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  Experientially-grounded and distributional semantic vectors uncover dissociable representations of semantic categories

Carota, F., Nili, H., Kriegeskorte, N., & Pulvermüller, F. (2023). Experientially-grounded and distributional semantic vectors uncover dissociable representations of semantic categories. Language, Cognition and Neuroscience. Advance online publication. doi:10.1080/23273798.2023.2232481.

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アイテムのパーマリンク: https://hdl.handle.net/21.11116/0000-000D-65C9-F 版のパーマリンク: https://hdl.handle.net/21.11116/0000-000D-7BF0-A
資料種別: 学術論文

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Experientially grounded and distributional semantic vectors uncover dissociable representations of conceptual categories.pdf (出版社版), 4MB
ファイルのパーマリンク:
https://hdl.handle.net/21.11116/0000-000D-7BF1-9
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Experientially grounded and distributional semantic vectors uncover dissociable representations of conceptual categories.pdf
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Hybrid
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公開
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application/pdf / [MD5]
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著作権日付:
2023
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This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The terms on which this article has been published allow the posting of the Accepted Manuscript in a repository by the author(s) or with their consent.

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 作成者:
Carota, Francesca1, 2, 3, 著者           
Nili, Hamed3, 4, 著者
Kriegeskorte, Nikolaus3, 5, 著者
Pulvermüller, Friedemann3, 6, 7, 8, 著者
所属:
1Neural Dynamics of Language Production, MPI for Psycholinguistics, Max Planck Society, ou_2528709              
2Donders Institute for Brain, Cognition and Behaviour, External Organizations, ou_55236              
3Cognition and Brain Sciences Unit, Medical Research Council, Cambridge, UK, ou_persistent22              
4University of Oxford, Oxford, UK, ou_persistent22              
5Columbia University, New York, NY, New York, USA, ou_persistent22              
6Humboldt University, External Organizations, Berlin, Germany, ou_70876              
7Einstein Center for Neuroscience Berlin, Berlin, Germany, ou_persistent22              
8Freie Universität Berlin, External Organizations, Berlin, Germany, ou_131875              

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 要旨: Neuronal populations code similar concepts by similar activity patterns across the human brain's semantic networks. However, it is unclear to what extent such meaning-to-symbol mapping reflects distributional statistics, or experiential information grounded in sensorimotor and emotional knowledge. We asked whether integrating distributional and experiential data better distinguished conceptual categories than each method taken separately. We examined the similarity structure of fMRI patterns elicited by visually presented action- and object-related words using representational similarity analysis (RSA). We found that the distributional and experiential/integrative models respectively mapped the high-dimensional semantic space in left inferior frontal, anterior temporal, and in left precentral, posterior inferior/middle temporal cortex. Furthermore, results from model comparisons uncovered category-specific similarity patterns, as both distributional and experiential models matched the similarity patterns for action concepts in left fronto-temporal cortex, whilst the experiential/integrative (but not distributional) models matched the similarity patterns for object concepts in left fusiform and angular gyrus.

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言語: eng - English
 日付: 20232023-07-12
 出版の状態: オンラインで出版済み
 ページ: -
 出版情報: -
 目次: -
 査読: 査読あり
 識別子(DOI, ISBNなど): DOI: 10.1080/23273798.2023.2232481
 学位: -

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出版物 1

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出版物名: Language, Cognition and Neuroscience. Advance online publication
種別: 学術雑誌
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出版社, 出版地: London : Routledge
ページ: - 巻号: - 通巻号: - 開始・終了ページ: - 識別子(ISBN, ISSN, DOIなど): その他: ISSN
CoNE: https://pure.mpg.de/cone/journals/resource/2327-3798