Semantic memory: A review of methods, models, and current challenges

AA Kumar - Psychonomic Bulletin & Review, 2021 - Springer
Adult semantic memory has been traditionally conceptualized as a relatively static memory
system that consists of knowledge about the world, concepts, and symbols. Considerable …

Vector-space models of semantic representation from a cognitive perspective: A discussion of common misconceptions

F Günther, L Rinaldi, M Marelli - … on Psychological Science, 2019 - journals.sagepub.com
Models that represent meaning as high-dimensional numerical vectors—such as latent
semantic analysis (LSA), hyperspace analogue to language (HAL), bound encoding of the …

Efficient large-scale multi-modal classification

D Kiela, E Grave, A Joulin, T Mikolov - Proceedings of the AAAI …, 2018 - ojs.aaai.org
While the incipient internet was largely text-based, the modern digital world is becoming
increasingly multi-modal. Here, we examine multi-modal classification where one modality is …

[HTML][HTML] Grounding the neurobiology of language in first principles: The necessity of non-language-centric explanations for language comprehension

U Hasson, G Egidi, M Marelli, RM Willems - Cognition, 2018 - Elsevier
Recent decades have ushered in tremendous progress in understanding the neural basis of
language. Most of our current knowledge on language and the brain, however, is derived …

[PDF][PDF] Multi-and cross-modal semantics beyond vision: Grounding in auditory perception

D Kiela, S Clark - Proceedings of the 2015 conference on …, 2015 - aclanthology.org
Multi-modal semantics has relied on feature norms or raw image data for perceptual input. In
this paper we examine grounding semantic representations in raw auditory data, using …

Formal distributional semantics: Introduction to the special issue

G Boleda, A Herbelot - Computational Linguistics, 2016 - direct.mit.edu
Abstract Formal Semantics and Distributional Semantics are two very influential semantic
frameworks in Computational Linguistics. Formal Semantics is based on a symbolic tradition …

Sensorimotor distance: A grounded measure of semantic similarity for 800 million concept pairs

C Wingfield, L Connell - Behavior Research Methods, 2023 - Springer
Experimental design and computational modelling across the cognitive sciences often rely
on measures of semantic similarity between concepts. Traditional measures of semantic …

Virtual embodiment: A scalable long-term strategy for artificial intelligence research

D Kiela, L Bulat, AL Vero, S Clark - arxiv preprint arxiv:1610.07432, 2016 - arxiv.org
Meaning has been called the" holy grail" of a variety of scientific disciplines, ranging from
linguistics to philosophy, psychology and the neurosciences. The field of Artifical Intelligence …

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

F Günther, MA Petilli, M Marelli - Journal of Memory and Language, 2020 - Elsevier
Previous studies found that an automatic meaning-composition process affects the
processing of morphologically complex words, and related this operation to conceptual …

Learning multimodal word representation with graph convolutional networks

W Zhu, S Liu, C Liu - Information Processing & Management, 2021 - Elsevier
Multimodal models have been proven to outperform text-based models on learning semantic
word representations. According to psycholinguistic theory, there is a graphical relationship …