Concepts, abstractness and inner speech
Open accessAbstract
We explore the role of inner speech (covert self-directed talk) during the acquisition and use of concepts differing in abstractness. Following Vygotsky, inner speech results from the internalization of linguistically mediated interactions that regulate cognition and behaviour. When we acquire and process abstract concepts, uncertainties about word meaning might lead us to search actively for their meaning. Inner speech might play a role in this searching process and be differentially involved in concept learning compared with use of known concepts. Importantly, inner speech comes in different varieties—e.g. it can be expanded or condensed (with the latter involving syntactic and semantic forms of abbreviation). Do we use inner speech differently with concepts varying in abstractness? Which kinds of inner speech do we preferentially use with different kinds of abstract concepts (e.g. emotions versus numbers)? What other features of inner speech, such as dialogicality, might facilitate our use of concepts varying in abstractness (by allowing us to monitor the limits of our knowledge in simulated social exchanges, through a process we term inner social metacognition)? In tackling these questions, we address the possibility that different varieties of inner speech are flexibly used during the acquisition of concepts and their everyday use. This article is part of the theme issue ‘Concepts in interaction: social engagement and inner experiences’.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
A further reason for the growth of interest in inner speech has been the recent wave of studies emphasizing the importance of language in shaping cognition.
“A further reason for the growth of interest in IS has been the recent wave of studies emphasizing the importance of language in shaping cognition [23][24][25][26].”
From Inner speech as language process and cognitive tool (2023) · cites this paper as [23]
The Introduction (‘Abstract concepts’ and ‘Mouth effector involvement’; page unavailable) describes language as important to conceptual processing, and the Introduction mentions recent advances in inner-speech research. The Conclusion says the paper starts from the assumption that language deeply impacts cognition. Our copy does not say that a recent wave of studies on language’s role in cognition caused interest in inner speech to grow. (LLM, conf=0.82)
Experimental — accuracy not yet measuredDevelopmentally, longer use of a pacifier slows down processing of abstract concepts at a later age.
“Developmentally, longer use of a pacifier slows down processing of abstract concepts at a later age [69].”
From Inner speech as language process and cognitive tool (2023) · cites this paper as [69]
The Introduction’s “Mouth effector involvement” section reports that studies of 6- and 8-year-olds suggested long-term pacifier use might affect later abstract-concept processing, yielding longer response times. The claim presents this tentative association as a definite slowing effect. (LLM, conf=0.85)
Experimental — accuracy not yet measuredInner speech can underpin social metacognition, a mechanism for preparing to interact with others to ask for information, understand what they intend, or negotiate concepts and word meanings.
“Similarly, IS can underpin social metacognition, a mechanism for preparing to interact with others to ask for information, understand what they intend (i.e., accessing the content of their concepts), or negotiate concepts and word meanings [23,67,71] (Figure 2).”
From Inner speech as language process and cognitive tool (2023) · cites this paper as [23]
In ‘Inner speech during conceptual use’ (page unavailable), the paper proposes that inner speech can prepare us to ask others to fill gaps in our knowledge, and describes dialogic inner speech as a form of ‘inner social metacognition.’ It does not say that this process helps us understand others’ intentions or negotiate concepts and word meanings with them. (LLM, conf=0.83)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Working Memory: Theories, Models, and Controversies
Baddeley, A. (2012) · Annual Review of Psychology · doi:10.1146/annurev-psych-120710-100422 · Cited by 4,271 · see citing works
Philosophical Transactions of the Royal Society B: biological sciences
Porter, J. R., & Semenov, M. A. (2026) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb · Cited by 2,913 · see citing works
Paivio, A. (1990) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195066661.001.0001 · Cited by 1,156 · see citing works
Changing concepts of working memory
Ma, W. J., Husain, M., & Bays, P. M. (2014) · Nature Neuroscience · doi:10.1038/nn.3655 · Cited by 1,127 · see citing works
The representation of abstract words: Why emotion matters.
