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Reilly J, Shain C, Borghesani V, Kuhnke P, Vigliocco G, Peelle JE, Mahon BZ, Buxbaum LJ, Majid A, Brysbaert M, Borghi AM, De Deyne S, Dove G, Papeo L, Pexman PM, Poeppel D, Lupyan G, Boggio P, Hickok G, Gwilliams L, Fernandino L, Mirman D, Chrysikou EG, Sandberg CW, Crutch SJ, Pylkkänen L, Yee E, Jackson RL, Rodd JM, Bedny M, Connell L, Kiefer M, Kemmerer D, de Zubicaray G, Jefferies E, Lynott D, Siew CSQ, Desai RH, McRae K, Diaz MT, Bolognesi M, Fedorenko E, Kiran S, Montefinese M, Binder JR, Yap MJ, Hartwigsen G, Cantlon J, Bi Y, Hoffman P, Garcea FE, Vinson D. What we mean when we say semantic: Toward a multidisciplinary semantic glossary. Psychon Bull Rev 2024:10.3758/s13423-024-02556-7. [PMID: 39231896 DOI: 10.3758/s13423-024-02556-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/19/2024] [Indexed: 09/06/2024]
Abstract
Tulving characterized semantic memory as a vast repository of meaning that underlies language and many other cognitive processes. This perspective on lexical and conceptual knowledge galvanized a new era of research undertaken by numerous fields, each with their own idiosyncratic methods and terminology. For example, "concept" has different meanings in philosophy, linguistics, and psychology. As such, many fundamental constructs used to delineate semantic theories remain underspecified and/or opaque. Weak construct specificity is among the leading causes of the replication crisis now facing psychology and related fields. Term ambiguity hinders cross-disciplinary communication, falsifiability, and incremental theory-building. Numerous cognitive subdisciplines (e.g., vision, affective neuroscience) have recently addressed these limitations via the development of consensus-based guidelines and definitions. The project to follow represents our effort to produce a multidisciplinary semantic glossary consisting of succinct definitions, background, principled dissenting views, ratings of agreement, and subjective confidence for 17 target constructs (e.g., abstractness, abstraction, concreteness, concept, embodied cognition, event semantics, lexical-semantic, modality, representation, semantic control, semantic feature, simulation, semantic distance, semantic dimension). We discuss potential benefits and pitfalls (e.g., implicit bias, prescriptiveness) of these efforts to specify a common nomenclature that other researchers might index in specifying their own theoretical perspectives (e.g., They said X, but I mean Y).
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Affiliation(s)
| | - Cory Shain
- Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Philipp Kuhnke
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Leipzig University, Leipzig, Germany
| | | | | | | | - Laurel J Buxbaum
- Thomas Jefferson University, Moss Rehabilitation Research Institute, Elkins Park, PA, USA
| | | | | | | | | | - Guy Dove
- University of Louisville, Louisville, KY, USA
| | - Liuba Papeo
- Centre National de La Recherche Scientifique (CNRS), University Claude-Bernard Lyon, Lyon, France
| | | | | | | | - Paulo Boggio
- Universidade Presbiteriana Mackenzie, São Paulo, Brazil
| | | | | | | | | | | | | | | | | | - Eiling Yee
- University of Connecticut, Storrs, CT, USA
| | | | | | | | | | | | | | | | | | | | | | | | - Ken McRae
- Western University, London, ON, Canada
| | | | | | | | | | | | | | - Melvin J Yap
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- National University of Singapore, Singapore, Singapore
| | - Gesa Hartwigsen
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Leipzig University, Leipzig, Germany
| | | | - Yanchao Bi
- University of Edinburgh, Edinburgh, UK
- Beijing Normal University, Beijing, China
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Pulvermüller F. Neurobiological mechanisms for language, symbols and concepts: Clues from brain-constrained deep neural networks. Prog Neurobiol 2023; 230:102511. [PMID: 37482195 PMCID: PMC10518464 DOI: 10.1016/j.pneurobio.2023.102511] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Revised: 05/02/2023] [Accepted: 07/18/2023] [Indexed: 07/25/2023]
Abstract
Neural networks are successfully used to imitate and model cognitive processes. However, to provide clues about the neurobiological mechanisms enabling human cognition, these models need to mimic the structure and function of real brains. Brain-constrained networks differ from classic neural networks by implementing brain similarities at different scales, ranging from the micro- and mesoscopic levels of neuronal function, local neuronal links and circuit interaction to large-scale anatomical structure and between-area connectivity. This review shows how brain-constrained neural networks can be applied to study in silico the formation of mechanisms for symbol and concept processing and to work towards neurobiological explanations of specifically human cognitive abilities. These include verbal working memory and learning of large vocabularies of symbols, semantic binding carried by specific areas of cortex, attention focusing and modulation driven by symbol type, and the acquisition of concrete and abstract concepts partly influenced by symbols. Neuronal assembly activity in the networks is analyzed to deliver putative mechanistic correlates of higher cognitive processes and to develop candidate explanations founded in established neurobiological principles.
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Affiliation(s)
- Friedemann Pulvermüller
- Brain Language Laboratory, Department of Philosophy and Humanities, WE4, Freie Universität Berlin, 14195 Berlin, Germany; Berlin School of Mind and Brain, Humboldt Universität zu Berlin, 10099 Berlin, Germany; Einstein Center for Neurosciences Berlin, 10117 Berlin, Germany; Cluster of Excellence 'Matters of Activity', Humboldt Universität zu Berlin, 10099 Berlin, Germany.
