JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English

Sainik Mahata; Dipankar Das; Sivaji Bandyopadhyay

doi:10.18653/v1/W18-6418

JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English

Sainik Kumar Mahata, Dipankar Das, Sivaji Bandyopadhyay

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Abstract

In the current work, we present a description of the system submitted to WMT 2018 News Translation Shared task. The system was created to translate news text from Finnish to English. The system used a Character Based Neural Machine Translation model to accomplish the given task. The current paper documents the preprocessing steps, the description of the submitted system and the results produced using the same. Our system garnered a BLEU score of 12.9.

Anthology ID:: W18-6418
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:: 445–448
Language:
URL:: https://aclanthology.org/W18-6418/
DOI:: 10.18653/v1/W18-6418
Bibkey:
Cite (ACL):: Sainik Kumar Mahata, Dipankar Das, and Sivaji Bandyopadhyay. 2018. JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 445–448, Belgium, Brussels. Association for Computational Linguistics.
Cite (Informal):: JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English (Mahata et al., WMT 2018)
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PDF:: https://aclanthology.org/W18-6418.pdf

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@inproceedings{mahata-etal-2018-jucbnmt,
    title = "{JUCBNMT} at {WMT}2018 News Translation Task: Character Based Neural Machine Translation of {F}innish to {E}nglish",
    author = "Mahata, Sainik Kumar  and
      Das, Dipankar  and
      Bandyopadhyay, Sivaji",
    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/W18-6418/",
    doi = "10.18653/v1/W18-6418",
    pages = "445--448",
    abstract = "In the current work, we present a description of the system submitted to WMT 2018 News Translation Shared task. The system was created to translate news text from Finnish to English. The system used a Character Based Neural Machine Translation model to accomplish the given task. The current paper documents the preprocessing steps, the description of the submitted system and the results produced using the same. Our system garnered a BLEU score of 12.9."
}

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%0 Conference Proceedings
%T JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English
%A Mahata, Sainik Kumar
%A Das, Dipankar
%A Bandyopadhyay, Sivaji
%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 mahata-etal-2018-jucbnmt
%X In the current work, we present a description of the system submitted to WMT 2018 News Translation Shared task. The system was created to translate news text from Finnish to English. The system used a Character Based Neural Machine Translation model to accomplish the given task. The current paper documents the preprocessing steps, the description of the submitted system and the results produced using the same. Our system garnered a BLEU score of 12.9.
%R 10.18653/v1/W18-6418
%U https://aclanthology.org/W18-6418/
%U https://doi.org/10.18653/v1/W18-6418
%P 445-448

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Markdown (Informal)

[JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English](https://aclanthology.org/W18-6418/) (Mahata et al., WMT 2018)

JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English (Mahata et al., WMT 2018)

ACL

Sainik Kumar Mahata, Dipankar Das, and Sivaji Bandyopadhyay. 2018. JUCBNMT at WMT2018 News Translation Task: Character Based Neural Machine Translation of Finnish to English. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 445–448, Belgium, Brussels. Association for Computational Linguistics.