The Mininglamp Machine Translation System for WMT21

Shiyu Zhao; Xiaopu Li; Minghui Wu; Jie Hao

The Mininglamp Machine Translation System for WMT21

Shiyu Zhao, Xiaopu Li, Minghui Wu, Jie Hao

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Abstract

This paper describes Mininglamp neural machine translation systems of the WMT2021 news translation tasks. We have participated in eight directions translation tasks for news text including Chinese to/from English, Hausa to/from English, German to/from English and French to/from German. Our fundamental system was based on Transformer architecture, with wider or smaller construction for different news translation tasks. We mainly utilized the method of back-translation, knowledge distillation and fine-tuning to boost single model, while the ensemble was used to combine single models. Our final submission has ranked first for the English to/from Hausa task.

Anthology ID:: 2021.wmt-1.25
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:: 260–264
Language:
URL:: https://aclanthology.org/2021.wmt-1.25/
DOI:
Bibkey:
Cite (ACL):: Shiyu Zhao, Xiaopu Li, Minghui Wu, and Jie Hao. 2021. The Mininglamp Machine Translation System for WMT21. In Proceedings of the Sixth Conference on Machine Translation, pages 260–264, Online. Association for Computational Linguistics.
Cite (Informal):: The Mininglamp Machine Translation System for WMT21 (Zhao et al., WMT 2021)
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PDF:: https://aclanthology.org/2021.wmt-1.25.pdf

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@inproceedings{zhao-etal-2021-mininglamp,
    title = "The Mininglamp Machine Translation System for {WMT}21",
    author = "Zhao, Shiyu  and
      Li, Xiaopu  and
      Wu, Minghui  and
      Hao, Jie",
    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-1.25/",
    pages = "260--264",
    abstract = "This paper describes Mininglamp neural machine translation systems of the WMT2021 news translation tasks. We have participated in eight directions translation tasks for news text including Chinese to/from English, Hausa to/from English, German to/from English and French to/from German. Our fundamental system was based on Transformer architecture, with wider or smaller construction for different news translation tasks. We mainly utilized the method of back-translation, knowledge distillation and fine-tuning to boost single model, while the ensemble was used to combine single models. Our final submission has ranked first for the English to/from Hausa task."
}

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%0 Conference Proceedings
%T The Mininglamp Machine Translation System for WMT21
%A Zhao, Shiyu
%A Li, Xiaopu
%A Wu, Minghui
%A Hao, Jie
%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 zhao-etal-2021-mininglamp
%X This paper describes Mininglamp neural machine translation systems of the WMT2021 news translation tasks. We have participated in eight directions translation tasks for news text including Chinese to/from English, Hausa to/from English, German to/from English and French to/from German. Our fundamental system was based on Transformer architecture, with wider or smaller construction for different news translation tasks. We mainly utilized the method of back-translation, knowledge distillation and fine-tuning to boost single model, while the ensemble was used to combine single models. Our final submission has ranked first for the English to/from Hausa task.
%U https://aclanthology.org/2021.wmt-1.25/
%P 260-264

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Markdown (Informal)

[The Mininglamp Machine Translation System for WMT21](https://aclanthology.org/2021.wmt-1.25/) (Zhao et al., WMT 2021)

The Mininglamp Machine Translation System for WMT21 (Zhao et al., WMT 2021)

ACL

Shiyu Zhao, Xiaopu Li, Minghui Wu, and Jie Hao. 2021. The Mininglamp Machine Translation System for WMT21. In Proceedings of the Sixth Conference on Machine Translation, pages 260–264, Online. Association for Computational Linguistics.