Papago’s Submission for the WMT21 Quality Estimation Shared Task

Seunghyun Lim; Hantae Kim; Hyunjoong Kim

Papago’s Submission for the WMT21 Quality Estimation Shared Task

Seunghyun Lim, Hantae Kim, Hyunjoong Kim

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Abstract

This paper describes Papago submission to the WMT 2021 Quality Estimation Task 1: Sentence-level Direct Assessment. Our multilingual Quality Estimation system explores the combination of Pretrained Language Models and Multi-task Learning architectures. We propose an iterative training pipeline based on pretraining with large amounts of in-domain synthetic data and finetuning with gold (labeled) data. We then compress our system via knowledge distillation in order to reduce parameters yet maintain strong performance. Our submitted multilingual systems perform competitively in multilingual and all 11 individual language pair settings including zero-shot.

Anthology ID:: 2021.wmt-1.98
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:: 935–940
Language:
URL:: https://aclanthology.org/2021.wmt-1.98/
DOI:
Bibkey:
Cite (ACL):: Seunghyun Lim, Hantae Kim, and Hyunjoong Kim. 2021. Papago’s Submission for the WMT21 Quality Estimation Shared Task. In Proceedings of the Sixth Conference on Machine Translation, pages 935–940, Online. Association for Computational Linguistics.
Cite (Informal):: Papago’s Submission for the WMT21 Quality Estimation Shared Task (Lim et al., WMT 2021)
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PDF:: https://aclanthology.org/2021.wmt-1.98.pdf

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@inproceedings{lim-etal-2021-papagos,
    title = "Papago{'}s Submission for the {WMT}21 Quality Estimation Shared Task",
    author = "Lim, Seunghyun  and
      Kim, Hantae  and
      Kim, Hyunjoong",
    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-1.98/",
    pages = "935--940",
    abstract = "This paper describes Papago submission to the WMT 2021 Quality Estimation Task 1: Sentence-level Direct Assessment. Our multilingual Quality Estimation system explores the combination of Pretrained Language Models and Multi-task Learning architectures. We propose an iterative training pipeline based on pretraining with large amounts of in-domain synthetic data and finetuning with gold (labeled) data. We then compress our system via knowledge distillation in order to reduce parameters yet maintain strong performance. Our submitted multilingual systems perform competitively in multilingual and all 11 individual language pair settings including zero-shot."
}

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%0 Conference Proceedings
%T Papago’s Submission for the WMT21 Quality Estimation Shared Task
%A Lim, Seunghyun
%A Kim, Hantae
%A Kim, Hyunjoong
%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 lim-etal-2021-papagos
%X This paper describes Papago submission to the WMT 2021 Quality Estimation Task 1: Sentence-level Direct Assessment. Our multilingual Quality Estimation system explores the combination of Pretrained Language Models and Multi-task Learning architectures. We propose an iterative training pipeline based on pretraining with large amounts of in-domain synthetic data and finetuning with gold (labeled) data. We then compress our system via knowledge distillation in order to reduce parameters yet maintain strong performance. Our submitted multilingual systems perform competitively in multilingual and all 11 individual language pair settings including zero-shot.
%U https://aclanthology.org/2021.wmt-1.98/
%P 935-940

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Markdown (Informal)

[Papago’s Submission for the WMT21 Quality Estimation Shared Task](https://aclanthology.org/2021.wmt-1.98/) (Lim et al., WMT 2021)

Papago’s Submission for the WMT21 Quality Estimation Shared Task (Lim et al., WMT 2021)

ACL

Seunghyun Lim, Hantae Kim, and Hyunjoong Kim. 2021. Papago’s Submission for the WMT21 Quality Estimation Shared Task. In Proceedings of the Sixth Conference on Machine Translation, pages 935–940, Online. Association for Computational Linguistics.