Abstract
This paper describes the Fujitsu DMATH systems used for WMT 2021 News Translation and Biomedical Translation tasks. We focused on low-resource pairs, using a simple system. We conducted experiments on English-Hausa, Xhosa-Zulu and English-Basque, and submitted the results for Xhosa→Zulu in the News Translation Task, and English→Basque in the Biomedical Translation Task, abstract and terminology translation subtasks. Our system combines BPE dropout, sub-subword features and back-translation with a Transformer (base) model, achieving good results on the evaluation sets.- Anthology ID:
- 2021.wmt-1.13
- Volume:
- Proceedings of the Sixth Conference on Machine Translation
- Month:
- November
- Year:
- 2021
- Address:
- Online
- Editors:
- Loic Barrault, Ondrej Bojar, Fethi Bougares, Rajen Chatterjee, Marta R. Costa-jussa, Christian Federmann, Mark Fishel, Alexander Fraser, Markus Freitag, Yvette Graham, Roman Grundkiewicz, Paco Guzman, Barry Haddow, Matthias Huck, Antonio Jimeno Yepes, Philipp Koehn, Tom Kocmi, Andre Martins, Makoto Morishita, Christof Monz
- Venue:
- WMT
- SIG:
- SIGMT
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 162–166
- Language:
- URL:
- https://aclanthology.org/2021.wmt-1.13
- DOI:
- Bibkey:
- Cite (ACL):
- Ander Martinez. 2021. The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks. In Proceedings of the Sixth Conference on Machine Translation, pages 162–166, Online. Association for Computational Linguistics.
- Cite (Informal):
- The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks (Martinez, WMT 2021)
- Copy Citation:
- PDF:
- https://aclanthology.org/2021.wmt-1.13.pdf
Export citation
@inproceedings{martinez-2021-fujitsu, title = "The Fujitsu {DMATH} Submissions for {WMT}21 News Translation and Biomedical Translation Tasks", author = "Martinez, Ander", editor = "Barrault, Loic and Bojar, Ondrej and Bougares, Fethi and Chatterjee, Rajen and Costa-jussa, Marta R. and Federmann, Christian and Fishel, Mark and Fraser, Alexander and Freitag, Markus and Graham, Yvette and Grundkiewicz, Roman and Guzman, Paco and Haddow, Barry and Huck, Matthias and Yepes, Antonio Jimeno and Koehn, Philipp and Kocmi, Tom and Martins, Andre and Morishita, Makoto and Monz, Christof", booktitle = "Proceedings of the Sixth Conference on Machine Translation", month = nov, year = "2021", address = "Online", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2021.wmt-1.13", pages = "162--166", abstract = "This paper describes the Fujitsu DMATH systems used for WMT 2021 News Translation and Biomedical Translation tasks. We focused on low-resource pairs, using a simple system. We conducted experiments on English-Hausa, Xhosa-Zulu and English-Basque, and submitted the results for Xhosa→Zulu in the News Translation Task, and English→Basque in the Biomedical Translation Task, abstract and terminology translation subtasks. Our system combines BPE dropout, sub-subword features and back-translation with a Transformer (base) model, achieving good results on the evaluation sets.", }
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%0 Conference Proceedings %T The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks %A Martinez, Ander %Y Barrault, Loic %Y Bojar, Ondrej %Y Bougares, Fethi %Y Chatterjee, Rajen %Y Costa-jussa, Marta R. %Y Federmann, Christian %Y Fishel, Mark %Y Fraser, Alexander %Y Freitag, Markus %Y Graham, Yvette %Y Grundkiewicz, Roman %Y Guzman, Paco %Y Haddow, Barry %Y Huck, Matthias %Y Yepes, Antonio Jimeno %Y Koehn, Philipp %Y Kocmi, Tom %Y Martins, Andre %Y Morishita, Makoto %Y Monz, Christof %S Proceedings of the Sixth Conference on Machine Translation %D 2021 %8 November %I Association for Computational Linguistics %C Online %F martinez-2021-fujitsu %X This paper describes the Fujitsu DMATH systems used for WMT 2021 News Translation and Biomedical Translation tasks. We focused on low-resource pairs, using a simple system. We conducted experiments on English-Hausa, Xhosa-Zulu and English-Basque, and submitted the results for Xhosa→Zulu in the News Translation Task, and English→Basque in the Biomedical Translation Task, abstract and terminology translation subtasks. Our system combines BPE dropout, sub-subword features and back-translation with a Transformer (base) model, achieving good results on the evaluation sets. %U https://aclanthology.org/2021.wmt-1.13 %P 162-166
Markdown (Informal)
[The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks](https://aclanthology.org/2021.wmt-1.13) (Martinez, WMT 2021)
- The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks (Martinez, WMT 2021)
ACL
- Ander Martinez. 2021. The Fujitsu DMATH Submissions for WMT21 News Translation and Biomedical Translation Tasks. In Proceedings of the Sixth Conference on Machine Translation, pages 162–166, Online. Association for Computational Linguistics.