The University of Edinburgh’s Submissions to the WMT18 News Translation Task

Barry Haddow; Nikolay Bogoychev; Denis Emelin; Ulrich Germann; Roman Grundkiewicz; Kenneth Heafield; Antonio Valerio Miceli-Barone; Rico Sennrich

doi:10.18653/v1/W18-6412

The University of Edinburgh’s Submissions to the WMT18 News Translation Task

Barry Haddow, Nikolay Bogoychev, Denis Emelin, Ulrich Germann, Roman Grundkiewicz, Kenneth Heafield, Antonio Valerio Miceli Barone, Rico Sennrich

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Abstract

The University of Edinburgh made submissions to all 14 language pairs in the news translation task, with strong performances in most pairs. We introduce new RNN-variant, mixed RNN/Transformer ensembles, data selection and weighting, and extensions to back-translation.

Anthology ID:: W18-6412
Volume:: Proceedings of the Third Conference on Machine Translation: Shared Task Papers
Month:: October
Year:: 2018
Address:: Belgium, Brussels
Editors:: Ondřej Bojar, Rajen Chatterjee, Christian Federmann, Mark Fishel, Yvette Graham, Barry Haddow, Matthias Huck, Antonio Jimeno Yepes, Philipp Koehn, Christof Monz, Matteo Negri, Aurélie Névéol, Mariana Neves, Matt Post, Lucia Specia, Marco Turchi, Karin Verspoor
Venue:: WMT
SIG:: SIGMT
Publisher:: Association for Computational Linguistics
Note:
Pages:: 399–409
Language:
URL:: https://aclanthology.org/W18-6412/
DOI:: 10.18653/v1/W18-6412
Bibkey:
Cite (ACL):: Barry Haddow, Nikolay Bogoychev, Denis Emelin, Ulrich Germann, Roman Grundkiewicz, Kenneth Heafield, Antonio Valerio Miceli Barone, and Rico Sennrich. 2018. The University of Edinburgh’s Submissions to the WMT18 News Translation Task. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 399–409, Belgium, Brussels. Association for Computational Linguistics.
Cite (Informal):: The University of Edinburgh’s Submissions to the WMT18 News Translation Task (Haddow et al., WMT 2018)
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PDF:: https://aclanthology.org/W18-6412.pdf

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@inproceedings{haddow-etal-2018-university,
    title = "The {U}niversity of {E}dinburgh{'}s Submissions to the {WMT}18 News Translation Task",
    author = "Haddow, Barry  and
      Bogoychev, Nikolay  and
      Emelin, Denis  and
      Germann, Ulrich  and
      Grundkiewicz, Roman  and
      Heafield, Kenneth  and
      Miceli Barone, Antonio Valerio  and
      Sennrich, Rico",
    editor = "Bojar, Ond{\v{r}}ej  and
      Chatterjee, Rajen  and
      Federmann, Christian  and
      Fishel, Mark  and
      Graham, Yvette  and
      Haddow, Barry  and
      Huck, Matthias  and
      Yepes, Antonio Jimeno  and
      Koehn, Philipp  and
      Monz, Christof  and
      Negri, Matteo  and
      N{\'e}v{\'e}ol, Aur{\'e}lie  and
      Neves, Mariana  and
      Post, Matt  and
      Specia, Lucia  and
      Turchi, Marco  and
      Verspoor, Karin",
    booktitle = "Proceedings of the Third Conference on Machine Translation: Shared Task Papers",
    month = oct,
    year = "2018",
    address = "Belgium, Brussels",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/W18-6412/",
    doi = "10.18653/v1/W18-6412",
    pages = "399--409",
    abstract = "The University of Edinburgh made submissions to all 14 language pairs in the news translation task, with strong performances in most pairs. We introduce new RNN-variant, mixed RNN/Transformer ensembles, data selection and weighting, and extensions to back-translation."
}

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%0 Conference Proceedings
%T The University of Edinburgh’s Submissions to the WMT18 News Translation Task
%A Haddow, Barry
%A Bogoychev, Nikolay
%A Emelin, Denis
%A Germann, Ulrich
%A Grundkiewicz, Roman
%A Heafield, Kenneth
%A Miceli Barone, Antonio Valerio
%A Sennrich, Rico
%Y Bojar, Ondřej
%Y Chatterjee, Rajen
%Y Federmann, Christian
%Y Fishel, Mark
%Y Graham, Yvette
%Y Haddow, Barry
%Y Huck, Matthias
%Y Yepes, Antonio Jimeno
%Y Koehn, Philipp
%Y Monz, Christof
%Y Negri, Matteo
%Y Névéol, Aurélie
%Y Neves, Mariana
%Y Post, Matt
%Y Specia, Lucia
%Y Turchi, Marco
%Y Verspoor, Karin
%S Proceedings of the Third Conference on Machine Translation: Shared Task Papers
%D 2018
%8 October
%I Association for Computational Linguistics
%C Belgium, Brussels
%F haddow-etal-2018-university
%X The University of Edinburgh made submissions to all 14 language pairs in the news translation task, with strong performances in most pairs. We introduce new RNN-variant, mixed RNN/Transformer ensembles, data selection and weighting, and extensions to back-translation.
%R 10.18653/v1/W18-6412
%U https://aclanthology.org/W18-6412/
%U https://doi.org/10.18653/v1/W18-6412
%P 399-409

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Markdown (Informal)

[The University of Edinburgh’s Submissions to the WMT18 News Translation Task](https://aclanthology.org/W18-6412/) (Haddow et al., WMT 2018)

The University of Edinburgh’s Submissions to the WMT18 News Translation Task (Haddow et al., WMT 2018)

ACL

Barry Haddow, Nikolay Bogoychev, Denis Emelin, Ulrich Germann, Roman Grundkiewicz, Kenneth Heafield, Antonio Valerio Miceli Barone, and Rico Sennrich. 2018. The University of Edinburgh’s Submissions to the WMT18 News Translation Task. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 399–409, Belgium, Brussels. Association for Computational Linguistics.