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1
Language statistical learning responds to reinforcement learning principles rooted in the striatum
Abstract: Statistical learning (SL) is the ability to extract regularities from the environment. In the domain of language, this ability is fundamental in the learning of words and structural rules. In lack of reliable online measures, statistical word and rule learning have been primarily investigated using offline (post-familiarization) tests, which gives limited insights into the dynamics of SL and its neural basis. Here, we capitalize on a novel task that tracks the online SL of simple syntactic structures combined with computational modeling to show that online SL responds to reinforcement learning principles rooted in striatal function. Specifically, we demonstrate-on 2 different cohorts-that a temporal difference model, which relies on prediction errors, accounts for participants' online learning behavior. We then show that the trial-by-trial development of predictions through learning strongly correlates with activity in both ventral and dorsal striatum. Our results thus provide a detailed mechanistic account of language-related SL and an explanation for the oft-cited implication of the striatum in SL tasks. This work, therefore, bridges the long-standing gap between language learning and reinforcement learning phenomena.
Keyword: Aprenentatge automàtic; Brain; Cervell; Imatges per ressonància magnètica; Machine learning; Magnetic resonance imaging; Psicolingüística; Psycholinguistics
URL: http://hdl.handle.net/2445/181217
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2
Integrating when and what information in the left parietal lobe allows language rule generalization
Orpella, Joan; Ripollés, Pablo; Ruzzoli, Manuela. - : Public Library of Science, 2020
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3
Integrating when and what information in the left parietal lobe allows language rule generalization
Orpella, Joan; Callejas, Alicia. - : PUBLIC LIBRARY SCIENCE, 2020
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4
Integrating when and what information in the left parietal lobe allows language rule generalization
In: PLoS Biol (2020)
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5
Spontaneous synchronization to speech reveals neural mechanisms facilitating language learning
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6
Spontaneous synchronization to speech reveals neural mechanisms facilitating language learning
Assaneo, M. Florencia; Ripollés, Pablo; Orpella, Joan. - : Nature Publishing Group, 2019
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7
The Lateralization of Speech-Brain Coupling Is Differentially Modulated by Intrinsic Auditory and Top-Down Mechanisms
Assaneo, M. Florencia; Rimmele, J. M.; Orpella, Joan. - : Frontiers Media, 2019
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8
Integrating when and what information in the left parietal lobule allows language rule generalization
Soto-Faraco, Salvador, 1970-; Orpella, Joan; Callejas, Alicia. - : Public Library of Science (PLoS)
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