The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks

Ander Martínez

The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks

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Abstract

This paper describes the Fujitsu DMATH systems used for WMT 2021 News Translation and Biomedical Translation tasks. We focused on low-resource pairs, using a simple system. We conducted experiments on English-Hausa, Xhosa-Zulu and English-Basque, and submitted the results for Xhosa→Zulu in the News Translation Task, and English→Basque in the Biomedical Translation Task, abstract and terminology translation subtasks. Our system combines BPE dropout, sub-subword features and back-translation with a Transformer (base) model, achieving good results on the evaluation sets.

Anthology ID:: 2021.wmt-1.13
Volume:: Proceedings of the Sixth Conference on Machine Translation
Month:: November
Year:: 2021
Address:: Online
Editors:: Loic Barrault, Ondrej Bojar, Fethi Bougares, Rajen Chatterjee, Marta R. Costa-jussa, Christian Federmann, Mark Fishel, Alexander Fraser, Markus Freitag, Yvette Graham, Roman Grundkiewicz, Paco Guzman, Barry Haddow, Matthias Huck, Antonio Jimeno Yepes, Philipp Koehn, Tom Kocmi, Andre Martins, Makoto Morishita, Christof Monz
Venue:: WMT
SIG:: SIGMT
Publisher:: Association for Computational Linguistics
Note:
Pages:: 162–166
Language:
URL:: https://aclanthology.org/2021.wmt-1.13/
DOI:
Bibkey:
Cite (ACL):: Ander Martinez. 2021. The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks. In Proceedings of the Sixth Conference on Machine Translation, pages 162–166, Online. Association for Computational Linguistics.
Cite (Informal):: The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks (Martinez, WMT 2021)
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PDF:: https://aclanthology.org/2021.wmt-1.13.pdf

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@inproceedings{martinez-2021-fujitsu,
    title = "The Fujitsu {DMATH} Submissions for {WMT}21 News Translation and Biomedical Translation Tasks",
    author = "Martinez, Ander",
    editor = "Barrault, Loic  and
      Bojar, Ondrej  and
      Bougares, Fethi  and
      Chatterjee, Rajen  and
      Costa-jussa, Marta R.  and
      Federmann, Christian  and
      Fishel, Mark  and
      Fraser, Alexander  and
      Freitag, Markus  and
      Graham, Yvette  and
      Grundkiewicz, Roman  and
      Guzman, Paco  and
      Haddow, Barry  and
      Huck, Matthias  and
      Yepes, Antonio Jimeno  and
      Koehn, Philipp  and
      Kocmi, Tom  and
      Martins, Andre  and
      Morishita, Makoto  and
      Monz, Christof",
    booktitle = "Proceedings of the Sixth Conference on Machine Translation",
    month = nov,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2021.wmt-1.13/",
    pages = "162--166",
    abstract = "This paper describes the Fujitsu DMATH systems used for WMT 2021 News Translation and Biomedical Translation tasks. We focused on low-resource pairs, using a simple system. We conducted experiments on English-Hausa, Xhosa-Zulu and English-Basque, and submitted the results for Xhosa{\textrightarrow}Zulu in the News Translation Task, and English{\textrightarrow}Basque in the Biomedical Translation Task, abstract and terminology translation subtasks. Our system combines BPE dropout, sub-subword features and back-translation with a Transformer (base) model, achieving good results on the evaluation sets."
}

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%0 Conference Proceedings
%T The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks
%A Martinez, Ander
%Y Barrault, Loic
%Y Bojar, Ondrej
%Y Bougares, Fethi
%Y Chatterjee, Rajen
%Y Costa-jussa, Marta R.
%Y Federmann, Christian
%Y Fishel, Mark
%Y Fraser, Alexander
%Y Freitag, Markus
%Y Graham, Yvette
%Y Grundkiewicz, Roman
%Y Guzman, Paco
%Y Haddow, Barry
%Y Huck, Matthias
%Y Yepes, Antonio Jimeno
%Y Koehn, Philipp
%Y Kocmi, Tom
%Y Martins, Andre
%Y Morishita, Makoto
%Y Monz, Christof
%S Proceedings of the Sixth Conference on Machine Translation
%D 2021
%8 November
%I Association for Computational Linguistics
%C Online
%F martinez-2021-fujitsu
%X This paper describes the Fujitsu DMATH systems used for WMT 2021 News Translation and Biomedical Translation tasks. We focused on low-resource pairs, using a simple system. We conducted experiments on English-Hausa, Xhosa-Zulu and English-Basque, and submitted the results for Xhosa→Zulu in the News Translation Task, and English→Basque in the Biomedical Translation Task, abstract and terminology translation subtasks. Our system combines BPE dropout, sub-subword features and back-translation with a Transformer (base) model, achieving good results on the evaluation sets.
%U https://aclanthology.org/2021.wmt-1.13/
%P 162-166

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Markdown (Informal)

[The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks](https://aclanthology.org/2021.wmt-1.13/) (Martinez, WMT 2021)

The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks (Martinez, WMT 2021)

ACL

Ander Martinez. 2021. The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks. In Proceedings of the Sixth Conference on Machine Translation, pages 162–166, Online. Association for Computational Linguistics.