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        <title>Exploring Transfer Learning and Domain Data Selection for the Biomedical Translation</title>
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    <name type="personal">
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    <abstract>Transfer Learning and Selective data training are two of the many approaches being extensively investigated to improve the quality of Neural Machine Translation systems. This paper presents a series of experiments by applying transfer learning and selective data training for participation in the Bio-medical shared task of WMT19. We have used Information Retrieval to selectively choose related sentences from out-of-domain data and used them as additional training data using transfer learning. We also report the effect of tokenization on translation model performance.</abstract>
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%0 Conference Proceedings
%T Exploring Transfer Learning and Domain Data Selection for the Biomedical Translation
%A Hira, Noor-e-
%A Abdul Rauf, Sadaf
%A Kiani, Kiran
%A Zafar, Ammara
%A Nawaz, Raheel
%S Proceedings of the Fourth Conference on Machine Translation (Volume 3: Shared Task Papers, Day 2)
%D 2019
%8 August
%I Association for Computational Linguistics
%C Florence, Italy
%F hira-etal-2019-exploring
%X Transfer Learning and Selective data training are two of the many approaches being extensively investigated to improve the quality of Neural Machine Translation systems. This paper presents a series of experiments by applying transfer learning and selective data training for participation in the Bio-medical shared task of WMT19. We have used Information Retrieval to selectively choose related sentences from out-of-domain data and used them as additional training data using transfer learning. We also report the effect of tokenization on translation model performance.
%R 10.18653/v1/W19-5419
%U https://aclanthology.org/W19-5419
%U https://doi.org/10.18653/v1/W19-5419
%P 156-163

Markdown (Informal)

[Exploring Transfer Learning and Domain Data Selection for the Biomedical Translation](https://aclanthology.org/W19-5419) (Hira et al., WMT 2019)

• Exploring Transfer Learning and Domain Data Selection for the Biomedical Translation (Hira et al., WMT 2019)

ACL

• Noor-e- Hira, Sadaf Abdul Rauf, Kiran Kiani, Ammara Zafar, and Raheel Nawaz. 2019. Exploring Transfer Learning and Domain Data Selection for the Biomedical Translation. In Proceedings of the Fourth Conference on Machine Translation (Volume 3: Shared Task Papers, Day 2), pages 156–163, Florence, Italy. Association for Computational Linguistics.