Kousta, S. T., Vigliocco, G., Vinson, D., Andrews, M. W., & Campo, E. D. (2010) · Journal of Experimental Psychology General · doi:10.1037/a0021446 · Cited by 891 · see citing works
The Collected Works of L. S. Vygotsky
Rieber, R. W., & Carton, A. S. (1988) · Springer eBooks · doi:10.1007/978-1-4613-1655-8 · Cited by 889 · see citing works
Inner Speech: Development, Cognitive Functions, Phenomenology, and Neurobiology
Alderson-Day, B., & Fernyhough, C. (2015) · Psychological Bulletin · doi:10.1037/bul0000021 · Cited by 808 · see citing works
Self-citationDistinct Brain Systems for Processing Concrete and Abstract Concepts
Binder, J. R., Westbury, C. F., McKiernan, K. A., Possing, E. T., & Medler, D. A. (2005) · Journal of Cognitive Neuroscience · doi:10.1162/0898929054021102 · Cited by 643 · see citing works
Trust in Testimony: How Children Learn About Science and Religion
Harris, P. L., & Koenig, M. A. (2006) · Child Development · doi:10.1111/j.1467-8624.2006.00886.x · Cited by 529 · see citing works
Language, embodiment, and the cognitive niche
Clark, A. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.06.012 · Cited by 511 · see citing works
The challenge of abstract concepts.
Borghi, A. M., Binkofski, F., Castelfranchi, C., Cimatti, F., Scorolli, C., & Tummolini, L. (2017) · Psychological Bulletin · doi:10.1037/bul0000089 · Cited by 506 · see citing works
Self-citationThe Neural Representation of Abstract Words: The Role of Emotion
Vigliocco, G., Kousta, S. T., Rosa, P. A. D., Vinson, D., Tettamanti, M., Devlin, J. T., & Cappa, S. F. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht025 · Cited by 493 · see citing works
Abstraction in perceptual symbol systems
Barsalou, L. W. (2003) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2003.1319 · Cited by 442 · see citing works
Lynott, D., Connell, L., Brysbaert, M., Brand, J., & Carney, J. (2019) · Behavior Research Methods · doi:10.3758/s13428-019-01316-z · Cited by 371 · see citing works
Working Memory Deficits in Poor Comprehenders Reflect Underlying Language Impairments
Nation, K., Adams, J. W., Bowyer‐Crane, C., & Snowling, M. J. (1999) · Journal of Experimental Child Psychology · doi:10.1006/jecp.1999.2498 · Cited by 356 · see citing works
Imagination, Cognition, and Personality
Singer, J. L., & Kunzendorf, R. G. (2006) · PsycEXTRA Dataset · doi:10.1037/e529562007-001 · Cited by 349 · see citing works
Words as Social Tools: An Embodied View on Abstract Concepts
Borghi, A. M., & Binkofski, F. (2014) · SpringerBriefs in psychology · doi:10.1007/978-1-4614-9539-0 · Cited by 343 · see citing works
Self-citationConnell, L., & Lynott, D. (2012) · Cognition · doi:10.1016/j.cognition.2012.07.010 · Cited by 274 · see citing works
Words as social tools: language, sociality and inner grounding in abstract concepts
Borghi, A. M., Barca, L., Binkofski, F., Castelfranchi, C., Pezzulo, G., & Tummolini, L. (2019) · Physics of Life Reviews · doi:10.1016/j.plrev.2018.12.001 · Cited by 253 · see citing works
Self-citationPrivate speech on an executive task: relations with task difficulty and task performance
Fernyhough, C., & Fradley, E. (2005) · Cognitive Development · doi:10.1016/j.cogdev.2004.11.002 · Cited by 225 · see citing works
Self-citationMcCarthy-Jones, S., & Fernyhough, C. (2011) · Consciousness and Cognition · doi:10.1016/j.concog.2011.08.005 · Cited by 222 · see citing works
Self-citationInner speech slips exhibit lexical bias, but not the phonemic similarity effect
Oppenheim, G. M., & Dell, G. S. (2008) · Cognition · doi:10.1016/j.cognition.2007.02.006 · Cited by 216 · see citing works
