Semantic transparency is not invisibility: A computational model of perceptually-grounded conceptual combination in word processing

Autor: Marco Marelli, Marco Alessandro Petilli, Fritz Günther
Přispěvatelé: Gunther, F, Petilli, M, Marelli, M
Rok vydání: 2022
Předmět:
Linguistics and Language
Principle of compositionality
PsyArXiv|Social and Behavioral Sciences|Linguistics|Semantics and Pragmatics
media_common.quotation_subject
Word processing
bepress|Social and Behavioral Sciences|Psychology|Quantitative Psychology
Experimental and Cognitive Psychology
Morphological processing
050105 experimental psychology
Language and Linguistics
Mental operations
03 medical and health sciences
Distributional semantic
0302 clinical medicine
PsyArXiv|Social and Behavioral Sciences|Linguistics|Psycholinguistics and Neurolinguistics
Artificial Intelligence
Perception
Lexical decision task
0501 psychology and cognitive sciences
bepress|Social and Behavioral Sciences|Linguistics|Psycholinguistics and Neurolinguistics
bepress|Social and Behavioral Sciences|Linguistics
media_common
bepress|Social and Behavioral Sciences|Psychology
Compound word
05 social sciences
PsyArXiv|Social and Behavioral Sciences|Cognitive Psychology|Memory
PsyArXiv|Social and Behavioral Sciences|Quantitative Methods|Computational Modeling
Deep learning
PsyArXiv|Social and Behavioral Sciences|Cognitive Psychology|Concepts and Categories
bepress|Social and Behavioral Sciences|Psychology|Cognitive Psychology
Embodied cognition
bepress|Social and Behavioral Sciences|Linguistics|Computational Linguistics
PsyArXiv|Social and Behavioral Sciences|Cognitive Psychology|Language
PsyArXiv|Social and Behavioral Sciences
Neuropsychology and Physiological Psychology
bepress|Social and Behavioral Sciences|Linguistics|Semantics and Pragmatics
PsyArXiv|Social and Behavioral Sciences|Linguistics|Computational Linguistics
PsyArXiv|Social and Behavioral Sciences|Psychology
other

Compound
bepress|Social and Behavioral Sciences
PsyArXiv|Social and Behavioral Sciences|Cognitive Psychology
Conceptual combination
PsyArXiv|Social and Behavioral Sciences|Quantitative Methods
Psychology
PsyArXiv|Social and Behavioral Sciences|Linguistics
030217 neurology & neurosurgery
Cognitive psychology
DOI: 10.17605/osf.io/kmrv7
Popis: Previous studies found that an automatic meaning-composition process affects the processing of morphologically complex words, and related this operation to conceptual combination. However, research on embodied cognition demonstrates that concepts are more than just lexical meanings, rather being also grounded in perceptual experience. Therefore, perception-based information should also be involved in mental operations on concepts, such as conceptual combination. Consequently, we should expect to find perceptual effects in the processing of morphologically complex words. In order to investigate this hypothesis, we present the first fully-implemented and data-driven model of perception-based (more specifically, vision-based) conceptual combination, and use the predictions of such a model to investigate processing times for compound words in four large-scale behavioral experiments employing three paradigms (naming, lexical decision, and timed sensibility judgments). We observe facilitatory effects of vision-based compositionality in all three paradigms, over and above a strong language-based (lexical and semantic) baseline, thus demonstrating for the first time perceptually grounded effects at the sub-lexical level. This suggests that perceptually-grounded information is not only utilized according to specific task demands but rather automatically activated when available.
Databáze: OpenAIRE