通信学报2025，Vol.46Issue(z1)：47-55,9.DOI:10.11959/j.issn.1000-436x.2025236
大语言模型情绪调节能力评测基准
Benchmark for evaluating emotional regulation ability of large language model
摘要
Abstract
To address the lack of emotional regulation assessment in current evaluations of large language model(LLM),an evaluation benchmark for assessing emotional regulation capabilities in LLM was proposed.Based on Gratz's defini-tion of emotional regulation ability,the capability was categorized into four dimensions:emotional regulation effective-ness,emotional regulation flexibility,emotional regulation human-likeness,and emotional regulation responsiveness.Correspondingly,an evaluation benchmark was developed,consisting of an evaluation dataset and assessment methods.Finally,a combination of questionnaire-based and experimental methods was used to conduct a multidimensional evalua-tion of ERNIE 4.0,DeepSeek,GPT-3.5,GPT-4,and LLaMA-2(7B and 13B).Experimental results show that the pro-posed benchmark effectively differentiated the emotional regulation capabilities of various LLM.The benchmark study on the emotional regulation capability of large language models not only contributes to enhance the quality of their gener-ated emotional content but also offers significant guarantees regarding their safety,stability,and ethical compliance when applied in sensitive contexts.关键词
大语言模型评测/情绪调节能力/多维度评测Key words
large language model evaluation/emotional regulation ability/multidimensional evaluation分类
信息技术与安全科学引用本文复制引用
马志强,刘义兴,刘佳,李鑫..大语言模型情绪调节能力评测基准[J].通信学报,2025,46(z1):47-55,9.基金项目
国家自然科学基金资助项目(No.62166029) （No.62166029）
内蒙古自治区科研基础条件及平台基金资助项目(No.2025KYPT0014) （No.2025KYPT0014）
内蒙古自治区高等学校创新团队发展计划基金资助项目(No.NMGIRT2506) （No.NMGIRT2506）
内蒙古自治区高等学校碳达峰碳中和研究基金资助项目(No.STZX202307) （No.STZX202307）
内蒙古自治区科技计划基金资助项目(No.2025SYFHH1239)The National Natural Science Foundation of China(No.62166029),Research Infrastructure and Platforms in the Inner Mongolia Autonomous Region(No.2025KYPT0014),Inner Mongolia Autonomous Region Higher Education Innovation Team Development Plan(No.NMGIRT2506),Research Project on Carbon Peak and Carbon Neutrality in Higher Education Institutions of Inner Mongolia Autonomous Region(No.STZX202307),The Science and Technology Plan Project of Inner Mongolia Autonomous Region(No.2025SYFHH1239) （No.2025SYFHH1239）
