2016},
      address = {Seattle, WA},
      url = {http://workshop2016.iwslt.org/downloads/IWSLT_2016_paper_4.pdf}
    }
    
  10. Marcin Junczys-Dowmunt and Roman Grundkiewicz. 2016. Log-linear Combinations of Monolingual and Bilingual Neural Machine Translation Models for Automatic Post-Editing. In Proceedings of the First Conference on Machine Translation, pages 751–758, Berlin, Germany. Association for Computational Linguistics. [bib] [pdf]
    @inproceedings{junczys2016log,
      author = {Junczys-Dowmunt, Marcin and Grundkiewicz, Roman},
      title = {Log-linear Combinations of Monolingual and Bilingual Neural Machine Translation Models for Automatic Post-Editing},
      booktitle = {Proceedings of the First Conference on Machine Translation},
      publisher = {Association for Computational Linguistics},
      year = {2016},
      address = {Berlin, Germany},
      pages = {751--758},
      url = {http://www.aclweb.org/anthology/W16-2378}
    }
    

See more papers citing Marian and Amun on Google Scholar.

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