Explaining the Comprehension-Production Vocabulary Gap through Neural Networks and Cross-Syndrome Evidence: Insights from Williams Syndrome
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| Title: | Explaining the Comprehension-Production Vocabulary Gap through Neural Networks and Cross-Syndrome Evidence: Insights from Williams Syndrome |
|---|---|
| Language: | English |
| Authors: | Dean D'Souza (ORCID |
| Source: | Developmental Science. 2026 29(2). |
| Availability: | Wiley. Available from: John Wiley & Sons, Inc. 111 River Street, Hoboken, NJ 07030. Tel: 800-835-6770; e-mail: cs-journals@wiley.com; Web site: https://www.wiley.com/en-us |
| Peer Reviewed: | Y |
| Page Count: | 12 |
| Publication Date: | 2026 |
| Document Type: | Journal Articles Reports - Research |
| Descriptors: | Genetic Disorders, Neurodevelopmental Disorders, Young Children, Receptive Language, Expressive Language, Comprehension, Developmental Delays, Vocabulary Development, Visual Perception, Cognitive Processes, Semantics |
| DOI: | 10.1111/desc.70115 |
| ISSN: | 1363-755X 1467-7687 |
| Abstract: | The comprehension-production vocabulary gap is a well-documented hallmark of language development; however, anecdotal evidence suggests that this asymmetry may be reduced in children with Williams syndrome (WS). Here, we use empirical data to characterise the comprehension-production gap and computational modelling to investigate potential mechanisms underlying this distinctive linguistic profile, focusing on children aged 7 months to 6 years. Using parental reports (Communicative Development Inventories), we measured the receptive and expressive vocabularies of children with WS (n = 67) and compared them to typically developing children (n = 1210) and cross-syndrome groups with Down syndrome (n = 27), and fragile X syndrome (n = 15). Results confirm that children with WS show a unique trajectory: alongside general delay, they exhibit a significantly reduced comprehension-production asymmetry not observed in other groups. To elucidate the potential origins of this phenomenon, we implemented a biologically inspired neural network--self-organising map (SOM)--to model early word learning and evaluate visual and auditory map representations. Our findings reveal that WS-like vocabulary patterns can emerge from selective difficulties in visual processing, leading to exemplar-based rather than prototype-based object representations. The model suggests that these visual processing challenges, consistent with known visuospatial difficulties in WS, may contribute to the atypical comprehension-production relationship, while broader processing constraints may underlie general delays. This study provides a mechanistic account of vocabulary development in WS, highlighting the role of visual constraints in shaping lexical outcomes. More broadly, it underscores the need to conceptualise language development as an interaction between sensory input and cognitive subsystems, explaining why the comprehension--production gap is not a uniform feature of language acquisition. |
| Abstractor: | As Provided |
| Entry Date: | 2026 |
| Accession Number: | EJ1498516 |
| Database: | ERIC |
| FullText | Text: Availability: 0 |
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| Header | DbId: eric DbLabel: ERIC An: EJ1498516 AccessLevel: 3 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Explaining the Comprehension-Production Vocabulary Gap through Neural Networks and Cross-Syndrome Evidence: Insights from Williams Syndrome – Name: Language Label: Language Group: Lang Data: English – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Dean+D'Souza%22">Dean D'Souza</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0002-3053-2484">0000-0002-3053-2484</externalLink>)<br /><searchLink fieldCode="AR" term="%22Hana+D'Souza%22">Hana D'Souza</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0001-8841-8644">0000-0001-8841-8644</externalLink>)<br /><searchLink fieldCode="AR" term="%22Julien+Mayor%22">Julien Mayor</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0001-9827-5421">0000-0001-9827-5421</externalLink>)<br /><searchLink fieldCode="AR" term="%22Ángel+Eugenio+Tovar%22">Ángel Eugenio Tovar</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0003-3669-5468">0000-0003-3669-5468</externalLink>) – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="SO" term="%22Developmental+Science%22"><i>Developmental Science</i></searchLink>. 