Comparison between parameter-efficient techniques and full fine-tuning: A case study on multilingual news article classification

• Olesya Razuvayevskaya ,

  Contributed equally to this work with: Olesya Razuvayevskaya, Ben Wu, João A. Leite, Freddy Heppell

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

  * E-mail: o.razuvayevskaya@sheffield.ac.uk

  Affiliation Department of Computer Science, The University of Sheffield, Sheffield, United Kingdom

  https://orcid.org/0000-0002-7922-7982

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• Ben Wu ,

  Contributed equally to this work with: Olesya Razuvayevskaya, Ben Wu, João A. Leite, Freddy Heppell

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

  Affiliation Department of Computer Science, The University of Sheffield, Sheffield, United Kingdom

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• João A. Leite ,

  Contributed equally to this work with: Olesya Razuvayevskaya, Ben Wu, João A. Leite, Freddy Heppell

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

  Affiliation Department of Computer Science, The University of Sheffield, Sheffield, United Kingdom

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• Freddy Heppell ,

  Contributed equally to this work with: Olesya Razuvayevskaya, Ben Wu, João A. Leite, Freddy Heppell

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

  Affiliation Department of Computer Science, The University of Sheffield, Sheffield, United Kingdom

  https://orcid.org/0009-0003-7241-5846

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• Ivan Srba,

  Roles Conceptualization, Methodology, Writing – original draft, Writing – review & editing

  Affiliation Kempelen Institute of Intelligent Technologies, Bratislava, Slovakia

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• Carolina Scarton,

  Roles Funding acquisition, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Computer Science, The University of Sheffield, Sheffield, United Kingdom

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• Kalina Bontcheva,

  Roles Funding acquisition, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Computer Science, The University of Sheffield, Sheffield, United Kingdom

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• Xingyi Song

  Roles Project administration, Supervision

  Affiliation Department of Computer Science, The University of Sheffield, Sheffield, United Kingdom

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