The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task

Proyag Pal; Alham Fikri Aji; Pinzhen Chen; Sukanta Sen

The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task

Proyag Pal, Alham Fikri Aji, Pinzhen Chen, Sukanta Sen

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Abstract

We describe the University of Edinburgh’s Bengali↔Hindi constrained systems submitted to the WMT21 News Translation task. We submitted ensembles of Transformer models built with large-scale back-translation and fine-tuned on subsets of training data retrieved based on similarity to the target domain.

Anthology ID:: 2021.wmt-1.16
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:: 180–186
Language:
URL:: https://aclanthology.org/2021.wmt-1.16/
DOI:
Bibkey:
Cite (ACL):: Proyag Pal, Alham Fikri Aji, Pinzhen Chen, and Sukanta Sen. 2021. The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 180–186, Online. Association for Computational Linguistics.
Cite (Informal):: The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task (Pal et al., WMT 2021)
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PDF:: https://aclanthology.org/2021.wmt-1.16.pdf

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@inproceedings{pal-etal-2021-university,
    title = "The {U}niversity of {E}dinburgh{'}s {B}engali-{H}indi Submissions to the {WMT}21 News Translation Task",
    author = "Pal, Proyag  and
      Aji, Alham Fikri  and
      Chen, Pinzhen  and
      Sen, Sukanta",
    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-1.16/",
    pages = "180--186",
    abstract = "We describe the University of Edinburgh{'}s Bengali$\leftrightarrow$Hindi constrained systems submitted to the WMT21 News Translation task. We submitted ensembles of Transformer models built with large-scale back-translation and fine-tuned on subsets of training data retrieved based on similarity to the target domain."
}

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%0 Conference Proceedings
%T The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task
%A Pal, Proyag
%A Aji, Alham Fikri
%A Chen, Pinzhen
%A Sen, Sukanta
%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 pal-etal-2021-university
%X We describe the University of Edinburgh’s BengaliłeftrightarrowHindi constrained systems submitted to the WMT21 News Translation task. We submitted ensembles of Transformer models built with large-scale back-translation and fine-tuned on subsets of training data retrieved based on similarity to the target domain.
%U https://aclanthology.org/2021.wmt-1.16/
%P 180-186

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Markdown (Informal)

[The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task](https://aclanthology.org/2021.wmt-1.16/) (Pal et al., WMT 2021)

The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task (Pal et al., WMT 2021)

ACL

Proyag Pal, Alham Fikri Aji, Pinzhen Chen, and Sukanta Sen. 2021. The University of Edinburgh’s Bengali-Hindi Submissions to the WMT21 News Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 180–186, Online. Association for Computational Linguistics.