Abstract
This paper presents the Adam Mickiewicz University’s (AMU) submissions to the WMT 2021 News Translation Task. The submissions focus on the English↔Hausa translation directions, which is a low-resource translation scenario between distant languages. Our approach involves thorough data cleaning, transfer learning using a high-resource language pair, iterative training, and utilization of monolingual data via back-translation. We experiment with NMT and PB-SMT approaches alike, using the base Transformer architecture for all of the NMT models while utilizing PB-SMT systems as comparable baseline solutions.- Anthology ID:
- 2021.wmt-1.14
- 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:
- 167–171
- Language:
- URL:
- https://aclanthology.org/2021.wmt-1.14
- DOI:
- Bibkey:
- Cite (ACL):
- Artur Nowakowski and Tomasz Dwojak. 2021. Adam Mickiewicz University’s English-Hausa Submissions to the WMT 2021 News Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 167–171, Online. Association for Computational Linguistics.
- Cite (Informal):
- Adam Mickiewicz University’s English-Hausa Submissions to the WMT 2021 News Translation Task (Nowakowski & Dwojak, WMT 2021)
- Copy Citation:
- PDF:
- https://aclanthology.org/2021.wmt-1.14.pdf
Export citation
@inproceedings{nowakowski-dwojak-2021-adam, title = "{A}dam {M}ickiewicz {U}niversity{'}s {E}nglish-{H}ausa Submissions to the {WMT} 2021 News Translation Task", author = "Nowakowski, Artur and Dwojak, Tomasz", 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-1.14", pages = "167--171", abstract = "This paper presents the Adam Mickiewicz University{'}s (AMU) submissions to the WMT 2021 News Translation Task. The submissions focus on the English↔Hausa translation directions, which is a low-resource translation scenario between distant languages. Our approach involves thorough data cleaning, transfer learning using a high-resource language pair, iterative training, and utilization of monolingual data via back-translation. We experiment with NMT and PB-SMT approaches alike, using the base Transformer architecture for all of the NMT models while utilizing PB-SMT systems as comparable baseline solutions.", }
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%0 Conference Proceedings %T Adam Mickiewicz University’s English-Hausa Submissions to the WMT 2021 News Translation Task %A Nowakowski, Artur %A Dwojak, Tomasz %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 nowakowski-dwojak-2021-adam %X This paper presents the Adam Mickiewicz University’s (AMU) submissions to the WMT 2021 News Translation Task. The submissions focus on the English↔Hausa translation directions, which is a low-resource translation scenario between distant languages. Our approach involves thorough data cleaning, transfer learning using a high-resource language pair, iterative training, and utilization of monolingual data via back-translation. We experiment with NMT and PB-SMT approaches alike, using the base Transformer architecture for all of the NMT models while utilizing PB-SMT systems as comparable baseline solutions. %U https://aclanthology.org/2021.wmt-1.14 %P 167-171
Markdown (Informal)
[Adam Mickiewicz University’s English-Hausa Submissions to the WMT 2021 News Translation Task](https://aclanthology.org/2021.wmt-1.14) (Nowakowski & Dwojak, WMT 2021)
- Adam Mickiewicz University’s English-Hausa Submissions to the WMT 2021 News Translation Task (Nowakowski & Dwojak, WMT 2021)
ACL
- Artur Nowakowski and Tomasz Dwojak. 2021. Adam Mickiewicz University’s English-Hausa Submissions to the WMT 2021 News Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 167–171, Online. Association for Computational Linguistics.