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A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations
Effective communication hinges on a mutual understanding of word meaning in different contexts. The embedding space learned by large language models can serve as an explicit model of the shared, context-rich meaning space humans use to communicate their thoughts. We recorded brain activity using ele...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10327051/ https://www.ncbi.nlm.nih.gov/pubmed/37425747 http://dx.doi.org/10.1101/2023.06.27.546708 |
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author | Zada, Zaid Goldstein, Ariel Michelmann, Sebastian Simony, Erez Price, Amy Hasenfratz, Liat Barham, Emily Zadbood, Asieh Doyle, Werner Friedman, Daniel Dugan, Patricia Melloni, Lucia Devore, Sasha Flinker, Adeen Devinsky, Orrin Nastase, Samuel A. Hasson, Uri |
author_facet | Zada, Zaid Goldstein, Ariel Michelmann, Sebastian Simony, Erez Price, Amy Hasenfratz, Liat Barham, Emily Zadbood, Asieh Doyle, Werner Friedman, Daniel Dugan, Patricia Melloni, Lucia Devore, Sasha Flinker, Adeen Devinsky, Orrin Nastase, Samuel A. Hasson, Uri |
author_sort | Zada, Zaid |
collection | PubMed |
description | Effective communication hinges on a mutual understanding of word meaning in different contexts. The embedding space learned by large language models can serve as an explicit model of the shared, context-rich meaning space humans use to communicate their thoughts. We recorded brain activity using electrocorticography during spontaneous, face-to-face conversations in five pairs of epilepsy patients. We demonstrate that the linguistic embedding space can capture the linguistic content of word-by-word neural alignment between speaker and listener. Linguistic content emerged in the speaker’s brain before word articulation, and the same linguistic content rapidly reemerged in the listener’s brain after word articulation. These findings establish a computational framework to study how human brains transmit their thoughts to one another in real-world contexts. |
format | Online Article Text |
id | pubmed-10327051 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-103270512023-07-08 A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations Zada, Zaid Goldstein, Ariel Michelmann, Sebastian Simony, Erez Price, Amy Hasenfratz, Liat Barham, Emily Zadbood, Asieh Doyle, Werner Friedman, Daniel Dugan, Patricia Melloni, Lucia Devore, Sasha Flinker, Adeen Devinsky, Orrin Nastase, Samuel A. Hasson, Uri bioRxiv Article Effective communication hinges on a mutual understanding of word meaning in different contexts. The embedding space learned by large language models can serve as an explicit model of the shared, context-rich meaning space humans use to communicate their thoughts. We recorded brain activity using electrocorticography during spontaneous, face-to-face conversations in five pairs of epilepsy patients. We demonstrate that the linguistic embedding space can capture the linguistic content of word-by-word neural alignment between speaker and listener. Linguistic content emerged in the speaker’s brain before word articulation, and the same linguistic content rapidly reemerged in the listener’s brain after word articulation. These findings establish a computational framework to study how human brains transmit their thoughts to one another in real-world contexts. Cold Spring Harbor Laboratory 2023-06-29 /pmc/articles/PMC10327051/ /pubmed/37425747 http://dx.doi.org/10.1101/2023.06.27.546708 Text en https://creativecommons.org/licenses/by-nd/4.0/This work is licensed under a Creative Commons Attribution-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, and only so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Zada, Zaid Goldstein, Ariel Michelmann, Sebastian Simony, Erez Price, Amy Hasenfratz, Liat Barham, Emily Zadbood, Asieh Doyle, Werner Friedman, Daniel Dugan, Patricia Melloni, Lucia Devore, Sasha Flinker, Adeen Devinsky, Orrin Nastase, Samuel A. Hasson, Uri A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations |
title | A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations |
title_full | A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations |
title_fullStr | A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations |
title_full_unstemmed | A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations |
title_short | A shared linguistic space for transmitting our thoughts from brain to brain in natural conversations |
title_sort | shared linguistic space for transmitting our thoughts from brain to brain in natural conversations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10327051/ https://www.ncbi.nlm.nih.gov/pubmed/37425747 http://dx.doi.org/10.1101/2023.06.27.546708 |
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