Context availability and the recall of abstract and concrete words
Schwanenflugel, P. J., Akin, C. E., & Luh, W. (1992) · Memory & Cognition · doi:10.3758/bf03208259 · Cited by 215 · see citing works
Interoception: the forgotten modality in perceptual grounding of abstract and concrete concepts
Connell, L., Lynott, D., & Banks, B. (2018) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2017.0143 · Cited by 211 · see citing works
Varieties of abstract concepts and their multiple dimensions
Villani, C., Lugli, L., Liuzza, M. T., & Borghi, A. M. (2019) · Language and Cognition · doi:10.1017/langcog.2019.23 · Cited by 182 · see citing works
Self-citationThe Voices Within: The History and Science of How We Talk to Ourselves
Draaisma, D. (2016) · University of Groningen research database (University of Groningen / Centre for Information Technology) · Cited by 159 · see citing works
(2005) · Journal of Consciousness Studies · Cited by 157 · see citing works
Dreyer, F. R., & Friedemann Pulvermüller, A. (2017) · Cortex · doi:10.1016/j.cortex.2017.10.021 · Cited by 151 · see citing works
Thinking in Words: Language as an Embodied Medium of Thought
Dove, G. O. (2014) · Topics in Cognitive Science · doi:10.1111/tops.12102 · Cited by 149 · see citing works
Language is more abstract than you think, or, why aren't languages more iconic?
Lupyan, G., & Winter, B. (2018) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2017.0137 · Cited by 149 · see citing works
The Semantic Content of Abstract Concepts: A Property Listing Study of 296 Abstract Words
Harpaintner, M., Trumpp, N. M., & Kiefer, M. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01748 · Cited by 131 · see citing works
Manipulating Objects and Telling Words: A Study on Concrete and Abstract Words Acquisition
Borghi, A. M., Flumini, A., Cimatti, F., Marocco, ., & Scorolli, C. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00015 · Cited by 120 · see citing works
Self-citationAlderson-Day, B., Mitrenga, K., Wilkinson, S., McCarthy-Jones, S., & Fernyhough, C. (2018) · Consciousness and Cognition · doi:10.1016/j.concog.2018.07.001 · Cited by 116 · see citing works
Self-citationGregory, D. (2019) · Analysis · doi:10.1093/analys/anz096 · Cited by 113 · see citing works
Troche, J., Crutch, S. J., & Reilly, J. J. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01787 · Cited by 110 · see citing works
The multidimensionality of abstract concepts: A systematic review
Conca, F., Borsa, V. M., Cappa, S. F., & Catricalà, E. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.05.004 · Cited by 107 · see citing works
Crutch, S. J., Troche, J., Reilly, J. J., & Ridgway, G. R. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00186 · Cited by 99 · see citing works
A Future of Words: Language and the Challenge of Abstract Concepts
Borghi, A. M. (2020) · Journal of Cognition · doi:10.5334/joc.134 · Cited by 99 · see citing works
Self-citationFine-Grained Semantic Categorization across the Abstract and Concrete Domains
Ghio, M., Vaghi, M. M. S., & Tettamanti, M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0067090 · Cited by 95 · see citing works
The brain's conversation with itself: neural substrates of dialogic inner speech
Alderson-Day, B., Weis, S., McCarthy-Jones, S., Moseley, P., Smailes, D., & Fernyhough, C. (2016) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsv094 · Cited by 94 · see citing works
Self-citationSensorimotor and interoceptive dimensions in concrete and abstract concepts
