The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task
Pinzhen Chen, Jindřich Helcl, Ulrich Germann, Laurie Burchell, Nikolay Bogoychev, Antonio Valerio Miceli Barone, Jonas Waldendorf, Alexandra Birch, Kenneth Heafield
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Abstract
This paper presents the University of Edinburgh’s constrained submissions of English-German and English-Hausa systems to the WMT 2021 shared task on news translation. We build En-De systems in three stages: corpus filtering, back-translation, and fine-tuning. For En-Ha we use an iterative back-translation approach on top of pre-trained En-De models and investigate vocabulary embedding mapping.- Anthology ID:
- 2021.wmt-1.4
- 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:
- 104–109
- Language:
- URL:
- https://aclanthology.org/2021.wmt-1.4/
- DOI:
- Bibkey:
- Cite (ACL):
- Pinzhen Chen, Jindřich Helcl, Ulrich Germann, Laurie Burchell, Nikolay Bogoychev, Antonio Valerio Miceli Barone, Jonas Waldendorf, Alexandra Birch, and Kenneth Heafield. 2021. The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 104–109, Online. Association for Computational Linguistics.
- Cite (Informal):
- The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task (Chen et al., WMT 2021)
- Copy Citation:
- PDF:
- https://aclanthology.org/2021.wmt-1.4.pdf
Export citation
@inproceedings{chen-etal-2021-university,
title = "The {U}niversity of {E}dinburgh{'}s {E}nglish-{G}erman and {E}nglish-{H}ausa Submissions to the {WMT}21 News Translation Task",
author = "Chen, Pinzhen and
Helcl, Jind{\v{r}}ich and
Germann, Ulrich and
Burchell, Laurie and
Bogoychev, Nikolay and
Miceli Barone, Antonio Valerio and
Waldendorf, Jonas and
Birch, Alexandra and
Heafield, Kenneth",
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-1.4/",
pages = "104--109",
abstract = "This paper presents the University of Edinburgh{'}s constrained submissions of English-German and English-Hausa systems to the WMT 2021 shared task on news translation. We build En-De systems in three stages: corpus filtering, back-translation, and fine-tuning. For En-Ha we use an iterative back-translation approach on top of pre-trained En-De models and investigate vocabulary embedding mapping."
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%0 Conference Proceedings %T The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task %A Chen, Pinzhen %A Helcl, Jindřich %A Germann, Ulrich %A Burchell, Laurie %A Bogoychev, Nikolay %A Miceli Barone, Antonio Valerio %A Waldendorf, Jonas %A Birch, Alexandra %A Heafield, Kenneth %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 chen-etal-2021-university %X This paper presents the University of Edinburgh’s constrained submissions of English-German and English-Hausa systems to the WMT 2021 shared task on news translation. We build En-De systems in three stages: corpus filtering, back-translation, and fine-tuning. For En-Ha we use an iterative back-translation approach on top of pre-trained En-De models and investigate vocabulary embedding mapping. %U https://aclanthology.org/2021.wmt-1.4/ %P 104-109
Markdown (Informal)
[The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task](https://aclanthology.org/2021.wmt-1.4/) (Chen et al., WMT 2021)
- The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task (Chen et al., WMT 2021)
ACL
- Pinzhen Chen, Jindřich Helcl, Ulrich Germann, Laurie Burchell, Nikolay Bogoychev, Antonio Valerio Miceli Barone, Jonas Waldendorf, Alexandra Birch, and Kenneth Heafield. 2021. The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task. In Proceedings of the Sixth Conference on Machine Translation, pages 104–109, Online. Association for Computational Linguistics.