The Volctrans Machine Translation System for WMT20
Liwei Wu, Xiao Pan, Zehui Lin, Yaoming Zhu, Mingxuan Wang, Lei Li
Abstract
This paper describes our submission systems for VolcTrans for WMT20 shared news translation task. We participated in 8 translation directions. Our basic systems are based on Transformer (CITATION), into which we also employed new architectures (bigger or deeper Transformers, dynamic convolution). The final systems include text pre-process, subword(a.k.a. BPE(CITATION)), baseline model training, iterative back-translation, model ensemble, knowledge distillation and multilingual pre-training.- Anthology ID:
- 2020.wmt-1.33
- 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:
- 305–312
- Language:
- URL:
- https://aclanthology.org/2020.wmt-1.33
- DOI:
- Bibkey:
- Cite (ACL):
- Liwei Wu, Xiao Pan, Zehui Lin, Yaoming Zhu, Mingxuan Wang, and Lei Li. 2020. The Volctrans Machine Translation System for WMT20. In Proceedings of the Fifth Conference on Machine Translation, pages 305–312, Online. Association for Computational Linguistics.
- Cite (Informal):
- The Volctrans Machine Translation System for WMT20 (Wu et al., WMT 2020)
- Copy Citation:
- PDF:
- https://aclanthology.org/2020.wmt-1.33.pdf
- Video:
- https://slideslive.com/38939581
Export citation
@inproceedings{wu-etal-2020-volctrans,
title = "The Volctrans Machine Translation System for {WMT}20",
author = "Wu, Liwei and
Pan, Xiao and
Lin, Zehui and
Zhu, Yaoming and
Wang, Mingxuan and
Li, Lei",
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-1.33",
pages = "305--312",
abstract = "This paper describes our submission systems for VolcTrans for WMT20 shared news translation task. We participated in 8 translation directions. Our basic systems are based on Transformer (CITATION), into which we also employed new architectures (bigger or deeper Transformers, dynamic convolution). The final systems include text pre-process, subword(a.k.a. BPE(CITATION)), baseline model training, iterative back-translation, model ensemble, knowledge distillation and multilingual pre-training.",
}
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%0 Conference Proceedings %T The Volctrans Machine Translation System for WMT20 %A Wu, Liwei %A Pan, Xiao %A Lin, Zehui %A Zhu, Yaoming %A Wang, Mingxuan %A Li, Lei %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 wu-etal-2020-volctrans %X This paper describes our submission systems for VolcTrans for WMT20 shared news translation task. We participated in 8 translation directions. Our basic systems are based on Transformer (CITATION), into which we also employed new architectures (bigger or deeper Transformers, dynamic convolution). The final systems include text pre-process, subword(a.k.a. BPE(CITATION)), baseline model training, iterative back-translation, model ensemble, knowledge distillation and multilingual pre-training. %U https://aclanthology.org/2020.wmt-1.33 %P 305-312
Markdown (Informal)
[The Volctrans Machine Translation System for WMT20](https://aclanthology.org/2020.wmt-1.33) (Wu et al., WMT 2020)
- The Volctrans Machine Translation System for WMT20 (Wu et al., WMT 2020)
ACL
- Liwei Wu, Xiao Pan, Zehui Lin, Yaoming Zhu, Mingxuan Wang, and Lei Li. 2020. The Volctrans Machine Translation System for WMT20. In Proceedings of the Fifth Conference on Machine Translation, pages 305–312, Online. Association for Computational Linguistics.