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What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension?
Sentence comprehension requires inferring, from a sequence of words, the structure of syntactic relationships that bind these words into a semantic representation. Our limited ability to build some specific syntactic structures, such as nested center-embedded clauses (e.g., “The dog that the cat tha...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516924/ https://www.ncbi.nlm.nih.gov/pubmed/33286220 http://dx.doi.org/10.3390/e22040446 |
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author | Lakretz, Yair Dehaene, Stanislas King, Jean-Rémi |
author_facet | Lakretz, Yair Dehaene, Stanislas King, Jean-Rémi |
author_sort | Lakretz, Yair |
collection | PubMed |
description | Sentence comprehension requires inferring, from a sequence of words, the structure of syntactic relationships that bind these words into a semantic representation. Our limited ability to build some specific syntactic structures, such as nested center-embedded clauses (e.g., “The dog that the cat that the mouse bit chased ran away”), suggests a striking capacity limitation of sentence processing, and thus offers a window to understand how the human brain processes sentences. Here, we review the main hypotheses proposed in psycholinguistics to explain such capacity limitation. We then introduce an alternative approach, derived from our recent work on artificial neural networks optimized for language modeling, and predict that capacity limitation derives from the emergence of sparse and feature-specific syntactic units. Unlike psycholinguistic theories, our neural network-based framework provides precise capacity-limit predictions without making any a priori assumptions about the form of the grammar or parser. Finally, we discuss how our framework may clarify the mechanistic underpinning of language processing and its limitations in the human brain. |
format | Online Article Text |
id | pubmed-7516924 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75169242020-11-09 What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension? Lakretz, Yair Dehaene, Stanislas King, Jean-Rémi Entropy (Basel) Opinion Sentence comprehension requires inferring, from a sequence of words, the structure of syntactic relationships that bind these words into a semantic representation. Our limited ability to build some specific syntactic structures, such as nested center-embedded clauses (e.g., “The dog that the cat that the mouse bit chased ran away”), suggests a striking capacity limitation of sentence processing, and thus offers a window to understand how the human brain processes sentences. Here, we review the main hypotheses proposed in psycholinguistics to explain such capacity limitation. We then introduce an alternative approach, derived from our recent work on artificial neural networks optimized for language modeling, and predict that capacity limitation derives from the emergence of sparse and feature-specific syntactic units. Unlike psycholinguistic theories, our neural network-based framework provides precise capacity-limit predictions without making any a priori assumptions about the form of the grammar or parser. Finally, we discuss how our framework may clarify the mechanistic underpinning of language processing and its limitations in the human brain. MDPI 2020-04-16 /pmc/articles/PMC7516924/ /pubmed/33286220 http://dx.doi.org/10.3390/e22040446 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Opinion Lakretz, Yair Dehaene, Stanislas King, Jean-Rémi What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension? |
title | What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension? |
title_full | What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension? |
title_fullStr | What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension? |
title_full_unstemmed | What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension? |
title_short | What Limits Our Capacity to Process Nested Long-Range Dependencies in Sentence Comprehension? |
title_sort | what limits our capacity to process nested long-range dependencies in sentence comprehension? |
topic | Opinion |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516924/ https://www.ncbi.nlm.nih.gov/pubmed/33286220 http://dx.doi.org/10.3390/e22040446 |
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