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Improved complex words simplification in non-annotated text using a deep-learning-based lexical complexity prediction model.

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Title: Improved complex words simplification in non-annotated text using a deep-learning-based lexical complexity prediction model.
Authors: Han, Tonghui1,2,3, Han-t@ulster.ac.uk, Bi, Yaxin1, y.bi@ulster.ac.uk, Mulvenna, Maurice1, md.mulvenna@ulster.ac.uk, Zhang, Xinru2, Liu, Xiaolu3, Yang, Dongqiang2, ydq@sdjzu.edu.cn
Source: International Journal of Machine Learning & Cybernetics; Jul2026, Vol. 17 Issue 7, p1-20, 20p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 194789987
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: Improved complex words simplification in non-annotated text using a deep-learning-based lexical complexity prediction model.
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  Data: <searchLink fieldCode="AU" term="%22Han%2C+Tonghui%22">Han, Tonghui</searchLink><relatesTo>1,2,3</relatesTo>, <i>Han-t@ulster.ac.uk</i><br /><searchLink fieldCode="AU" term="%22Bi%2C+Yaxin%22">Bi, Yaxin</searchLink><relatesTo>1</relatesTo>, <i>y.bi@ulster.ac.uk</i><br /><searchLink fieldCode="AU" term="%22Mulvenna%2C+Maurice%22">Mulvenna, Maurice</searchLink><relatesTo>1</relatesTo>, <i>md.mulvenna@ulster.ac.uk</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Xinru%22">Zhang, Xinru</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AU" term="%22Liu%2C+Xiaolu%22">Liu, Xiaolu</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AU" term="%22Yang%2C+Dongqiang%22">Yang, Dongqiang</searchLink><relatesTo>2</relatesTo>, <i>ydq@sdjzu.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22International+Journal+of+Machine+Learning+%26+Cybernetics%22">International Journal of Machine Learning & Cybernetics</searchLink>; Jul2026, Vol. 17 Issue 7, p1-20, 20p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=194789987
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1007/s13042-026-03202-5
    Languages:
      – Code: eng
        Text: English
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      Pagination:
        PageCount: 20
        StartPage: 1
    Titles:
      – TitleFull: Improved complex words simplification in non-annotated text using a deep-learning-based lexical complexity prediction model.
        Type: main
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      – PersonEntity:
          Name:
            NameFull: Han, Tonghui
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            NameFull: Bi, Yaxin
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            NameFull: Mulvenna, Maurice
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            NameFull: Zhang, Xinru
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            NameFull: Liu, Xiaolu
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            NameFull: Yang, Dongqiang
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          Dates:
            – D: 01
              M: 07
              Text: Jul2026
              Type: published
              Y: 2026
          Identifiers:
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              Value: 18688071
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              Value: 17
            – Type: issue
              Value: 7
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            – TitleFull: International Journal of Machine Learning & Cybernetics
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