Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments

• Yibo Chen ,

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

  * E-mail: 924926706@qq.com

  Affiliation War Research Institute, Academy of Military Science of the People’s Liberation Army, Beijing, China

  https://orcid.org/0009-0000-3188-5161

  ⨯
• Yang Ping,

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

  Affiliation War Research Institute, Academy of Military Science of the People’s Liberation Army, Beijing, China

  ⨯
• Shuhang Zhou,

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

  Affiliation College of Mechatronic Engineering, North University of China, Taiyuan, Shanxi, China

  ⨯
• Caleb Jojo

  Roles Methodology, Resources, Validation, Writing – review & editing

  Affiliation McCormick School of Engineering & Applied Science, Northwestern University, Evanston, Illinois, United States of America

  ⨯