Villani, C., Lugli, L., Liuzza, M. T., Nicoletti, R., & Borghi, A. M. (2020) · Journal of Memory and Language · doi:10.1016/j.jml.2020.104173 · Cited by 91 · see citing works
Self-citation(2018) · Oxford University Press eBooks · doi:10.1093/oso/9780198796640.001.0001 · Cited by 90 · see citing works
Metacognition and abstract concepts
Shea, N. J. (2018) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2017.0133 · Cited by 86 · see citing works
Abstract concepts, language and sociality: from acquisition to inner speech
Borghi, A. M., Barca, L., Binkofski, F., & Tummolini, L. (2018) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2017.0134 · Cited by 85 · see citing works
Self-citationMore than a scaffold: Language is a neuroenhancement
Dove, G. O. (2019) · Cognitive Neuropsychology · doi:10.1080/02643294.2019.1637338 · Cited by 79 · see citing works
Mode of acquisition of word meanings: The viability of a theoretical construct
Wauters, L., Tellings, A., van Bon, W. H. J., & van Haaften, A. W. (2003) · Applied Psycholinguistics · doi:10.1017/s0142716403000201 · Cited by 79 · see citing works
Beyond human nature : how culture and experience shape our lives
PRINZ, J. J. (2012) · Cited by 72 · see citing works
Pacifier Overuse and Conceptual Relations of Abstract and Emotional Concepts
Barca, L., Mazzuca, C., & Borghi, A. M. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.02014 · Cited by 71 · see citing works
Self-citationConcepts for which we need others more: the case of abstract concepts
Borghi, A. M. (2022) · Current Directions in Psychological Science · doi:10.1177/09637214221079625 · Cited by 68 · see citing works
Self-citationEffects of Emotional Experience for Abstract Words in the Stroop Task
Siakaluk, P. D., Knol, N., & Pexman, P. M. (2014) · Cognitive Science · doi:10.1111/cogs.12137 · Cited by 63 · see citing works
The left inferior frontal gyrus: A neural crossroads between abstract and concrete knowledge
Rosa, P. A. D., Catricalà, E., Canini, M., Vigliocco, G., & Cappa, S. F. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.04.021 · Cited by 63 · see citing works
Metaphoric extension, relational categories, and abstraction
Gentner, D., & Asmuth, J. (2017) · Language Cognition and Neuroscience · doi:10.1080/23273798.2017.1410560 · Cited by 57 · see citing works
Imaginary companions, inner speech, and auditory verbal hallucinations: what are the relations?
Fernyhough, C., Watson, A., Bernini, M., Moseley, P., & Alderson-Day, B. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01665 · Cited by 56 · see citing works
Self-citationFrom ‘external speech’ to ‘inner speech’ in Vygotsky: A critical appraisal and fresh perspectives
Jones, P. E. (2009) · Language & Communication · doi:10.1016/j.langcom.2008.12.003 · Cited by 55 · see citing works
Development of Abstract Word Knowledge
Reggin, L., Muraki, E. J., & Pexman, P. M. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.686478 · Cited by 50 · see citing works
Lievers, F. S., Bolognesi, M., & Winter, B. (2021) · Cognitive Linguistics · doi:10.1515/cog-2021-0007 · Cited by 48 · see citing works
Overusing the pacifier during infancy sets a footprint on abstract words processing
BARCA, L., MAZZUCA, C., & BORGHI, A. M. (2020) · Journal of Child Language · doi:10.1017/s0305000920000070 · Cited by 48 · see citing works
Self-citationBeliefs of children and adults in religious and scientific phenomena
Harris, P. L., & Corriveau, K. H. (2020) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2020.08.003 · Cited by 47 · see citing works
