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Back-translation

Data augmentation using back translation for context aware neural machine translation

Data augmentation using back translation for context aware neural machine translation

... for back-translation, those randomized back-translation strategies, if adopted, should strongly boost our baseline (sentence-level translation), as reported in (Imamura et ...

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Extract and Edit: An Alternative to Back Translation for Unsupervised Neural Machine Translation

Extract and Edit: An Alternative to Back Translation for Unsupervised Neural Machine Translation

... machine translation systems to the majority of lan- guage pairs. Back-translation has been dom- inantly used in previous approaches for un- supervised neural machine translation, where pseudo ...

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Style Transfer Through Back Translation

Style Transfer Through Back Translation

... chine translation model from source language e to a target language f ...a back- translation model from f to ...machine translation model and generate the parallel sentence in the target lan- ...

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Selecting Informative Context Sentence by Forced Back-Translation

Selecting Informative Context Sentence by Forced Back-Translation

... the translation with the highest BLEU score among the 11 translations ...forced back-translation probability when back-translating into the source ...

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Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout

Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout

... lects multiple routes, re-ranks them, and selects the route with the highest score as the prediction. Besides showing an upper bound, beam search is usable when the environment is explored and saved in the agent’s memory ...

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Improving Back Translation with Uncertainty based Confidence Estimation

Improving Back Translation with Uncertainty based Confidence Estimation

... able back-translation to better cope with transla- tion ...sentence-level translation probabilities calcu- lated by Monte Carlo Dropout (Gal and Ghahra- mani, 2016), we introduce various confidence ...

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Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back Translation

Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back Translation

... In this paper we use data augmentation strate- gies to improve neural machine translation mod- els robustness. We experiment under the setting of the WMT19 Robustness Task for the Fr↔En language directions. We ...

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Back-translation for discovering distant protein homologies in the presence of frameshift mutations

Back-translation for discovering distant protein homologies in the presence of frameshift mutations

... called back-translation ...powerful translation-dependent scoring function for nucleotide pairs, based on codon substitution models, whose purpose is to reflect the expected dynamics of coding DNA ...

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Tagged Back Translation

Tagged Back Translation

... of back-translation acts merely as an indicator to the model that the source is back-translated, al- lowing the model to treat it as a different domain and separate the helpful signal from the ...

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Generalizing Back Translation in Neural Machine Translation

Generalizing Back Translation in Neural Machine Translation

... frame back- translation as a variational process, with the space of source sentences as the latent ...true translation probability should ...How Back-Translation Fits in ...

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Iterative Back Translation for Neural Machine Translation

Iterative Back Translation for Neural Machine Translation

... Farsi translation is much more difficult than French; or a result of the diverse mix of domains in the parallel training data (news with LDC and technical talks with TED) where the domain in monolingual data is ...

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Study protocol of psychometric properties of the Spanish translation of a competence test in evidence based practice: The Fresno test

Study protocol of psychometric properties of the Spanish translation of a competence test in evidence based practice: The Fresno test

... Methods and design: The questionnaire will be translated with the back translation technique and tested in Primary Care Teaching Units in Catalonia (PCTU). Participants will be: (a) tutors of Family ...

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Unsupervised Neural Machine Translation with Future Rewarding

Unsupervised Neural Machine Translation with Future Rewarding

... chine translation, which profits from the modu- lar architecture of ...iterative back-translation in a unified EM training ...for back-translation, , extract-edit, to extract and then ...

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IITP MT System for Gujarati English News Translation Task at WMT 2019

IITP MT System for Gujarati English News Translation Task at WMT 2019

... News translation shared task for Gujarati- English language ...through back-translation of monolin- gual ...through back-translation improves the BLEU score significantly over baseline ...

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The JHU Machine Translation Systems for WMT 2018

The JHU Machine Translation Systems for WMT 2018

... ing in 37M sentence pairs (777M English tokens, 725M Russian tokens). We use newstest2016 (2998 sentence pairs) as the development set for early-stopping during NMT training. For contin- ued training experiments, we ...

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The gluten-free diet: access and economic aspects and impact on lifestyle

The gluten-free diet: access and economic aspects and impact on lifestyle

... Questions published in English were translated into Spanish, and language equivalence was assessed using the translation/ back translation procedure. The sections of the questionnaire included the ...

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Which medical error to disclose to patients and by whom? Public preference and perceptions of norm and current practice

Which medical error to disclose to patients and by whom? Public preference and perceptions of norm and current practice

... An English translation (accuracy confirmed by back translation) of the two ques- tionnaires on personal preference is shown in Table 1. Similar statements with appropriate modifications [r] ...

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Unsupervised Bilingual Word Embedding Agreement for Unsupervised Neural Machine Translation

Unsupervised Bilingual Word Embedding Agreement for Unsupervised Neural Machine Translation

... as back-translation and denoising, has helped unsupervised neural machine translation (UNMT) achieve remarkable results in several language ...

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Translating Overactive Bladder Questionnaires in Moroccan Arabic Dialect

Translating Overactive Bladder Questionnaires in Moroccan Arabic Dialect

... of translation, back trans- lation, a comparison of the source questionnaire and the back translation, review by an urologist or a gynecologist, and using a cognitive debriefing of the pa- ...

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Translating and testing the Alberta context tool for use among nurses in Swedish elder care

Translating and testing the Alberta context tool for use among nurses in Swedish elder care

... come, back translation and inclusion of experts and the original instrument developers in the process are im- portant [22], to manage potential semantic and context- ual ...contextual, translation of ...

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