Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission

Yunju Bak; Jimin Sun; Jay Kim; Sungwon Lyu; Changmin Lee

Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission

Yunju Bak, Jimin Sun, Jay Kim, Sungwon Lyu, Changmin Lee

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Abstract

This paper describes Kakao Enterprise’s submission to the WMT21 shared Machine Translation using Terminologies task. We integrate terminology constraints by pre-training with target lemma annotations and fine-tuning with exact target annotations utilizing the given terminology dataset. This approach yields a model that achieves outstanding results in terms of both translation quality and term consistency, ranking first based on COMET in the En→Fr language direction. Furthermore, we explore various methods such as back-translation, explicitly training terminologies as additional parallel data, and in-domain data selection.

Anthology ID:: 2021.wmt-1.79
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:: 804–812
Language:
URL:: https://aclanthology.org/2021.wmt-1.79/
DOI:
Bibkey:
Cite (ACL):: Yunju Bak, Jimin Sun, Jay Kim, Sungwon Lyu, and Changmin Lee. 2021. Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission. In Proceedings of the Sixth Conference on Machine Translation, pages 804–812, Online. Association for Computational Linguistics.
Cite (Informal):: Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission (Bak et al., WMT 2021)
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PDF:: https://aclanthology.org/2021.wmt-1.79.pdf

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@inproceedings{bak-etal-2021-kakao,
    title = "Kakao Enterprise{'}s {WMT}21 Machine Translation Using Terminologies Task Submission",
    author = "Bak, Yunju  and
      Sun, Jimin  and
      Kim, Jay  and
      Lyu, Sungwon  and
      Lee, Changmin",
    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-1.79/",
    pages = "804--812",
    abstract = "This paper describes Kakao Enterprise{'}s submission to the WMT21 shared Machine Translation using Terminologies task. We integrate terminology constraints by pre-training with target lemma annotations and fine-tuning with exact target annotations utilizing the given terminology dataset. This approach yields a model that achieves outstanding results in terms of both translation quality and term consistency, ranking first based on COMET in the En{\textrightarrow}Fr language direction. Furthermore, we explore various methods such as back-translation, explicitly training terminologies as additional parallel data, and in-domain data selection."
}

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%0 Conference Proceedings
%T Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission
%A Bak, Yunju
%A Sun, Jimin
%A Kim, Jay
%A Lyu, Sungwon
%A Lee, Changmin
%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 bak-etal-2021-kakao
%X This paper describes Kakao Enterprise’s submission to the WMT21 shared Machine Translation using Terminologies task. We integrate terminology constraints by pre-training with target lemma annotations and fine-tuning with exact target annotations utilizing the given terminology dataset. This approach yields a model that achieves outstanding results in terms of both translation quality and term consistency, ranking first based on COMET in the En→Fr language direction. Furthermore, we explore various methods such as back-translation, explicitly training terminologies as additional parallel data, and in-domain data selection.
%U https://aclanthology.org/2021.wmt-1.79/
%P 804-812

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Markdown (Informal)

[Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission](https://aclanthology.org/2021.wmt-1.79/) (Bak et al., WMT 2021)

Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission (Bak et al., WMT 2021)

ACL

Yunju Bak, Jimin Sun, Jay Kim, Sungwon Lyu, and Changmin Lee. 2021. Kakao Enterprise’s WMT21 Machine Translation Using Terminologies Task Submission. In Proceedings of the Sixth Conference on Machine Translation, pages 804–812, Online. Association for Computational Linguistics.