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Benn Y, Ivanova AA, Clark O, Mineroff Z, Seikus C, Silva JS, Varley R, Fedorenko E. The language network is not engaged in object categorization. Cereb Cortex 2023; 33:10380-10400. [PMID: 37557910 PMCID: PMC10545444 DOI: 10.1093/cercor/bhad289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 07/12/2023] [Accepted: 07/13/2023] [Indexed: 08/11/2023] Open
Abstract
The relationship between language and thought is the subject of long-standing debate. One claim states that language facilitates categorization of objects based on a certain feature (e.g. color) through the use of category labels that reduce interference from other, irrelevant features. Therefore, language impairment is expected to affect categorization of items grouped by a single feature (low-dimensional categories, e.g. "Yellow Things") more than categorization of items that share many features (high-dimensional categories, e.g. "Animals"). To test this account, we conducted two behavioral studies with individuals with aphasia and an fMRI experiment with healthy adults. The aphasia studies showed that selective low-dimensional categorization impairment was present in some, but not all, individuals with severe anomia and was not characteristic of aphasia in general. fMRI results revealed little activity in language-responsive brain regions during both low- and high-dimensional categorization; instead, categorization recruited the domain-general multiple-demand network (involved in wide-ranging cognitive tasks). Combined, results demonstrate that the language system is not implicated in object categorization. Instead, selective low-dimensional categorization impairment might be caused by damage to brain regions responsible for cognitive control. Our work adds to the growing evidence of the dissociation between the language system and many cognitive tasks in adults.
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Affiliation(s)
- Yael Benn
- Department of Psychology, Manchester Metropolitan University, Manchester M15 6BH, United Kingdom
| | - Anna A Ivanova
- Brain and Cognitive Sciences Department, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
| | - Oliver Clark
- Department of Psychology, Manchester Metropolitan University, Manchester M15 6BH, United Kingdom
| | - Zachary Mineroff
- Brain and Cognitive Sciences Department, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
| | - Chloe Seikus
- Division of Psychology & Language Sciences, University College London, London WC1E 6BT, UK
| | - Jack Santos Silva
- Division of Psychology & Language Sciences, University College London, London WC1E 6BT, UK
| | - Rosemary Varley
- Division of Psychology & Language Sciences, University College London, London WC1E 6BT, UK
| | - Evelina Fedorenko
- Brain and Cognitive Sciences Department, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
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Embodiment and repeated exposure do not suffice for abstract concepts acquisition: evidence from tonal music cognition. PSYCHOLOGICAL RESEARCH 2023; 87:43-58. [PMID: 35254462 DOI: 10.1007/s00426-022-01662-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Research on abstract concepts (AC) suggests that while some AC are enacted indirectly and occasionally, others are largely grounded in our sensory-motor and affective experience, and the opportunities to enact them are countless, which would allow us to acquire them without supervision. From this, the following question arises: do embodiment and repeated exposure suffice to dispense with supervision in abstract concepts acquisition (ACA)? In the present study, this question was addressed in the context of tonal music cognition, which demands a high level of abstraction, and via musical materials that participants had frequently heard and sung. Specifically, highly trained, moderately trained, and untrained participants (24 each) were given 12 well-known melodic fragments ending on tones instantiating 6 different scale degrees (2 times each) and asked to group (round 1) or pair (round 2) those fragments whose last tone conveyed the same (or a similar enough) level of stability or rest. If embodiment and repeated exposure suffice for ACA, then one would expect a scale degree-based grouping strategy regardless of participants' training level. Results showed that only highly trained participants systematically grouped stimuli ending on the same scale degree, particularly in round 2; moderately trained participants' performance was mixed, and tonality's influence on untrained participants was negligible. Further, moderately trained and untrained participants performed inconsistently, discarding in round 2 almost all of the pairs formed in round 1. These findings are integrated with previous findings on the effect of language, affect, and category type on conceptualization to account for why and when ACA requires supervision.
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Borghi AM, Shaki S, Fischer MH. Abstract concepts: external influences, internal constraints, and methodological issues. PSYCHOLOGICAL RESEARCH 2022; 86:2370-2388. [PMID: 35788903 PMCID: PMC9674746 DOI: 10.1007/s00426-022-01698-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
There is a longstanding and widely held misconception about the relative remoteness of abstract concepts from concrete experiences. This review examines the current evidence for external influences and internal constraints on the processing, representation, and use of abstract concepts, like truth, friendship, and number. We highlight the theoretical benefit of distinguishing between grounded and embodied cognition and then ask which roles do perception, action, language, and social interaction play in acquiring, representing and using abstract concepts. By reviewing several studies, we show that they are, against the accepted definition, not detached from perception and action. Focussing on magnitude-related concepts, we also discuss evidence for cultural influences on abstract knowledge and explore how internal processes such as inner speech, metacognition, and inner bodily signals (interoception) influence the acquisition and retrieval of abstract knowledge. Finally, we discuss some methodological developments. Specifically, we focus on the importance of studies that investigate the time course of conceptual processing and we argue that, because of the paramount role of sociality for abstract concepts, new methods are necessary to study concepts in interactive situations. We conclude that bodily, linguistic, and social constraints provide important theoretical limitations for our theories of conceptual knowledge.
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Affiliation(s)
- Anna M Borghi
- Department of Dynamic and Clinical Psychology, and Health Studies, Sapienza University of Rome, 00185, Rome, Italy.
- Institute of Cognitive Sciences and Technologies, Italian National Research Council, 00185, Rome, Italy.
| | - Samuel Shaki
- Department of Behavioral Sciences, Ariel University, 44837, Ariel, Israel
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