Word meaning is both categorical and continuous.

IF 5.1 1区 心理学 Q1 PSYCHOLOGY
Psychological review Pub Date : 2023-10-01 Epub Date: 2023-03-09 DOI:10.1037/rev0000420
Sean Trott, Benjamin Bergen
{"title":"Word meaning is both categorical and continuous.","authors":"Sean Trott,&nbsp;Benjamin Bergen","doi":"10.1037/rev0000420","DOIUrl":null,"url":null,"abstract":"<p><p>Most words have multiple meanings, but there are foundationally distinct accounts for this. Categorical theories posit that humans maintain discrete entries for distinct word meanings, as in a dictionary. Continuous ones eschew discrete sense representations, arguing that word meanings are best characterized as trajectories through a continuous state space. Both kinds of approach face empirical challenges. In response, we introduce two novel \"hybrid\" theories, which reconcile discrete sense representations with a continuous view of word meaning. We then report on two behavioral experiments, pairing them with an analytical approach relying on neural language models to test these competing accounts. The experimental results are best explained by one of the novel hybrid accounts, which posits both distinct sense representations and a continuous meaning space. This hybrid account accommodates both the dynamic, context-dependent nature of word meaning, as well as the behavioral evidence for category-like structure in human lexical knowledge. We further develop and quantify the predictive power of several computational implementations of this hybrid account. These results raise questions for future research on lexical ambiguity, such as why and when discrete sense representations might emerge in the first place. They also connect to more general questions about the role of discrete versus gradient representations in cognitive processes and suggest that at least in this case, the best explanation is one that integrates both factors: Word meaning is both categorical and continuous. (PsycInfo Database Record (c) 2023 APA, all rights reserved).</p>","PeriodicalId":21016,"journal":{"name":"Psychological review","volume":" ","pages":"1239-1261"},"PeriodicalIF":5.1000,"publicationDate":"2023-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Psychological review","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1037/rev0000420","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2023/3/9 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"PSYCHOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Most words have multiple meanings, but there are foundationally distinct accounts for this. Categorical theories posit that humans maintain discrete entries for distinct word meanings, as in a dictionary. Continuous ones eschew discrete sense representations, arguing that word meanings are best characterized as trajectories through a continuous state space. Both kinds of approach face empirical challenges. In response, we introduce two novel "hybrid" theories, which reconcile discrete sense representations with a continuous view of word meaning. We then report on two behavioral experiments, pairing them with an analytical approach relying on neural language models to test these competing accounts. The experimental results are best explained by one of the novel hybrid accounts, which posits both distinct sense representations and a continuous meaning space. This hybrid account accommodates both the dynamic, context-dependent nature of word meaning, as well as the behavioral evidence for category-like structure in human lexical knowledge. We further develop and quantify the predictive power of several computational implementations of this hybrid account. These results raise questions for future research on lexical ambiguity, such as why and when discrete sense representations might emerge in the first place. They also connect to more general questions about the role of discrete versus gradient representations in cognitive processes and suggest that at least in this case, the best explanation is one that integrates both factors: Word meaning is both categorical and continuous. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

词义既是范畴的又是连续的。
大多数单词都有多种含义,但对此有一些基本上不同的解释。分类理论认为,人类为不同的单词含义保留离散的条目,就像在字典中一样。连续的概念避开了离散的意义表示,认为单词含义最好表征为通过连续状态空间的轨迹。这两种方法都面临着经验上的挑战。作为回应,我们介绍了两种新颖的“混合”理论,它们调和了离散的意义表征和对词义的连续看法。然后,我们报告了两个行为实验,将它们与依赖神经语言模型的分析方法配对,以测试这些相互竞争的账户。实验结果最好用一种新颖的混合叙述来解释,该叙述假设了不同的意义表征和连续的意义空间。这种混合解释既考虑了词义的动态性、上下文依赖性,也考虑了人类词汇知识中类结构的行为证据。我们进一步开发并量化了这种混合账户的几种计算实现的预测能力。这些结果为未来的词汇歧义研究提出了问题,比如为什么以及何时会出现离散的意义表征。它们还涉及到关于离散表征与梯度表征在认知过程中的作用的更一般的问题,并表明至少在这种情况下,最好的解释是综合这两个因素的解释:词义既是范畴的,也是连续的。(PsycInfo数据库记录(c)2023 APA,保留所有权利)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Psychological review
Psychological review 医学-心理学
CiteScore
9.70
自引率
5.60%
发文量
97
期刊介绍: Psychological Review publishes articles that make important theoretical contributions to any area of scientific psychology, including systematic evaluation of alternative theories.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信