在大型语言群体中识别和预测刻板印象的变化:72个群体,115年 (1900-2015年) 和四个文本来源
Tessa E S Charlesworth1, Nishanth Sanjeev2, Mark L Hatzenbuehler1
1Department of Psychology, Harvard University.
Journal of personality and social psychology
|August 24, 2023
概括
刻板印象显示明显内容中适度至大变化,但在115年内稳定潜伏结构. 群体间的刻板印象变化的变化与语言和社会因素有关,为历史刻板印象动态提供了洞察力.
科学领域:
- 社会心理学 社会心理学
- 计算语言学 计算语言学
- 文化进化 文化进化
背景情况:
- 刻板印象是社会认知的基础,但随着时间的推移,它们呈现出动态变化.
- 了解刻板印象的稳定性和变化性对于社会凝聚力和公平性至关重要.
- 以前的研究缺乏对刻板印象内容和结构的大规模纵向分析.
研究的目的:
- 为了研究115年来不同群体的明显和隐藏的刻板印象的变化和稳定性.
- 检查不同社会群体中刻板印象变化的变化.
- 识别语言和社会相关性,预测刻板印象的变化和稳定性.
主要方法:
- 利用自然语言处理 (词嵌入) 在四个大型的英语文本体上,跨越了115年.
- 分析了明显的刻板印象内容 (顶部关联的特征) 和潜在的结构 (特征嵌入,价值,温暖,能力).
- 在72个不同的群体中量化刻板印象的变化,稳定性和一致性.
主要成果:
- 群体刻板印象表现出明显内容的显著变化,但潜伏结构的相对稳定.
- 在72个研究组中观察到变化和稳定性的实质性变化.
- 语言因素 (提及频率) 和社会因素 (群体类型,例如社会人口统计学) 预测了刻板印象的变化.
结论:
- 显而易见和隐藏的刻板印象变化之间的分离表明,尽管表现方式发生了变化,但后果是持久的.
- 刻板印象的变化不是统一的;特定的群体特征影响历史转变的速度和性质.
- 调查结果为推动历史刻板印象演变的因素提供了定量证据,为干预和社会理解提供了信息.
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