From Affordances to Abstract Words: The Flexibility of Sensorimotor Grounding
Mazzuca, C., Fini, C., Michalland, A. H., Falcinelli, I., Rold, F. D., Tummolini, L., & Borghi, A. M. (2021) · Brain Sciences · doi:10.3390/brainsci11101304 · Cited by 44 · see citing works
Self-citationArticulatory suppression delays processing of abstract words: the role of inner speech
Fini, C., Zannino, G. D., Orsoni, M., Carlesimo, G. A., Benassi, M., & Borghi, A. M. (2022) · Quarterly Journal of Experimental Psychology · doi:10.1177/17470218211053623 · Cited by 41 · see citing works
Self-citationAbstract and concrete concepts in conversation
Villani, C., Orsoni, M., Lugli, L., Benassi, M., & Borghi, A. M. (2022) · Scientific Reports · doi:10.1038/s41598-022-20785-5 · Cited by 37 · see citing works
Self-citationMazzuca, C., Falcinelli, I., Michalland, A.-H., Tummolini, L., & Borghi, A. M. (2022) · Psychological Research · doi:10.1007/s00426-021-01633-z · Cited by 35 · see citing works
Self-citationA computational model of language functions in flexible goal-directed behaviour
Granato, G., Borghi, A. M., & Baldassarre, G. (2020) · Scientific Reports · doi:10.1038/s41598-020-78252-y · Cited by 34 · see citing works
Self-citationLearning abstract words and concepts: insights from developmental language disorder
Ponari, M., Norbury, C., Rotaru, A. S., Lenci, A., & Vigliocco, G. (2018) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2017.0140 · Cited by 28 · see citing works
Mechanisms of alignment: shared control, social cognition and metacognition
Gandolfi, G., Pickering, M. J., & Garrod, S. (2022) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2021.0362 · Cited by 27 · see citing works
Can we decode phonetic features in inner speech using surface electromyography?
Nalborczyk, L., Grandchamp, R., Koster, E. H. W., Perrone-Bertolotti, M., & Lœvenbruck, H. (2020) · PLOS ONE · doi:10.1371/journal.pone.0233282 · Cited by 24 · see citing works
Korba, R. (1990) · Perceptual and Motor Skills · doi:10.2466/pms.1990.71.3.1043 · Cited by 20 · see citing works
Deamer, F. (2021) · Review of Philosophy and Psychology · doi:10.1007/s13164-020-00487-5 · Cited by 16 · see citing works
Inter-participant consistency of language-processing networks during abstract thoughts
Berkovich‐Ohana, A., Noy, N., Harel, M., Furman‐Haran, E., Arieli, A., & Malach, R. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116626 · Cited by 13 · see citing works
The Self-Reflective Functions of Inner Speech
Morin, A. (2018) · Oxford Scholarship Online · doi:10.1093/oso/9780198796640.003.0012 · Cited by 12 · see citing works
When Inner Speech and Imagined Interactions Meet
Morin, A. (2019) · Imagination Cognition and Personality · doi:10.1177/0276236619864276 · Cited by 11 · see citing works
Petersen‐Brown, S., & Burns, M. K. (2018) · School Psychology · doi:10.1037/spq0000294 · Cited by 7 · see citing works
Flagged first, then by citations
1 of the 73 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [28]Vygotsky LS. 1987 The collected works of LS Vygotsky, vol. 1, pp. 39- 285. New York, NY: Springer.
Cited by
Sorted by citations
Inner speech as language process and cognitive tool
Fernyhough, C., & Borghi, A. M. (2023) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2023.08.014 · Cited by 101 · see citing works
“IS has been proposed to support inner social metacognition, an internal monitoring mechanism through which people interact with themselves dialogically to access an abstract concept and find a possible word meaning [70].”
