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Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism

In order to alleviate the problem of over translation and missing translation in NMT, based on the consistency and complementarity of information stored in different covering models, a multicoverage fusion model is proposed, which uses coverage vector and coverage score to guide the attention mechan...

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Detalles Bibliográficos
Autores principales: Liu, Bin, Wang, Jing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9334112/
https://www.ncbi.nlm.nih.gov/pubmed/35909859
http://dx.doi.org/10.1155/2022/7767045
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author Liu, Bin
Wang, Jing
author_facet Liu, Bin
Wang, Jing
author_sort Liu, Bin
collection PubMed
description In order to alleviate the problem of over translation and missing translation in NMT, based on the consistency and complementarity of information stored in different covering models, a multicoverage fusion model is proposed, which uses coverage vector and coverage score to guide the attention mechanism at the same time. First, the concept level definitions of words are covered. Then, two kinds of translation history information stored in the cover vector and cover score are used to guide the calculation of the attention score at the same time. Finally, the dual attention decoding method based on the fusion coverage mechanism is adopted. The experimental results show that the multicoverage fusion model can improve the translation quality of NMT.
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spelling pubmed-93341122022-07-29 Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism Liu, Bin Wang, Jing Comput Intell Neurosci Research Article In order to alleviate the problem of over translation and missing translation in NMT, based on the consistency and complementarity of information stored in different covering models, a multicoverage fusion model is proposed, which uses coverage vector and coverage score to guide the attention mechanism at the same time. First, the concept level definitions of words are covered. Then, two kinds of translation history information stored in the cover vector and cover score are used to guide the calculation of the attention score at the same time. Finally, the dual attention decoding method based on the fusion coverage mechanism is adopted. The experimental results show that the multicoverage fusion model can improve the translation quality of NMT. Hindawi 2022-07-21 /pmc/articles/PMC9334112/ /pubmed/35909859 http://dx.doi.org/10.1155/2022/7767045 Text en Copyright © 2022 Bin Liu and Jing Wang. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Liu, Bin
Wang, Jing
Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism
title Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism
title_full Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism
title_fullStr Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism
title_full_unstemmed Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism
title_short Analysis of Strategies and Skills of English Translation Based on Coverage Mechanism
title_sort analysis of strategies and skills of english translation based on coverage mechanism
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9334112/
https://www.ncbi.nlm.nih.gov/pubmed/35909859
http://dx.doi.org/10.1155/2022/7767045
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