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
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)
- Copy Citation:
- PDF:
- https://aclanthology.org/W18-6438.pdf
Export citation
@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→French and second for English→German language pairs among the constrained submissions according to the automatic evaluation metric METEOR.",
}
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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.</abstract>
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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
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.