BackgroundSelf-citationWhat we mean when we say semantic: Toward a multidisciplinary semantic glossary
Reilly, J. J., Shain, C., Borghesani, V., Kuhnke, P., Vigliocco, G., Peelle, J. E., Mahon, B. Z., Buxbaum, L. J., Majid, A., Brysbaert, M., et al. (2024) · Psychonomic Bulletin & Review · doi:10.3758/s13423-024-02556-7 · Cited by 105 · see citing works
Self-citationConcepts for which we need others more: the case of abstract concepts
Borghi, A. M. (2022) · Current Directions in Psychological Science · doi:10.1177/09637214221079625 · Cited by 68 · see citing works
Self-citationRethinking the role of language in embodied cognition
Dove, G. O. (2022) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2021.0375 · Cited by 48 · see citing works
Mapping semantic space: Exploring the higher-order structure of word meaning
Diveica, V., Muraki, E. J., Binney, R. J., & Pexman, P. M. (2024) · Cognition · doi:10.1016/j.cognition.2024.105794 · Cited by 30 · see citing works
The social roots of self development: from a bodily to an intellectual interpersonal dialogue
Fini, C., Bardi, L., Bolis, D., Fusaro, M., Lisi, M. P., Michalland, A. H., & Era, V. (2023) · Psychological Research · doi:10.1007/s00426-022-01785-6 · Cited by 19 · see citing works
Trumpp, N. M., Ulrich, M., & Kiefer, M. (2024) · NeuroImage · doi:10.1016/j.neuroimage.2024.120539 · Cited by 20 · see citing works
Concepts in interaction: social engagement and inner experiences
Borghi, A. M., Osińska, A., Roepstorff, A., & Rączaszek‐Leonardi, J. (2022) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2021.0351 · Cited by 19 · see citing works
Self-citationWhat We Mean When We Say Semantic: A multidiscilpinary semantic glossaryPreprint
Reilly, J. J., Shain, C., Borghesani, V., Kuhnke, P., Vigliocco, G., Peelle, J. E., Mahon, B. Z., Buxbaum, L. J., Majid, A., Brysbaert, M., et al. (2023) · doi:10.31234/osf.io/xrnb2 · Cited by 19 · see citing works
Self-citationThe role of social interaction in the formation and use of abstract concepts
Borghi, A. M., Mazzuca, C., & Tummolini, L. (2025) · Nature Reviews Psychology · doi:10.1038/s44159-025-00451-z · Cited by 21 · see citing works
Self-citationThe sound of thought: Form matters–The prosody of inner speech
Kreiner, H., & Eviatar, Z. (2024) · Physics of Life Reviews · doi:10.1016/j.plrev.2024.10.006 · Cited by 13 · see citing works
Contrasting the organization of concrete and abstract word meanings
Diveica, V., Muraki, E. J., Binney, R. J., & Pexman, P. M. (2025) · Psychonomic Bulletin & Review · doi:10.3758/s13423-025-02671-z · Cited by 9 · see citing works
Dahò, M., & Monzani, D. (2025) · Cognitive Neuropsychology · doi:10.1080/02643294.2025.2527983 · Cited by 10 · see citing works
A computational model of inner speech supporting flexible goal-directed behaviour in autism
Granato, G., Borghi, A. M., Mattera, A., & Baldassarre, G. (2022) · Scientific Reports · doi:10.1038/s41598-022-18445-9 · Cited by 8 · see citing works
Self-citationPan, Y., Kim, H., Huang, Y.-P., Hwang, G., & Tu, Y. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-13284-9 · Cited by 8 · see citing works
Fini, C., Era, V., Cuomo, G., Falcinelli, I., Gervasi, A. M., Candidi, M., Mazzuca, C., Liuzza, M. T., Winter, B., & Borghi, A. M. (2025) · Heliyon · doi:10.1016/j.heliyon.2025.e42526 · Cited by 8 · see citing works
Self-citationWords as social tools (WAT): A reprise
Mazzuca, C., Fini, C., Livio, C. D., Falcinelli, I., Maggio, F., Tummolini, L., & Borghi, A. M. (2024) · Physics of Life Reviews · doi:10.1016/j.plrev.2024.12.011 · Cited by 6 · see citing works
