Caregiver linguistic alignment to autistic and typically developing children: A natural language processing approach
Riccardo Fusaroli1, Ethan Weed2, Roberta Rocca2
1Department of Linguistics, Cognitive Science and Semiotics, School of Communication and Culture, Aarhus University, Jens Chr Skous vej 2, 8000 Aarhus, Denmark; Interacting Minds Center, School of Culture and Society, Aarhus University, Jens Chr Skous vej 4, 8000 Aarhus, Denmark; Linguistic Data Consortium, University of Pennsylvania, 3600 Market St, Suite 810, Philadelphia, PA 19104-2653, USA.
Background:
Language development is a highly interactive activity. However, most research on linguistic environment has focused on the quantity and complexity of linguistic input to children, with current models showing that complexity facilitates language in both typically developing (TD) and autistic children.
Aims:
After reviewing existing work on caregiver engagement of children's utterances, we aim to operationalize such engagement with automated measures of linguistic alignment, thereby providing scalable tools to assess caregivers' active reuse of their children's language. By assessing the presence of alignment, its sensitivity to the child's individual differences and how well it predicts language development beyond current models across the two groups, we showcase the usefulness of the approach and provide initial empirical foundations for further conceptual and empirical investigations.
Methods:
We measure lexical, syntactic and semantic types of caregiver alignment in a longitudinal corpus involving 32 adult-autistic child and 35 adult-TD child dyads, with children between 2 and 5 years of age. We assess the extent to which caregivers repeat their children's words, syntax, and semantics, and whether these repetitions predict language development beyond more standard predictors.
Results:
Caregivers tend to re-use their child's language in a way that is related to the child's individual, primarily linguistic, differences. Caregivers' alignment provides unique information improving our ability to predict future language development in both typical and autistic children.
Conclusions:
We provide evidence that language development also relies on interactive conversational processes, previously understudied. We share carefully detailed methods, and open-source scripts so as to systematically extend our approach to new contexts and languages.
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