Abstract
This paper describes CUNI submission to the WMT 2020 News Translation Shared Task for the low-resource scenario Inuktitut–English in both translation directions. Our system combines transfer learning from a Czech–English high-resource language pair and backtranslation. We notice surprising behaviour when using synthetic data, which can be possibly attributed to a narrow domain of training and test data. We are using the Transformer model in a constrained submission.- Anthology ID:
- 2020.wmt-1.14
- Volume:
- Proceedings of the Fifth Conference on Machine Translation
- Month:
- November
- Year:
- 2020
- Address:
- Online
- Editors:
- Loïc Barrault, Ondřej Bojar, Fethi Bougares, Rajen Chatterjee, Marta R. Costa-jussà, Christian Federmann, Mark Fishel, Alexander Fraser, Yvette Graham, Paco Guzman, Barry Haddow, Matthias Huck, Antonio Jimeno Yepes, Philipp Koehn, André Martins, Makoto Morishita, Christof Monz, Masaaki Nagata, Toshiaki Nakazawa, Matteo Negri
- Venue:
- WMT
- SIG:
- SIGMT
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 171–174
- Language:
- URL:
- https://aclanthology.org/2020.wmt-1.14
- DOI:
- Bibkey:
- Cite (ACL):
- Tom Kocmi. 2020. CUNI Submission for the Inuktitut Language in WMT News 2020. In Proceedings of the Fifth Conference on Machine Translation, pages 171–174, Online. Association for Computational Linguistics.
- Cite (Informal):
- CUNI Submission for the Inuktitut Language in WMT News 2020 (Kocmi, WMT 2020)
- Copy Citation:
- PDF:
- https://aclanthology.org/2020.wmt-1.14.pdf
- Video:
- https://slideslive.com/38939666
Export citation
@inproceedings{kocmi-2020-cuni,
title = "{CUNI} Submission for the {I}nuktitut Language in {WMT} News 2020",
author = "Kocmi, Tom",
editor = {Barrault, Lo{\"\i}c and
Bojar, Ond{\v{r}}ej and
Bougares, Fethi and
Chatterjee, Rajen and
Costa-juss{\`a}, Marta R. and
Federmann, Christian and
Fishel, Mark and
Fraser, Alexander and
Graham, Yvette and
Guzman, Paco and
Haddow, Barry and
Huck, Matthias and
Yepes, Antonio Jimeno and
Koehn, Philipp and
Martins, Andr{\'e} and
Morishita, Makoto and
Monz, Christof and
Nagata, Masaaki and
Nakazawa, Toshiaki and
Negri, Matteo},
booktitle = "Proceedings of the Fifth Conference on Machine Translation",
month = nov,
year = "2020",
address = "Online",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2020.wmt-1.14",
pages = "171--174",
abstract = "This paper describes CUNI submission to the WMT 2020 News Translation Shared Task for the low-resource scenario Inuktitut{--}English in both translation directions. Our system combines transfer learning from a Czech{--}English high-resource language pair and backtranslation. We notice surprising behaviour when using synthetic data, which can be possibly attributed to a narrow domain of training and test data. We are using the Transformer model in a constrained submission.",
}
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%0 Conference Proceedings %T CUNI Submission for the Inuktitut Language in WMT News 2020 %A Kocmi, Tom %Y Barrault, Loïc %Y Bojar, Ondřej %Y Bougares, Fethi %Y Chatterjee, Rajen %Y Costa-jussà, Marta R. %Y Federmann, Christian %Y Fishel, Mark %Y Fraser, Alexander %Y Graham, Yvette %Y Guzman, Paco %Y Haddow, Barry %Y Huck, Matthias %Y Yepes, Antonio Jimeno %Y Koehn, Philipp %Y Martins, André %Y Morishita, Makoto %Y Monz, Christof %Y Nagata, Masaaki %Y Nakazawa, Toshiaki %Y Negri, Matteo %S Proceedings of the Fifth Conference on Machine Translation %D 2020 %8 November %I Association for Computational Linguistics %C Online %F kocmi-2020-cuni %X This paper describes CUNI submission to the WMT 2020 News Translation Shared Task for the low-resource scenario Inuktitut–English in both translation directions. Our system combines transfer learning from a Czech–English high-resource language pair and backtranslation. We notice surprising behaviour when using synthetic data, which can be possibly attributed to a narrow domain of training and test data. We are using the Transformer model in a constrained submission. %U https://aclanthology.org/2020.wmt-1.14 %P 171-174
Markdown (Informal)
[CUNI Submission for the Inuktitut Language in WMT News 2020](https://aclanthology.org/2020.wmt-1.14) (Kocmi, WMT 2020)
- CUNI Submission for the Inuktitut Language in WMT News 2020 (Kocmi, WMT 2020)
ACL
- Tom Kocmi. 2020. CUNI Submission for the Inuktitut Language in WMT News 2020. In Proceedings of the Fifth Conference on Machine Translation, pages 171–174, Online. Association for Computational Linguistics.