Identifying social norm violation in movie plots: from Borat to American Pie

IF 0.7 3区 文学 0 HUMANITIES, MULTIDISCIPLINARY Digital Scholarship in the Humanities Pub Date : 2023-10-05 DOI:10.1093/llc/fqad052
Yair Neuman, Yochai Cohen, Wenpeng Yin
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Abstract

Abstract The violation of social norms in TV and cinema is a well-known source of humor and catharsis, and researchers in digital humanities may benefit from the automatic identification of social norm violations. In this article, we introduce a novel methodology for identifying and analyzing the violation of social norms in textual data and illustrate it in the analysis of movie plots. The methodology leans on zero-shot classification, specifically relevant when massive, labeled datasets are unavailable. We test our methodology and provide researchers with (1) a theoretically grounded tool for screening textual data for social norm violation and with new datasets that include (2) 6,806 embarrassing situations from movie plots and their hypothesized violated norm and (3) 3,059 movie plots with their average embarrassment score.
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识别电影情节中违反社会规范的行为:从波拉特到美国派
电视和电影中对社会规范的违反是众所周知的幽默和宣泄的来源,数字人文学科的研究人员可能受益于对社会规范违反的自动识别。在本文中,我们介绍了一种识别和分析文本数据中违反社会规范的新方法,并在对电影情节的分析中加以说明。该方法依赖于零概率分类,特别是当大量标记数据集不可用时。我们测试了我们的方法,并为研究人员提供了(1)一个理论基础的工具,用于筛选违反社会规范的文本数据,并提供了新的数据集,其中包括(2)6,806个电影情节中的尴尬情境及其假设的违反规范;(3)3,059个电影情节及其平均尴尬得分。
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来源期刊
CiteScore
1.80
自引率
25.00%
发文量
78
期刊介绍: DSH or Digital Scholarship in the Humanities is an international, peer reviewed journal which publishes original contributions on all aspects of digital scholarship in the Humanities including, but not limited to, the field of what is currently called the Digital Humanities. Long and short papers report on theoretical, methodological, experimental, and applied research and include results of research projects, descriptions and evaluations of tools, techniques, and methodologies, and reports on work in progress. DSH also publishes reviews of books and resources. Digital Scholarship in the Humanities was previously known as Literary and Linguistic Computing.
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