{"title":"How to evaluate the cognitive abilities of LLMs","authors":"Anna A. Ivanova","doi":"10.1038/s41562-024-02096-z","DOIUrl":null,"url":null,"abstract":"Language models have become an essential part of the burgeoning field of artificial intelligence (AI) psychology. I discuss 14 methodological considerations that can be used to design more robust, generalizable studies that evaluate the cognitive abilities of language-based AI systems, as well as to accurately interpret the results of these studies.","PeriodicalId":19074,"journal":{"name":"Nature Human Behaviour","volume":"17 1","pages":""},"PeriodicalIF":21.4000,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature Human Behaviour","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1038/s41562-024-02096-z","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Language models have become an essential part of the burgeoning field of artificial intelligence (AI) psychology. I discuss 14 methodological considerations that can be used to design more robust, generalizable studies that evaluate the cognitive abilities of language-based AI systems, as well as to accurately interpret the results of these studies.
期刊介绍:
Nature Human Behaviour is a journal that focuses on publishing research of outstanding significance into any aspect of human behavior.The research can cover various areas such as psychological, biological, and social bases of human behavior.It also includes the study of origins, development, and disorders related to human behavior.The primary aim of the journal is to increase the visibility of research in the field and enhance its societal reach and impact.