FJWU Participation for the WMT21 Biomedical Translation Task

Sumbal Naz; Sadaf Abdul-Rauf; Sami Ul Haq

FJWU Participation for the WMT21 Biomedical Translation Task

Sumbal Naz, Sadaf Abdul Rauf, Sami Ul Haq

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Abstract

In this paper we present the FJWU’s system submitted to the biomedical shared task at WMT21. We prepared state-of-the-art multilingual neural machine translation systems for three languages (i.e. German, Spanish and French) with English as target language. Our NMT systems based on Transformer architecture, were trained on combination of in-domain and out-domain parallel corpora developed using Information Retrieval (IR) and domain adaptation techniques.

Anthology ID:: 2021.wmt-1.86
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:: 857–862
Language:
URL:: https://aclanthology.org/2021.wmt-1.86/
DOI:
Bibkey:
Cite (ACL):: Sumbal Naz, Sadaf Abdul Rauf, and Sami Ul Haq. 2021. FJWU Participation for the WMT21 Biomedical Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 857–862, Online. Association for Computational Linguistics.
Cite (Informal):: FJWU Participation for the WMT21 Biomedical Translation Task (Naz et al., WMT 2021)
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PDF:: https://aclanthology.org/2021.wmt-1.86.pdf

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@inproceedings{naz-etal-2021-fjwu,
    title = "{FJWU} Participation for the {WMT}21 Biomedical Translation Task",
    author = "Naz, Sumbal  and
      Abdul Rauf, Sadaf  and
      Haq, Sami Ul",
    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-1.86/",
    pages = "857--862",
    abstract = "In this paper we present the FJWU{'}s system submitted to the biomedical shared task at WMT21. We prepared state-of-the-art multilingual neural machine translation systems for three languages (i.e. German, Spanish and French) with English as target language. Our NMT systems based on Transformer architecture, were trained on combination of in-domain and out-domain parallel corpora developed using Information Retrieval (IR) and domain adaptation techniques."
}

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%0 Conference Proceedings
%T FJWU Participation for the WMT21 Biomedical Translation Task
%A Naz, Sumbal
%A Abdul Rauf, Sadaf
%A Haq, Sami Ul
%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 naz-etal-2021-fjwu
%X In this paper we present the FJWU’s system submitted to the biomedical shared task at WMT21. We prepared state-of-the-art multilingual neural machine translation systems for three languages (i.e. German, Spanish and French) with English as target language. Our NMT systems based on Transformer architecture, were trained on combination of in-domain and out-domain parallel corpora developed using Information Retrieval (IR) and domain adaptation techniques.
%U https://aclanthology.org/2021.wmt-1.86/
%P 857-862

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Markdown (Informal)

[FJWU Participation for the WMT21 Biomedical Translation Task](https://aclanthology.org/2021.wmt-1.86/) (Naz et al., WMT 2021)

FJWU Participation for the WMT21 Biomedical Translation Task (Naz et al., WMT 2021)

ACL

Sumbal Naz, Sadaf Abdul Rauf, and Sami Ul Haq. 2021. FJWU Participation for the WMT21 Biomedical Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 857–862, Online. Association for Computational Linguistics.