@inproceedings{park-etal-2020-postech,
title = "{POSTECH} Submission on {D}uolingo Shared Task",
author = "Park, Junsu and
Kwon, Hongseok and
Lee, Jong-Hyeok",
editor = "Birch, Alexandra and
Finch, Andrew and
Hayashi, Hiroaki and
Heafield, Kenneth and
Junczys-Dowmunt, Marcin and
Konstas, Ioannis and
Li, Xian and
Neubig, Graham and
Oda, Yusuke",
booktitle = "Proceedings of the Fourth Workshop on Neural Generation and Translation",
month = jul,
year = "2020",
address = "Online",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2020.ngt-1.16",
doi = "10.18653/v1/2020.ngt-1.16",
pages = "139--143",
abstract = "In this paper, we propose a transfer learning based simultaneous translation model by extending BART. We pre-trained BART with Korean Wikipedia and a Korean news dataset, and fine-tuned with an additional web-crawled parallel corpus and the 2020 Duolingo official training dataset. In our experiments on the 2020 Duolingo test dataset, our submission achieves 0.312 in weighted macro F1 score, and ranks second among the submitted En-Ko systems.",
}
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<abstract>In this paper, we propose a transfer learning based simultaneous translation model by extending BART. We pre-trained BART with Korean Wikipedia and a Korean news dataset, and fine-tuned with an additional web-crawled parallel corpus and the 2020 Duolingo official training dataset. In our experiments on the 2020 Duolingo test dataset, our submission achieves 0.312 in weighted macro F1 score, and ranks second among the submitted En-Ko systems.</abstract>
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%0 Conference Proceedings
%T POSTECH Submission on Duolingo Shared Task
%A Park, Junsu
%A Kwon, Hongseok
%A Lee, Jong-Hyeok
%Y Birch, Alexandra
%Y Finch, Andrew
%Y Hayashi, Hiroaki
%Y Heafield, Kenneth
%Y Junczys-Dowmunt, Marcin
%Y Konstas, Ioannis
%Y Li, Xian
%Y Neubig, Graham
%Y Oda, Yusuke
%S Proceedings of the Fourth Workshop on Neural Generation and Translation
%D 2020
%8 July
%I Association for Computational Linguistics
%C Online
%F park-etal-2020-postech
%X In this paper, we propose a transfer learning based simultaneous translation model by extending BART. We pre-trained BART with Korean Wikipedia and a Korean news dataset, and fine-tuned with an additional web-crawled parallel corpus and the 2020 Duolingo official training dataset. In our experiments on the 2020 Duolingo test dataset, our submission achieves 0.312 in weighted macro F1 score, and ranks second among the submitted En-Ko systems.
%R 10.18653/v1/2020.ngt-1.16
%U https://aclanthology.org/2020.ngt-1.16
%U https://doi.org/10.18653/v1/2020.ngt-1.16
%P 139-143
Markdown (Informal)
[POSTECH Submission on Duolingo Shared Task](https://aclanthology.org/2020.ngt-1.16) (Park et al., NGT 2020)
ACL
- Junsu Park, Hongseok Kwon, and Jong-Hyeok Lee. 2020. POSTECH Submission on Duolingo Shared Task. In Proceedings of the Fourth Workshop on Neural Generation and Translation, pages 139–143, Online. Association for Computational Linguistics.