Ramezani Aida, Liu Emmy, Lee Spike W S, Xu Yang
Department of Computer Science, University of Toronto, Toronto, ON M5S 3G4, Canada.
Language Technologies Institute, Carnegie Mellon University, Pittsburgh, PA 15213, USA.
PNAS Nexus. 2024 Aug 20;3(8):pgae278. doi: 10.1093/pnasnexus/pgae278. eCollection 2024 Aug.
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.
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命中的何时出现呢?先前的研究探讨了儿童期道德不同方面的概念发展。在此,我们提供一种通过词汇来研究道德基础发展出现情况的替代方法,即用于谈论道德基础的词汇。我们对年龄在1至6岁的英语儿童与其照顾者之间自然对话中五种道德基础(以美德和恶行两种形式)的语言提及进行大规模纵向分析。使用计算方法,我们收集了一个包含1371条人工标注道德话语的数据集,并自动标注了儿童与照顾者对话中约100万条话语。我们发现,在儿童期,用于表达个体化道德基础(即关爱/伤害、公平/欺骗)的词汇往往比用于表达约束性道德基础(即权威/颠覆、忠诚/背叛、纯洁/堕落)的词汇出现得更早且更频繁,并且用于表达关爱/伤害的词汇比其他基础的词汇出现频率高得多。我们发现儿童和照顾者在谈论公平、欺骗和堕落的频率上存在显著差异。此外,我们表明儿童话语中所包含的信息使计算模型能够预测超出儿童与照顾者对话范围的新情境中的道德判断。我们的研究提供了英语早期语言交流中道德基础词汇的大规模记录,并在道德语言发展与道德计算研究之间建立了新的联系。