Abstract
This paper reports system descriptions for FJWU-NRPU team for participation in the WMT20 Biomedical shared translation task. We focused our submission on exploring the effects of adding in-domain corpora extracted from various out-of-domain sources. Systems were built for French to English using in-domain corpora through fine tuning and selective data training. We further explored BERT based models specifically with focus on effect of domain adaptive subword units.- Anthology ID:
- 2020.wmt-1.92
- 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:
- 849–856
- Language:
- URL:
- https://aclanthology.org/2020.wmt-1.92
- DOI:
- Bibkey:
- Cite (ACL):
- Sumbal Naz, Sadaf Abdul Rauf, Noor-e- Hira, and Sami Ul Haq. 2020. FJWU participation for the WMT20 Biomedical Translation Task. In Proceedings of the Fifth Conference on Machine Translation, pages 849–856, Online. Association for Computational Linguistics.
- Cite (Informal):
- FJWU participation for the WMT20 Biomedical Translation Task (Naz et al., WMT 2020)
- Copy Citation:
- PDF:
- https://aclanthology.org/2020.wmt-1.92.pdf
- Video:
- https://slideslive.com/38939656
Export citation
@inproceedings{naz-etal-2020-fjwu, title = "{FJWU} participation for the {WMT}20 Biomedical Translation Task", author = "Naz, Sumbal and Abdul Rauf, Sadaf and Hira, Noor-e- and Ul Haq, Sami", 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-1.92", pages = "849--856", abstract = "This paper reports system descriptions for FJWU-NRPU team for participation in the WMT20 Biomedical shared translation task. We focused our submission on exploring the effects of adding in-domain corpora extracted from various out-of-domain sources. Systems were built for French to English using in-domain corpora through fine tuning and selective data training. We further explored BERT based models specifically with focus on effect of domain adaptive subword units.", }
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%0 Conference Proceedings %T FJWU participation for the WMT20 Biomedical Translation Task %A Naz, Sumbal %A Abdul Rauf, Sadaf %A Hira, Noor-e- %A Ul Haq, Sami %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 naz-etal-2020-fjwu %X This paper reports system descriptions for FJWU-NRPU team for participation in the WMT20 Biomedical shared translation task. We focused our submission on exploring the effects of adding in-domain corpora extracted from various out-of-domain sources. Systems were built for French to English using in-domain corpora through fine tuning and selective data training. We further explored BERT based models specifically with focus on effect of domain adaptive subword units. %U https://aclanthology.org/2020.wmt-1.92 %P 849-856
Markdown (Informal)
[FJWU participation for the WMT20 Biomedical Translation Task](https://aclanthology.org/2020.wmt-1.92) (Naz et al., WMT 2020)
- FJWU participation for the WMT20 Biomedical Translation Task (Naz et al., WMT 2020)
ACL
- Sumbal Naz, Sadaf Abdul Rauf, Noor-e- Hira, and Sami Ul Haq. 2020. FJWU participation for the WMT20 Biomedical Translation Task. In Proceedings of the Fifth Conference on Machine Translation, pages 849–856, Online. Association for Computational Linguistics.