LIUM-CVC Submissions for WMT18 Multimodal Translation Task

Ozan Caglayan; Adrien Bardet; Fethi Bougares; Loïc Barrault; Kai Wang (汪凯); Marc Masana; Luis Herranz; Joost van de Weijer

doi:10.18653/v1/W18-6438

LIUM-CVC Submissions for WMT18 Multimodal Translation Task

Ozan Caglayan, Adrien Bardet, Fethi Bougares, Loïc Barrault, Kai Wang, Marc Masana, Luis Herranz, Joost van de Weijer

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Abstract

This paper describes the multimodal Neural Machine Translation systems developed by LIUM and CVC for WMT18 Shared Task on Multimodal Translation. This year we propose several modifications to our previous multimodal attention architecture in order to better integrate convolutional features and refine them using encoder-side information. Our final constrained submissions ranked first for English→French and second for English→German language pairs among the constrained submissions according to the automatic evaluation metric METEOR.

Anthology ID:: W18-6438
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:: 597–602
Language:
URL:: https://aclanthology.org/W18-6438/
DOI:: 10.18653/v1/W18-6438
Bibkey:
Cite (ACL):: Ozan Caglayan, Adrien Bardet, Fethi Bougares, Loïc Barrault, Kai Wang, Marc Masana, Luis Herranz, and Joost van de Weijer. 2018. LIUM-CVC Submissions for WMT18 Multimodal Translation Task. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 597–602, Belgium, Brussels. Association for Computational Linguistics.
Cite (Informal):: LIUM-CVC Submissions for WMT18 Multimodal Translation Task (Caglayan et al., WMT 2018)
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PDF:: https://aclanthology.org/W18-6438.pdf

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@inproceedings{caglayan-etal-2018-lium,
    title = "{LIUM}-{CVC} Submissions for {WMT}18 Multimodal Translation Task",
    author = {Caglayan, Ozan  and
      Bardet, Adrien  and
      Bougares, Fethi  and
      Barrault, Lo{\"i}c  and
      Wang, Kai  and
      Masana, Marc  and
      Herranz, Luis  and
      van de Weijer, Joost},
    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/W18-6438/",
    doi = "10.18653/v1/W18-6438",
    pages = "597--602",
    abstract = "This paper describes the multimodal Neural Machine Translation systems developed by LIUM and CVC for WMT18 Shared Task on Multimodal Translation. This year we propose several modifications to our previous multimodal attention architecture in order to better integrate convolutional features and refine them using encoder-side information. Our final constrained submissions ranked first for English{\textrightarrow}French and second for English{\textrightarrow}German language pairs among the constrained submissions according to the automatic evaluation metric METEOR."
}

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%0 Conference Proceedings
%T LIUM-CVC Submissions for WMT18 Multimodal Translation Task
%A Caglayan, Ozan
%A Bardet, Adrien
%A Bougares, Fethi
%A Barrault, Loïc
%A Wang, Kai
%A Masana, Marc
%A Herranz, Luis
%A van de Weijer, Joost
%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 caglayan-etal-2018-lium
%X This paper describes the multimodal Neural Machine Translation systems developed by LIUM and CVC for WMT18 Shared Task on Multimodal Translation. This year we propose several modifications to our previous multimodal attention architecture in order to better integrate convolutional features and refine them using encoder-side information. Our final constrained submissions ranked first for English→French and second for English→German language pairs among the constrained submissions according to the automatic evaluation metric METEOR.
%R 10.18653/v1/W18-6438
%U https://aclanthology.org/W18-6438/
%U https://doi.org/10.18653/v1/W18-6438
%P 597-602

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Markdown (Informal)

[LIUM-CVC Submissions for WMT18 Multimodal Translation Task](https://aclanthology.org/W18-6438/) (Caglayan et al., WMT 2018)

LIUM-CVC Submissions for WMT18 Multimodal Translation Task (Caglayan et al., WMT 2018)

ACL

Ozan Caglayan, Adrien Bardet, Fethi Bougares, Loïc Barrault, Kai Wang, Marc Masana, Luis Herranz, and Joost van de Weijer. 2018. LIUM-CVC Submissions for WMT18 Multimodal Translation Task. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 597–602, Belgium, Brussels. Association for Computational Linguistics.