自然语言显示,政治党派在政治问题上比党派身份更有情感一致
Nakwon Rim1,2, Joshua Conrad Jackson3, Marc G Berman4,5
1Department of Psychology, University of Chicago, Chicago, IL, USA. nwrim@uchicago.edu.
Communications psychology
|February 26, 2026
概括
政治分歧是由身份和问题的分歧驱动的. 情感两极分化围绕党派身份比围绕政治问题更强,这表明以问题为中心的对话可以弥合分歧.
科学领域:
- 政治科学 政治科学是指政治学.
- 计算社会科学 计算社会科学
- 心理学 心理学 心理学
背景情况:
- 情感的两极分化,对立的政治团体之间的不喜欢,是一个重大的全球性问题.
- 现有的研究往往强调党派身份是政治分裂的主要驱动力.
- 政治分歧也可能源于对特定政治问题的不同情感反应.
研究的目的:
- 为了比较围绕党派身份与政治问题的情感对齐程度.
- 调查在问题上的情感分歧是否比在身份上更明显.
- 确定减少情感两极分化的潜在途径.
主要方法:
- 分析了来自党派的Reddit社区使用词嵌入的约3亿条评论.
- 分析了大约700万篇来自党派新闻媒体的文章,使用词嵌入.
- 使用大型语言模型进行验证,以评估身份的价值,并在上下文中发布单词.
主要成果:
- 在两种数据集中,情感对齐在政治问题上总是比在党派身份上更大.
- 使用大型语言模型的情境敏感方法证实了与身份相比,在问题上更强烈的情感协议.
- 关于政治问题的情感分歧比对立党派之间的敌意要少.
结论:
- 政治两极化受到基于身份和基于问题的情感分歧的影响.
- 基于问题的情感一致性比基于身份的一致性更强,表明跨党派理解的潜力.
- 以问题为中心的对话为缓解情感两极分化和促进和解提供了一个有希望的战略.
相关概念视频
Group Polarization
39.3K
Group polarization is the strengthening of an original group attitude following the discussion of views within a group (Teger & Pruitt, 1967). That is, if a group initially favors a viewpoint, after discussion the group consensus is likely a stronger endorsement of the viewpoint. Conversely, if the group was initially opposed to a viewpoint, group discussion would likely lead to stronger opposition.
39.3K
Lateralization
1.1K
Brain lateralization refers to the division of mental processes and functions between the two hemispheres of the brain, a phenomenon that optimizes neural efficiency and underpins complex abilities in humans. This specialization allows each hemisphere to perform tasks where it has a comparative advantage, facilitating more refined cognitive capabilities across different domains.
1.1K
Attitudes
33.4K
Attitude is our evaluation of a person, an idea, or an object. We have attitudes for many things ranging from products that we might pick up in the supermarket to people around the world to political policies. Typically, attitudes are favorable or unfavorable: positive or negative (Eagly & Chaiken, 1993). And, they have three components: an affective component (feelings), a behavioral component (the effect of the attitude on behavior), and a cognitive component (belief and knowledge;...
33.4K
Social Identity
381
Social identity constitutes a significant aspect of an individual’s self-concept, shaped by membership in various social groups, including gender, nationality, ethnicity, sexual orientation, and political affiliation. Individuals associate specific traits with particular social groups, leading to internalization of these traits. For example, musicians are often perceived as creative, while women are frequently associated with nurturing tendencies. Once individuals identify with a...
381
In- and Out-Groups
43.9K
People all belong to a gender, race, age, and social economic group. These groups provide a powerful source of our identity and self-esteem (Tajfel & Turner, 1979) and serve as our in-groups. An in-group is a group that we identify with or see ourselves as belonging to.
43.9K
Stereotypes, Prejudice, and Discrimination
95.8K
Humans are very diverse and although we share many similarities, we also have many differences. The social groups we belong to help form our identities (Tajfel, 1974). These differences may be difficult for some people to reconcile, which may lead to prejudice toward people who are different. Prejudice is a negative attitude and feeling toward an individual based solely on one’s membership in a particular social group (Allport, 1954; Brown, 2010). Prejudice is common against people who...
95.8K


