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Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding

Multivariate neuroimaging studies indicate that the brain represents word and object concepts in a format that readily generalises across stimuli. Here we investigated whether this was true for neural representations of simple events described using sentences. Participants viewed sentences describin...

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Detalles Bibliográficos
Autores principales: Asyraff, Aliff, Lemarchand, Rafael, Tamm, Andres, Hoffman, Paul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Academic Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8270886/
https://www.ncbi.nlm.nih.gov/pubmed/33878380
http://dx.doi.org/10.1016/j.neuroimage.2021.118073
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author Asyraff, Aliff
Lemarchand, Rafael
Tamm, Andres
Hoffman, Paul
author_facet Asyraff, Aliff
Lemarchand, Rafael
Tamm, Andres
Hoffman, Paul
author_sort Asyraff, Aliff
collection PubMed
description Multivariate neuroimaging studies indicate that the brain represents word and object concepts in a format that readily generalises across stimuli. Here we investigated whether this was true for neural representations of simple events described using sentences. Participants viewed sentences describing four events in different ways. Multivariate classifiers were trained to discriminate the four events using a subset of sentences, allowing us to test generalisation to novel sentences. We found that neural patterns in a left-lateralised network of frontal, temporal and parietal regions discriminated events in a way that generalised successfully over changes in the syntactic and lexical properties of the sentences used to describe them. In contrast, decoding in visual areas was sentence-specific and failed to generalise to novel sentences. In the reverse analysis, we tested for decoding of syntactic and lexical structure, independent of the event being described. Regions displaying this coding were limited and largely fell outside the canonical semantic network. Our results indicate that a distributed neural network represents the meaning of event sentences in a way that is robust to changes in their structure and form. They suggest that the semantic system disregards the surface properties of stimuli in order to represent their underlying conceptual significance.
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spelling pubmed-82708862021-08-01 Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding Asyraff, Aliff Lemarchand, Rafael Tamm, Andres Hoffman, Paul Neuroimage Article Multivariate neuroimaging studies indicate that the brain represents word and object concepts in a format that readily generalises across stimuli. Here we investigated whether this was true for neural representations of simple events described using sentences. Participants viewed sentences describing four events in different ways. Multivariate classifiers were trained to discriminate the four events using a subset of sentences, allowing us to test generalisation to novel sentences. We found that neural patterns in a left-lateralised network of frontal, temporal and parietal regions discriminated events in a way that generalised successfully over changes in the syntactic and lexical properties of the sentences used to describe them. In contrast, decoding in visual areas was sentence-specific and failed to generalise to novel sentences. In the reverse analysis, we tested for decoding of syntactic and lexical structure, independent of the event being described. Regions displaying this coding were limited and largely fell outside the canonical semantic network. Our results indicate that a distributed neural network represents the meaning of event sentences in a way that is robust to changes in their structure and form. They suggest that the semantic system disregards the surface properties of stimuli in order to represent their underlying conceptual significance. Academic Press 2021-08-01 /pmc/articles/PMC8270886/ /pubmed/33878380 http://dx.doi.org/10.1016/j.neuroimage.2021.118073 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Asyraff, Aliff
Lemarchand, Rafael
Tamm, Andres
Hoffman, Paul
Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding
title Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding
title_full Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding
title_fullStr Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding
title_full_unstemmed Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding
title_short Stimulus-independent neural coding of event semantics: Evidence from cross-sentence fMRI decoding
title_sort stimulus-independent neural coding of event semantics: evidence from cross-sentence fmri decoding
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8270886/
https://www.ncbi.nlm.nih.gov/pubmed/33878380
http://dx.doi.org/10.1016/j.neuroimage.2021.118073
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