Self-citationGranato, G., Costanzo, R., Borghi, A. M., Mattera, A., Carruthers, S. P., Rossell, S. L., & Baldassarre, G. (2025) · Scientific Reports · doi:10.1038/s41598-025-89555-3 · Cited by 5 · see citing works
Self-citationThe multidimensionality, variability and flexibility of concepts: Opening editorial
Diveica, V., Muraki, E. J., Binney, R. J., & Pexman, P. M. (2025) · Cortex · doi:10.1016/j.cortex.2025.05.011 · Cited by 5 · see citing works
Grounded Cognition Entails Linguistic Relativity: Response to Commentators
Kemmerer, D. L. (2023) · Topics in Cognitive Science · doi:10.1111/tops.12687 · Cited by 5 · see citing works
Language as a cognitive and social tool at the time of large language models
Borghi, A. M., Livio, C. D., Gervasi, A. M., Mannella, F., Nolfi, S., & Tummolini, L. (2024) · Journal of Cultural Cognitive Science · doi:10.1007/s41809-024-00152-8 · Cited by 6 · see citing works
Self-citationLanguage is a Source of Grounding and a Mode of Action
Dove, G. (2023) · Topics in Cognitive Science · doi:10.1111/tops.12665 · Cited by 4 · see citing works
Inner Speech Decoding: A Comprehensive Review
Almufareh, M. F., Kausar, S., Humayun, M., Tehsin, S., & Farooq, A. (2025) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.70016 · Cited by 4 · see citing works
Barca, L., Diana, S., Duarte, D. C., Porciello, G., & Borghi, A. M. (2026) · Psychological Research · doi:10.1007/s00426-025-02155-8 · Cited by 4 · see citing works
Self-citationRold, F. D., Mazzuca, C., Witkowski, O., Ghandhari, M., Fdez, J., Fini, C., & Borghi, A. M. (2023) · doi:10.31234/osf.io/rnkzm · Cited by 4 · see citing works
Self-citationSpatio-temporal activity of brain electrical sources during processing of abstract social concepts
Trumpp, N. M., & Kiefer, M. (2025) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsaf078 · Cited by 3 · see citing works
Анатольевна, С. О., Truevtsev, D. V., & Zhirnova, O. V. (2023) · Counseling Psychology and Psychotherapy · doi:10.17759/cpp.2023310405 · Cited by 3 · see citing works
The Role of Mindfulness Therapy in the Treatment of Chronic Pain
Biao, D., Umoh, K., Qiguang, C., Xiaole, W., Ting, F., Yuqian, Y., Jinchao, Z., & Fushui, L. (2024) · Current Pain and Headache Reports · doi:10.1007/s11916-024-01284-w · Cited by 3 · see citing works
How Do We Learn and Why Do We Use Abstract Concepts and Words
Borghi, A. M., Falcinelli, I., Fini, C., Gervasi, A. M., & Mazzuca, C. (2023) · Frontiers for Young Minds · doi:10.3389/frym.2023.1138574 · Cited by 3 · see citing works
Self-citationPsychotic Experiences Questionnaire. Part 1
Анатольевна, С. О., Truevtsev, D. V., & Zhirnova, O. V. (2024) · Neurology Bulletin · doi:10.17816/nb623959 · Cited by 3 · see citing works
Wayward associations: When and why people think of similar-sounding words
Haslett, D. A., & Cai, Z. G. (2024) · Journal of Memory and Language · doi:10.1016/j.jml.2024.104537 · Cited by 3 · see citing works
A social route to abstractnessPreprint
Borghi, A. M., Mazzuca, C., & Tummolini, L. (2024) · doi:10.31234/osf.io/v6t95 · Cited by 2 · see citing works
Self-citationPsychotic Experiences Questionnaire. Part 2
Анатольевна, С. О., Truevtsev, D. V., & Zhirnova, O. V. (2024) · Neurology Bulletin · doi:10.17816/nb632357 · Cited by 1 · see citing works
Observing Inner Speech in Meaning-Making Through Visual Artistic Texts
Fadeev, A., Kozicki, A., & Tomson, K. (2025) · Numanities - arts and humanities in progress · doi:10.1007/978-3-031-95999-8_18 · Cited by 1 · see citing works
Evidence of Embodiment-based changes in older Adult Language