2026 29(2). – Name: Avail Label: Availability Group: Avail Data: Wiley. Available from: John Wiley & Sons, Inc. 111 River Street, Hoboken, NJ 07030. Tel: 800-835-6770; e-mail: cs-journals@wiley.com; Web site: https://www.wiley.com/en-us – Name: PeerReviewed Label: Peer Reviewed Group: SrcInfo Data: Y – Name: Pages Label: Page Count Group: Src Data: 12 – Name: DatePubCY Label: Publication Date Group: Date Data: 2026 – Name: TypeDocument Label: Document Type Group: TypDoc Data: Journal Articles<br />Reports - Research – Name: Subject Label: Descriptors Group: Su Data: <searchLink fieldCode="DE" term="%22Genetic+Disorders%22">Genetic Disorders</searchLink><br /><searchLink fieldCode="DE" term="%22Neurodevelopmental+Disorders%22">Neurodevelopmental Disorders</searchLink><br /><searchLink fieldCode="DE" term="%22Young+Children%22">Young Children</searchLink><br /><searchLink fieldCode="DE" term="%22Receptive+Language%22">Receptive Language</searchLink><br /><searchLink fieldCode="DE" term="%22Expressive+Language%22">Expressive Language</searchLink><br /><searchLink fieldCode="DE" term="%22Comprehension%22">Comprehension</searchLink><br /><searchLink fieldCode="DE" term="%22Developmental+Delays%22">Developmental Delays</searchLink><br /><searchLink fieldCode="DE" term="%22Vocabulary+Development%22">Vocabulary Development</searchLink><br /><searchLink fieldCode="DE" term="%22Visual+Perception%22">Visual Perception</searchLink><br /><searchLink fieldCode="DE" term="%22Cognitive+Processes%22">Cognitive Processes</searchLink><br /><searchLink fieldCode="DE" term="%22Semantics%22">Semantics</searchLink> – Name: DOI Label: DOI Group: ID Data: 10.1111/desc.70115 – Name: ISSN Label: ISSN Group: ISSN Data: 1363-755X<br />1467-7687 – Name: Abstract Label: Abstract Group: Ab Data: The comprehension-production vocabulary gap is a well-documented hallmark of language development; however, anecdotal evidence suggests that this asymmetry may be reduced in children with Williams syndrome (WS). Here, we use empirical data to characterise the comprehension-production gap and computational modelling to investigate potential mechanisms underlying this distinctive linguistic profile, focusing on children aged 7 months to 6 years. Using parental reports (Communicative Development Inventories), we measured the receptive and expressive vocabularies of children with WS (n = 67) and compared them to typically developing children (n = 1210) and cross-syndrome groups with Down syndrome (n = 27), and fragile X syndrome (n = 15). Results confirm that children with WS show a unique trajectory: alongside general delay, they exhibit a significantly reduced comprehension-production asymmetry not observed in other groups. To elucidate the potential origins of this phenomenon, we implemented a biologically inspired neural network--self-organising map (SOM)--to model early word learning and evaluate visual and auditory map representations. Our findings reveal that WS-like vocabulary patterns can emerge from selective difficulties in visual processing, leading to exemplar-based rather than prototype-based object representations. The model suggests that these visual processing challenges, consistent with known visuospatial difficulties in WS, may contribute to the atypical comprehension-production relationship, while broader processing constraints may underlie general delays. This study provides a mechanistic account of vocabulary development in WS, highlighting the role of visual constraints in shaping lexical outcomes. More broadly, it underscores the need to conceptualise language development as an interaction between sensory input and cognitive subsystems, explaining why the comprehension--production gap is not a uniform feature of language acquisition. – Name: AbstractInfo Label: Abstractor Group: Ab Data: As Provided – Name: DateEntry Label: Entry Date Group: Date Data: 2026 – Name: AN Label: Accession Number Group: ID Data: EJ1498516 |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eric&AN=EJ1498516 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1111/desc.70115 Languages: – Text: English PhysicalDescription: Pagination: PageCount: 12 Subjects: – SubjectFull: Genetic Disorders Type: general – SubjectFull: Neurodevelopmental Disorders Type: general – SubjectFull: Young Children Type: general – SubjectFull: Receptive Language Type: general – SubjectFull: Expressive Language Type: general – SubjectFull: Comprehension Type: general – SubjectFull: Developmental Delays Type: general – SubjectFull: Vocabulary Development Type: general – SubjectFull: Visual Perception Type: general – SubjectFull: Cognitive Processes Type: general – SubjectFull: Semantics Type: general Titles: – TitleFull: Explaining the Comprehension-Production Vocabulary Gap through Neural Networks and Cross-Syndrome Evidence: Insights from Williams Syndrome Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Dean D'Souza – PersonEntity: Name: NameFull: Hana D'Souza – PersonEntity: Name: NameFull: Julien Mayor – PersonEntity: Name: NameFull: Ángel Eugenio Tovar IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 03 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 1363-755X – Type: issn-electronic Value: 1467-7687 Numbering: – Type: volume Value: 29 – Type: issue Value: 2 Titles: – TitleFull: Developmental Science Type: main |
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