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 …

Cognitive network science: A review of research on cognition through the lens of network representations, processes, and dynamics

CSQ Siew, DU Wulff, NM Beckage, YN Kenett - Complexity, 2019 - Wiley Online Library
Network science provides a set of quantitative methods to investigate complex systems,
including human cognition. Although cognitive theories in different domains are strongly …

The why, how, and when of representations for complex systems

L Torres, AS Blevins, D Bassett, T Eliassi-Rad - SIAM Review, 2021 - SIAM
Complex systems, composed at the most basic level of units and their interactions, describe
phenomena in a wide variety of domains, from neuroscience to computer science and …

Explaining human performance in psycholinguistic tasks with models of semantic similarity based on prediction and counting: A review and empirical validation

P Mandera, E Keuleers, M Brysbaert - Journal of Memory and Language, 2017 - Elsevier
Recent developments in distributional semantics (Mikolov, Chen, Corrado, & Dean, 2013;
Mikolov, Sutskever, Chen, Corrado, & Dean, 2013) include a new class of prediction-based …