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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9334112 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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