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

IF 2.2 Q2 MULTIDISCIPLINARY SCIENCES PNAS nexus Pub Date : 2024-08-20 eCollection Date: 2024-08-01 DOI:10.1093/pnasnexus/pgae278
Aida Ramezani, Emmy Liu, Spike W S Lee, Yang Xu
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Abstract

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.

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量化儿童语言发展过程中道德基础词汇的出现。
理论家们认为,道德建立在几个核心模块基础之上。不同的道德基础在生活中何时出现?之前的研究探讨了童年时期道德不同方面的概念发展。在此,我们提供了另一种方法,即通过词汇(即用于谈论道德基础的词汇)来研究道德基础的发展过程。我们对 1 到 6 岁的英语儿童和他们的看护人在自然言语中提到的五种道德基础(良性和恶性形式)进行了大规模的纵向分析。我们使用计算方法收集了 1,371 个由人类注释的道德语句数据集,并自动注释了儿童与看护人对话中的约一百万个语句。我们发现,在儿童时期,表达个性化道德基础(即关爱/伤害、公平/作弊)的词语往往比表达约束性道德基础(即权威/颠覆、忠诚/背叛、纯洁/堕落)的词语出现得更早更频繁,而且表达关爱/伤害的词语比表达其他道德基础的词语要多得多。我们发现,在谈论 "公平"、"欺骗 "和 "堕落 "的频率上,儿童和看护人之间存在明显差异。此外,我们还发现,儿童话语中蕴含的信息允许计算模型预测儿童与看护人对话范围之外的新情景的道德判断。我们的研究为英语早期语言交流中的道德基础词汇提供了大规模的记录,并在道德语言发展和道德计算研究之间建立了新的联系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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