论文标题

并非所有亚洲人都是一样的:在社交媒体中识别反亚洲种族主义的一种分类方法

Not All Asians are the Same: A Disaggregated Approach to Identifying Anti-Asian Racism in Social Media

论文作者

Wu, Fan, Lakhanpal, Sanyam, Li, Qian, Lee, Kookjin, Kim, Doowon, Chae, Heewon, Kwon, Hazel K.

论文摘要

最近的政策倡议已经承认,将与各种亚洲族裔社区有关的数据进行分解的重要性,以对其当前状况有更全面的了解并改善其整体福祉。但是,关于反亚洲种族主义的研究迄今未正确纳入数据分解实践。我们的研究通过从X(以前称为Twitter)中收集12个月的数据来解决这一差距,这些数据包含亚洲社区内的各种亚种族代表。在此数据集中,我们基于时间和种族因素分解了反亚洲有毒信息,并对有毒信息进行了一系列比较分析,以不同的族裔群体。使用时间持久性分析,基于$ n $ gram的对应分析和主题建模,本研究提供了令人信服的证据,表明反 - 亚洲信息构成了各种独特的叙述。针对亚种族群体的某些信息需要不同的话题,这些话题将其与针对亚洲人的针对性的人或针对主要种族的人,例如中国和印度人。通过引入几种促进在线反亚洲仇恨对不同种族社区的比较的技术,本研究强调了采取细微差别和分类的方法来理解种族仇恨以制定有效的缓解策略。

Recent policy initiatives have acknowledged the importance of disaggregating data pertaining to diverse Asian ethnic communities to gain a more comprehensive understanding of their current status and to improve their overall well-being. However, research on anti-Asian racism has thus far fallen short of properly incorporating data disaggregation practices. Our study addresses this gap by collecting 12-month-long data from X (formerly known as Twitter) that contain diverse sub-ethnic group representations within Asian communities. In this dataset, we break down anti-Asian toxic messages based on both temporal and ethnic factors and conduct a series of comparative analyses of toxic messages, targeting different ethnic groups. Using temporal persistence analysis, $n$-gram-based correspondence analysis, and topic modeling, this study provides compelling evidence that anti-Asian messages comprise various distinctive narratives. Certain messages targeting sub-ethnic Asian groups entail different topics that distinguish them from those targeting Asians in a generic manner or those aimed at major ethnic groups, such as Chinese and Indian. By introducing several techniques that facilitate comparisons of online anti-Asian hate towards diverse ethnic communities, this study highlights the importance of taking a nuanced and disaggregated approach for understanding racial hatred to formulate effective mitigation strategies.

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