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        <title>Multi-representation ensembles and delayed SGD updates improve syntax-based NMT</title>
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        <namePart type="given">Danielle</namePart>
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    <name type="personal">
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            <namePart type="given">Yusuke</namePart>
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    <abstract>We explore strategies for incorporating target syntax into Neural Machine Translation. We specifically focus on syntax in ensembles containing multiple sentence representations. We formulate beam search over such ensembles using WFSTs, and describe a delayed SGD update training procedure that is especially effective for long representations like linearized syntax. Our approach gives state-of-the-art performance on a difficult Japanese-English task.</abstract>
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    <identifier type="doi">10.18653/v1/P18-2051</identifier>
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%0 Conference Proceedings
%T Multi-representation ensembles and delayed SGD updates improve syntax-based NMT
%A Saunders, Danielle
%A Stahlberg, Felix
%A de Gispert, Adrià
%A Byrne, Bill
%Y Gurevych, Iryna
%Y Miyao, Yusuke
%S Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)
%D 2018
%8 July
%I Association for Computational Linguistics
%C Melbourne, Australia
%F saunders-etal-2018-multi
%X We explore strategies for incorporating target syntax into Neural Machine Translation. We specifically focus on syntax in ensembles containing multiple sentence representations. We formulate beam search over such ensembles using WFSTs, and describe a delayed SGD update training procedure that is especially effective for long representations like linearized syntax. Our approach gives state-of-the-art performance on a difficult Japanese-English task.
%R 10.18653/v1/P18-2051
%U https://aclanthology.org/P18-2051
%U https://doi.org/10.18653/v1/P18-2051
%P 319-325

Markdown (Informal)

[Multi-representation ensembles and delayed SGD updates improve syntax-based NMT](https://aclanthology.org/P18-2051) (Saunders et al., ACL 2018)

• Multi-representation ensembles and delayed SGD updates improve syntax-based NMT (Saunders et al., ACL 2018)

ACL

• Danielle Saunders, Felix Stahlberg, Adrià de Gispert, and Bill Byrne. 2018. Multi-representation ensembles and delayed SGD updates improve syntax-based NMT. In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 319–325, Melbourne, Australia. Association for Computational Linguistics.