Abstract
We investigate transfer learning based on pre-trained neural machine translation models to translate between (low-resource) similar languages. This work is part of our contribution to the WMT 2021 Similar Languages Translation Shared Task where we submitted models for different language pairs, including French-Bambara, Spanish-Catalan, and Spanish-Portuguese in both directions. Our models for Catalan-Spanish (82.79 BLEU)and Portuguese-Spanish (87.11 BLEU) rank top 1 in the official shared task evaluation, and we are the only team to submit models for the French-Bambara pairs.- Anthology ID:
- 2021.wmt-1.27
- 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:
- 273–278
- Language:
- URL:
- https://aclanthology.org/2021.wmt-1.27
- DOI:
- Bibkey:
- Cite (ACL):
- Ife Adebara and Muhammad Abdul-Mageed. 2021. Improving Similar Language Translation With Transfer Learning. In Proceedings of the Sixth Conference on Machine Translation, pages 273–278, Online. Association for Computational Linguistics.
- Cite (Informal):
- Improving Similar Language Translation With Transfer Learning (Adebara & Abdul-Mageed, WMT 2021)
- Copy Citation:
- PDF:
- https://aclanthology.org/2021.wmt-1.27.pdf
Export citation
@inproceedings{adebara-abdul-mageed-2021-improving,
title = "Improving Similar Language Translation With Transfer Learning",
author = "Adebara, Ife and
Abdul-Mageed, Muhammad",
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-1.27",
pages = "273--278",
abstract = "We investigate transfer learning based on pre-trained neural machine translation models to translate between (low-resource) similar languages. This work is part of our contribution to the WMT 2021 Similar Languages Translation Shared Task where we submitted models for different language pairs, including French-Bambara, Spanish-Catalan, and Spanish-Portuguese in both directions. Our models for Catalan-Spanish (82.79 BLEU)and Portuguese-Spanish (87.11 BLEU) rank top 1 in the official shared task evaluation, and we are the only team to submit models for the French-Bambara pairs.",
}
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%0 Conference Proceedings %T Improving Similar Language Translation With Transfer Learning %A Adebara, Ife %A Abdul-Mageed, Muhammad %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 adebara-abdul-mageed-2021-improving %X We investigate transfer learning based on pre-trained neural machine translation models to translate between (low-resource) similar languages. This work is part of our contribution to the WMT 2021 Similar Languages Translation Shared Task where we submitted models for different language pairs, including French-Bambara, Spanish-Catalan, and Spanish-Portuguese in both directions. Our models for Catalan-Spanish (82.79 BLEU)and Portuguese-Spanish (87.11 BLEU) rank top 1 in the official shared task evaluation, and we are the only team to submit models for the French-Bambara pairs. %U https://aclanthology.org/2021.wmt-1.27 %P 273-278
Markdown (Informal)
[Improving Similar Language Translation With Transfer Learning](https://aclanthology.org/2021.wmt-1.27) (Adebara & Abdul-Mageed, WMT 2021)
- Improving Similar Language Translation With Transfer Learning (Adebara & Abdul-Mageed, WMT 2021)
ACL
- Ife Adebara and Muhammad Abdul-Mageed. 2021. Improving Similar Language Translation With Transfer Learning. In Proceedings of the Sixth Conference on Machine Translation, pages 273–278, Online. Association for Computational Linguistics.