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
Correct Metadata for
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
- Code
- marian-nmt/marian
- Data
- ParaCrawl
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.