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        <title>Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation</title>
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            <namePart type="given">Anna</namePart>
            <namePart type="family">Korhonen</namePart>
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    <abstract>We present a simple yet powerful data augmentation method for boosting Neural Machine Translation (NMT) performance by leveraging information retrieved from a Translation Memory (TM). We propose and test two methods for augmenting NMT training data with fuzzy TM matches. Tests on the DGT-TM data set for two language pairs show consistent and substantial improvements over a range of baseline systems. The results suggest that this method is promising for any translation environment in which a sizeable TM is available and a certain amount of repetition across translations is to be expected, especially considering its ease of implementation.</abstract>
    <identifier type="citekey">bulte-tezcan-2019-neural</identifier>
    <identifier type="doi">10.18653/v1/P19-1175</identifier>
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%0 Conference Proceedings
%T Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation
%A Bulte, Bram
%A Tezcan, Arda
%Y Korhonen, Anna
%Y Traum, David
%Y Màrquez, Lluís
%S Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics
%D 2019
%8 July
%I Association for Computational Linguistics
%C Florence, Italy
%F bulte-tezcan-2019-neural
%X We present a simple yet powerful data augmentation method for boosting Neural Machine Translation (NMT) performance by leveraging information retrieved from a Translation Memory (TM). We propose and test two methods for augmenting NMT training data with fuzzy TM matches. Tests on the DGT-TM data set for two language pairs show consistent and substantial improvements over a range of baseline systems. The results suggest that this method is promising for any translation environment in which a sizeable TM is available and a certain amount of repetition across translations is to be expected, especially considering its ease of implementation.
%R 10.18653/v1/P19-1175
%U https://aclanthology.org/P19-1175
%U https://doi.org/10.18653/v1/P19-1175
%P 1800-1809

Markdown (Informal)

[Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation](https://aclanthology.org/P19-1175) (Bulte & Tezcan, ACL 2019)

• Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation (Bulte & Tezcan, ACL 2019)

ACL

• Bram Bulte and Arda Tezcan. 2019. Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 1800–1809, Florence, Italy. Association for Computational Linguistics.