Can Fenerci, Ziming Cheng, Donna Rose Addis, Buddhika Bellana, Signy Sheldon
{"title":"Studying memory narratives with natural language processing.","authors":"Can Fenerci, Ziming Cheng, Donna Rose Addis, Buddhika Bellana, Signy Sheldon","doi":"10.1016/j.tics.2025.02.003","DOIUrl":null,"url":null,"abstract":"<p><p>Cognitive neuroscience research has begun to use natural language processing (NLP) to examine memory narratives with the hopes of gaining a nuanced understanding of the mechanisms underlying differences in memory recall, both across groups and tasks. However, the diversity of NLP approaches can make it challenging for researchers to know which techniques to use and when to apply them. We outline how different NLP techniques can be applied to narrative descriptions to address specific questions about the neurocognitive processes underlying memory narratives. We also discuss the strengths and limitations of NLP methods for use in memory research, highlighting both their potential and their constraints in uncovering the mechanisms of remembering.</p>","PeriodicalId":49417,"journal":{"name":"Trends in Cognitive Sciences","volume":" ","pages":""},"PeriodicalIF":16.7000,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Trends in Cognitive Sciences","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1016/j.tics.2025.02.003","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BEHAVIORAL SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Cognitive neuroscience research has begun to use natural language processing (NLP) to examine memory narratives with the hopes of gaining a nuanced understanding of the mechanisms underlying differences in memory recall, both across groups and tasks. However, the diversity of NLP approaches can make it challenging for researchers to know which techniques to use and when to apply them. We outline how different NLP techniques can be applied to narrative descriptions to address specific questions about the neurocognitive processes underlying memory narratives. We also discuss the strengths and limitations of NLP methods for use in memory research, highlighting both their potential and their constraints in uncovering the mechanisms of remembering.
期刊介绍:
Essential reading for those working directly in the cognitive sciences or in related specialist areas, Trends in Cognitive Sciences provides an instant overview of current thinking for scientists, students and teachers who want to keep up with the latest developments in the cognitive sciences. The journal brings together research in psychology, artificial intelligence, linguistics, philosophy, computer science and neuroscience. Trends in Cognitive Sciences provides a platform for the interaction of these disciplines and the evolution of cognitive science as an independent field of study.