Research on fine-tuning algorithms for Large Language Models integrating Uncertainty Modeling and External Memory Augmentation

• Yumeng Ma ,

  Contributed equally to this work with: Yumeng Ma, Yue Xing

  Roles Conceptualization, Data curation, Methodology, Writing – original draft

  Affiliation Arizona State University, Tempe, Arizona, United States of America

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• Yue Xing ,

  Contributed equally to this work with: Yumeng Ma, Yue Xing

  Roles Conceptualization, Data curation, Methodology, Writing – original draft

  Affiliation University of Pennsylvania, Philadelphia, Pennsylvania, United States of America

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• Di Wu,

  Roles Investigation, Methodology, Software

  Affiliation University of Southern California, Los Angeles, California, United States of America

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• Yining Zhou,

  Roles Data curation, Software

  Affiliation Texas A&M University, College Station, Texas, United States of America

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• Yun Zi,

  Roles Conceptualization, Data curation, Formal analysis, Writing – original draft

  Affiliation Georgia Institute of Technology, Atlanta, Georgia, United States of America

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• Ming Wang,

  Roles Conceptualization, Data curation, Software, Writing – original draft, Writing – review & editing

  Affiliation Trine University, Phoenix, Arizona, United States of America

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• Yingnan Deng,

  Roles Data curation, Writing – original draft

  Affiliation Georgia Institute of Technology, Atlanta, Georgia, United States of America

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• Shuaidong Pan

  Roles Data curation, Formal analysis, Methodology, Writing – review & editing

  * E-mail: shuaidop@alumni.cmu.edu

  Affiliation Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

  https://orcid.org/0009-0007-7421-633X

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