Costello, M. C., MacCormack, J. K., Paek, E. J., Jalloh, U., & Borghi, A. M. (2025) · Psychological Research · doi:10.1007/s00426-025-02173-6 · Cited by 1 · see citing works
Self-citationEditorial: Physical and psychological proximity in humans: From the body to the mind and vice-versa
Fini, C., Bolis, D., Moreau, Q., & Era, V. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1113851 · Cited by 1 · see citing works
Granato, G., Costanzo, R., Borghi, A. M., Mattera, A., Carruthers, S. P., Rossell, S. L., & Baldassarre, G. (2023) · Research Square · doi:10.21203/rs.3.rs-3611379/v1 · Cited by 1 · see citing works
Self-citationАнатольевна, С. О., Truevtsev, D. V., & Zhirnova, O. V. (2024) · Counseling Psychology and Psychotherapy · doi:10.17759/cpp.2024320402
Representational Shifts in Children Aged 6 to 9
Котов, А. А., Kotova, T. N., & Afonin, M. D. (2025) · Cultural-Historical Psychology · doi:10.17759/chp.2025210106
Friedrich, J., & Fischer, M. H. (2026) · Minds and Machines · doi:10.1007/s11023-026-09773-0 · Cited by 2 · see citing works
A Systematic Review of Relationships Between Self-Directed Speech and Self-Processes
Morin, A., & Sterling, C. (2026) · International Journal of Cognitive Sciences · doi:10.3390/ijcs2030018
Everyday Uses of Inner Speech Among Middle‐ and Older‐Aged Adults
Fama, M. E. (2026) · Applied Cognitive Psychology · doi:10.1002/acp.70245
Mateus-Moreno, A., Guirado-Moreno, J. L., Penadés, R. L., Aguilar-Mediavilla, E. M., & Adrover‐Roig, D. (2026) · Child Development · doi:10.1093/chidev/aacag141
Caravaglios, G., Caravaglios, L., Vestini, M. A., Maria, G. D., & Muscoso, E. G. (2026) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2026.113459
- Authors
- Borghi, A. M., & Fernyhough, C.
- Affiliations
- National Research Council (IT)
- Durham University (GB)
- Corresponding author
- Borghi, Anna M.
- Fernyhough, Charles
- Venue
- Philosophical Transactions of the Royal Society B
- Publisher
- The Royal Society
- Published
- 2022-12-26
- Volume
- 378
- Issue
- 1870
- Pages
- 20210371-20210371
- ISSN
- 0962-8436 (ISSN-L)
- 1471-2970
- PMC
- PMC9791492
- OpenAlex
- W4312143872
- Cited by
- 45
- References
- 73
- Citations by year
- 2026: 7 · 2025: 11 · 2024: 13 · 2023: 10 · 2022: 4
- FWCI
- 1.42
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Philosophical Transactions of the Royal Society B Biological Sciences (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Durham Research Online (Durham University) (submittedVersion, cc-by)
- IRIS Research product catalog (Sapienza University of Rome) (submittedVersion)
- IRIS Research product catalog (Sapienza University of Rome) (submittedVersion, cc-by)
- OSF Preprints (OSF Preprints) (submittedVersion)
- OSF Preprints (OSF Preprints) (submittedVersion, cc-by)
- Funders
- 1) TRAINCREASE: From social interaction to abstract concepts and words: towards human centered technology development; 2) WELLCOME TRUST grant (TRAINCREASE, grant n.952324, Wellcome Trust grant, WT108720)
- Topics
- Social Sciences › Psychology › Social Psychology › Social Representations and Identity
- Social Sciences › Psychology › Developmental and Educational Psychology › Psychology of Development and Education
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Categorization, perception, and language
- Keywords
- inner speech, abstract concepts, concept learning, concept use, dialogicity, metacognition, emotions, numbers, Vygotsky
- MeSH terms
- Metacognition, Cognition, Concept Formation, Emotions, Speech
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review