NRC Systems for the 2020 Inuktitut-English News Translation Task

Rebecca Knowles; Darlene Stewart; Samuel Larkin; Patrick Littell

doi:10.18653/v1/2020.wmt-1.13

NRC Systems for the 2020 Inuktitut-English News Translation Task

Rebecca Knowles, Darlene Stewart, Samuel Larkin, Patrick Littell

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Abstract

We describe the National Research Council of Canada (NRC) submissions for the 2020 Inuktitut-English shared task on news translation at the Fifth Conference on Machine Translation (WMT20). Our submissions consist of ensembled domain-specific finetuned transformer models, trained using the Nunavut Hansard and news data and, in the case of Inuktitut-English, backtranslated news and parliamentary data. In this work we explore challenges related to the relatively small amount of parallel data, morphological complexity, and domain shifts.

Anthology ID:: 2020.wmt-1.13
Volume:: Proceedings of the Fifth Conference on Machine Translation
Month:: November
Year:: 2020
Address:: Online
Editors:: Loïc Barrault, Ondřej Bojar, Fethi Bougares, Rajen Chatterjee, Marta R. Costa-jussà, Christian Federmann, Mark Fishel, Alexander Fraser, Yvette Graham, Paco Guzman, Barry Haddow, Matthias Huck, Antonio Jimeno Yepes, Philipp Koehn, André Martins, Makoto Morishita, Christof Monz, Masaaki Nagata, Toshiaki Nakazawa, Matteo Negri
Venue:: WMT
SIG:: SIGMT
Publisher:: Association for Computational Linguistics
Note:
Pages:: 156–170
Language:
URL:: https://aclanthology.org/2020.wmt-1.13/
DOI:: 10.18653/v1/2020.wmt-1.13
Bibkey:
Cite (ACL):: Rebecca Knowles, Darlene Stewart, Samuel Larkin, and Patrick Littell. 2020. NRC Systems for the 2020 Inuktitut-English News Translation Task. In Proceedings of the Fifth Conference on Machine Translation, pages 156–170, Online. Association for Computational Linguistics.
Cite (Informal):: NRC Systems for the 2020 Inuktitut-English News Translation Task (Knowles et al., WMT 2020)
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PDF:: https://aclanthology.org/2020.wmt-1.13.pdf
Video:: https://slideslive.com/38939639

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Endnote
Preformatted

@inproceedings{knowles-etal-2020-nrc,
    title = "{NRC} Systems for the 2020 {I}nuktitut-{E}nglish News Translation Task",
    author = "Knowles, Rebecca  and
      Stewart, Darlene  and
      Larkin, Samuel  and
      Littell, Patrick",
    editor = {Barrault, Lo{\"i}c  and
      Bojar, Ond{\v{r}}ej  and
      Bougares, Fethi  and
      Chatterjee, Rajen  and
      Costa-juss{\`a}, Marta R.  and
      Federmann, Christian  and
      Fishel, Mark  and
      Fraser, Alexander  and
      Graham, Yvette  and
      Guzman, Paco  and
      Haddow, Barry  and
      Huck, Matthias  and
      Yepes, Antonio Jimeno  and
      Koehn, Philipp  and
      Martins, Andr{\'e}  and
      Morishita, Makoto  and
      Monz, Christof  and
      Nagata, Masaaki  and
      Nakazawa, Toshiaki  and
      Negri, Matteo},
    booktitle = "Proceedings of the Fifth Conference on Machine Translation",
    month = nov,
    year = "2020",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2020.wmt-1.13/",
    doi = "10.18653/v1/2020.wmt-1.13",
    pages = "156--170",
    abstract = "We describe the National Research Council of Canada (NRC) submissions for the 2020 Inuktitut-English shared task on news translation at the Fifth Conference on Machine Translation (WMT20). Our submissions consist of ensembled domain-specific finetuned transformer models, trained using the Nunavut Hansard and news data and, in the case of Inuktitut-English, backtranslated news and parliamentary data. In this work we explore challenges related to the relatively small amount of parallel data, morphological complexity, and domain shifts."
}

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%0 Conference Proceedings
%T NRC Systems for the 2020 Inuktitut-English News Translation Task
%A Knowles, Rebecca
%A Stewart, Darlene
%A Larkin, Samuel
%A Littell, Patrick
%Y Barrault, Loïc
%Y Bojar, Ondřej
%Y Bougares, Fethi
%Y Chatterjee, Rajen
%Y Costa-jussà, Marta R.
%Y Federmann, Christian
%Y Fishel, Mark
%Y Fraser, Alexander
%Y Graham, Yvette
%Y Guzman, Paco
%Y Haddow, Barry
%Y Huck, Matthias
%Y Yepes, Antonio Jimeno
%Y Koehn, Philipp
%Y Martins, André
%Y Morishita, Makoto
%Y Monz, Christof
%Y Nagata, Masaaki
%Y Nakazawa, Toshiaki
%Y Negri, Matteo
%S Proceedings of the Fifth Conference on Machine Translation
%D 2020
%8 November
%I Association for Computational Linguistics
%C Online
%F knowles-etal-2020-nrc
%X We describe the National Research Council of Canada (NRC) submissions for the 2020 Inuktitut-English shared task on news translation at the Fifth Conference on Machine Translation (WMT20). Our submissions consist of ensembled domain-specific finetuned transformer models, trained using the Nunavut Hansard and news data and, in the case of Inuktitut-English, backtranslated news and parliamentary data. In this work we explore challenges related to the relatively small amount of parallel data, morphological complexity, and domain shifts.
%R 10.18653/v1/2020.wmt-1.13
%U https://aclanthology.org/2020.wmt-1.13/
%U https://doi.org/10.18653/v1/2020.wmt-1.13
%P 156-170

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Markdown (Informal)

[NRC Systems for the 2020 Inuktitut-English News Translation Task](https://aclanthology.org/2020.wmt-1.13/) (Knowles et al., WMT 2020)

NRC Systems for the 2020 Inuktitut-English News Translation Task (Knowles et al., WMT 2020)

ACL

Rebecca Knowles, Darlene Stewart, Samuel Larkin, and Patrick Littell. 2020. NRC Systems for the 2020 Inuktitut-English News Translation Task. In Proceedings of the Fifth Conference on Machine Translation, pages 156–170, Online. Association for Computational Linguistics.