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  1. Feature Statistics Modulate the Activation of Meaning During Spoken Word Processing.Barry J. Devereux, Kirsten I. Taylor, Billi Randall, Jeroen Geertzen & Lorraine K. Tyler - 2016 - Cognitive Science 40 (2):325-350.
    Understanding spoken words involves a rapid mapping from speech to conceptual representations. One distributed feature-based conceptual account assumes that the statistical characteristics of concepts’ features—the number of concepts they occur in and likelihood of co-occurrence —determine conceptual activation. To test these claims, we investigated the role of distinctiveness/sharedness and correlational strength in speech-to-meaning mapping, using a lexical decision task and computational simulations. Responses were faster for concepts with higher sharedness, suggesting that shared features are facilitatory in tasks like lexical decision (...)
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  • Conceptual and Linguistic Representations of Kinds and Classes.Sandeep Prasada, Laura Hennefield & Daniel Otap - 2012 - Cognitive Science 36 (7):1224-1250.
    We investigate the hypothesis that our conceptual systems provide two formally distinct ways of representing categories by investigating the manner in which lexical nominals (e.g., tree, picnic table) and phrasal nominals (e.g., black bird, birds that like rice) are interpreted. Four experiments found that lexical nominals may be mapped onto kind representations, whereas phrasal nominals map onto class representations but not kind representations. Experiment 1 found that phrasal nominals, unlike lexical nominals, are mapped onto categories whose members need not be (...)
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  • Simulating the N400 ERP component as semantic network error: Insights from a feature-based connectionist attractor model of word meaning.Milena Rabovsky & Ken McRae - 2014 - Cognition 132 (1):68-89.
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  • Acquiring Contextualized Concepts: A Connectionist Approach.Saskia van Dantzig, Antonino Raffone & Bernhard Hommel - 2011 - Cognitive Science 35 (6):1162-1189.
    Conceptual knowledge is acquired through recurrent experiences, by extracting statistical regularities at different levels of granularity. At a fine level, patterns of feature co-occurrence are categorized into objects. At a coarser level, patterns of concept co-occurrence are categorized into contexts. We present and test CONCAT, a connectionist model that simultaneously learns to categorize objects and contexts. The model contains two hierarchically organized CALM modules (Murre, Phaf, & Wolters, 1992). The first module, the Object Module, forms object representations based on co-occurrences (...)
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  • Similarity Judgment Within and Across Categories: A Comprehensive Model Comparison.Russell Richie & Sudeep Bhatia - 2021 - Cognitive Science 45 (8):e13030.
    Similarity is one of the most important relations humans perceive, arguably subserving category learning and categorization, generalization and discrimination, judgment and decision making, and other cognitive functions. Researchers have proposed a wide range of representations and metrics that could be at play in similarity judgment, yet have not comprehensively compared the power of these representations and metrics for predicting similarity within and across different semantic categories. We performed such a comparison by pairing nine prominent vector semantic representations with seven established (...)
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  • Lexical Organization and Competition in First and Second Languages: Computational and Neural Mechanisms.Ping Li - 2009 - Cognitive Science 33 (4):629-664.
    How does a child rapidly acquire and develop a structured mental organization for the vast number of words in the first years of life? How does a bilingual individual deal with the even more complicated task of learning and organizing two lexicons? It is only until recently have we started to examine the lexicon as a dynamical system with regard to its acquisition, representation, and organization. In this article, I outline a proposal based on our research that takes the dynamical (...)
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  • Can the humped animal's knee conceal its name? Commentary on: “The roles of shared vs. distinctive conceptual features in lexical access”.Maria Montefinese & David Vinson - 2015 - Frontiers in Psychology 6.
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