Low Resource Similar Language Neural Machine Translation for Tamil-Telugu

Vandan Mujadia; Dipti Misra Sharma

Low Resource Similar Language Neural Machine Translation for Tamil-Telugu

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Abstract

This paper describes the participation of team oneNLP (LTRC, IIIT-Hyderabad) for the WMT 2021 task, similar language translation. We experimented with transformer based Neural Machine Translation and explored the use of language similarity for Tamil-Telugu and Telugu-Tamil. We incorporated use of different subword configurations, script conversion and single model training for both directions as exploratory experiments.

Anthology ID:: 2021.wmt-1.30
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:: 288–291
Language:
URL:: https://aclanthology.org/2021.wmt-1.30/
DOI:
Bibkey:
Cite (ACL):: Vandan Mujadia and Dipti Sharma. 2021. Low Resource Similar Language Neural Machine Translation for Tamil-Telugu. In Proceedings of the Sixth Conference on Machine Translation, pages 288–291, Online. Association for Computational Linguistics.
Cite (Informal):: Low Resource Similar Language Neural Machine Translation for Tamil-Telugu (Mujadia & Sharma, WMT 2021)
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PDF:: https://aclanthology.org/2021.wmt-1.30.pdf

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@inproceedings{mujadia-sharma-2021-low,
    title = "Low Resource Similar Language Neural Machine Translation for {T}amil-{T}elugu",
    author = "Mujadia, Vandan  and
      Sharma, Dipti",
    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-1.30/",
    pages = "288--291",
    abstract = "This paper describes the participation of team oneNLP (LTRC, IIIT-Hyderabad) for the WMT 2021 task, similar language translation. We experimented with transformer based Neural Machine Translation and explored the use of language similarity for Tamil-Telugu and Telugu-Tamil. We incorporated use of different subword configurations, script conversion and single model training for both directions as exploratory experiments."
}

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%0 Conference Proceedings
%T Low Resource Similar Language Neural Machine Translation for Tamil-Telugu
%A Mujadia, Vandan
%A Sharma, Dipti
%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 mujadia-sharma-2021-low
%X This paper describes the participation of team oneNLP (LTRC, IIIT-Hyderabad) for the WMT 2021 task, similar language translation. We experimented with transformer based Neural Machine Translation and explored the use of language similarity for Tamil-Telugu and Telugu-Tamil. We incorporated use of different subword configurations, script conversion and single model training for both directions as exploratory experiments.
%U https://aclanthology.org/2021.wmt-1.30/
%P 288-291

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Markdown (Informal)

[Low Resource Similar Language Neural Machine Translation for Tamil-Telugu](https://aclanthology.org/2021.wmt-1.30/) (Mujadia & Sharma, WMT 2021)

Low Resource Similar Language Neural Machine Translation for Tamil-Telugu (Mujadia & Sharma, WMT 2021)

ACL

Vandan Mujadia and Dipti Sharma. 2021. Low Resource Similar Language Neural Machine Translation for Tamil-Telugu. In Proceedings of the Sixth Conference on Machine Translation, pages 288–291, Online. Association for Computational Linguistics.