Quantifying the emergence of moral foundational lexicon in child language development.

child development computational analysis language moral emergence morality

Journal

PNAS nexus
ISSN: 2752-6542
Titre abrégé: PNAS Nexus
Pays: England
ID NLM: 9918367777906676

Informations de publication

Date de publication:
Aug 2024
Historique:
received: 07 11 2023
accepted: 30 06 2024
medline: 21 8 2024
pubmed: 21 8 2024
entrez: 21 8 2024
Statut: epublish

Résumé

Theorists have argued that morality builds on several core modular foundations. When do different moral foundations emerge in life? Prior work has explored the conceptual development of different aspects of morality in childhood. Here, we offer an alternative approach to investigate the developmental emergence of moral foundations through the lexicon, namely the words used to talk about moral foundations. We develop a large-scale longitudinal analysis of the linguistic mentions of five moral foundations (in both virtuous and vicious forms) in naturalistic speech between English-speaking children with ages ranging from 1 to 6 and their caretakers. Using computational methods, we collect a dataset of 1,371 human-annotated moral utterances and automatically annotate around one million utterances in child-caretaker conversations. We discover that in childhood, words for expressing the individualizing moral foundations (i.e. Care/Harm, Fairness/Cheating) tend to emerge earlier and more frequently than words for expressing the binding moral foundations (i.e. Authority/Subversion, Loyalty/Betrayal, Purity/Degradation), and words for Care/Harm are expressed substantially more often than the other foundations. We find significant differences between children and caretakers in how often they talk about Fairness, Cheating, and Degradation. Furthermore, we show that the information embedded in childhood speech allows computational models to predict moral judgment of novel scenarios beyond the scope of child-caretaker conversations. Our work provides a large-scale documentation of the moral foundational lexicon in early linguistic communication in English and forges a new link between moral language development and computational studies of morality.

Identifiants

pubmed: 39166099
doi: 10.1093/pnasnexus/pgae278
pii: pgae278
pmc: PMC11334335
doi:

Types de publication

Journal Article

Langues

eng

Pagination

pgae278

Informations de copyright

© The Author(s) 2024. Published by Oxford University Press on behalf of National Academy of Sciences.

Auteurs

Aida Ramezani (A)

Department of Computer Science, University of Toronto, Toronto, ON M5S 3G4, Canada.

Emmy Liu (E)

Language Technologies Institute, Carnegie Mellon University, Pittsburgh, PA 15213, USA.

Spike W S Lee (SWS)

Rotman School of Management, University of Toronto, Toronto, ON M5S 3E6, Canada.
Department of Psychology, University of Toronto, Toronto, ON M5S 3G3, Canada.

Yang Xu (Y)

Department of Computer Science, University of Toronto, Toronto, ON M5S 3G4, Canada.
Cognitive Science Program, University of Toronto, Toronto, ON M5S 3H7, Canada.

Classifications MeSH