From prejudice to marginalization: Tracing the forms of online hate speech targeting LGBTQ+ and Muslim communities

IF 4.5 1区 文学 Q1 COMMUNICATION
Ali Unlu, Sophie Truong, Nitin Sawhney, Tuukka Tammi, Tommi Kotonen
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引用次数: 0

Abstract

This study investigates online hate speech in Finland, particularly Twitter messages targeting people of Muslim faith and the LGBTQ+ community, using a mixed-methods approach that combines quantitative text classification with a BERT model and qualitative thematic analysis via BERTopic and examination of highly interacted posts from 2018 to 2023. The study shows increasing instances of hate speech occurring online, primarily against Muslims, with topic modeling uncovering 32 topics for Muslims and 41 for the LGBTQ+ community, featuring themes of violence, cultural conflict, and challenges to traditional values. The LGBTQ+ community is depicted as undermining traditional norms, whereas Muslims are presented with hostility. The research underscores the necessity for digital platforms to employ nuanced strategies to counter hate speech, advocating for policies that tackle hate speech while also addressing the underlying factors and enhancing understanding of the social and cultural contexts of the targeted groups to refine detection accuracy.
从偏见到边缘化:追踪针对LGBTQ+和穆斯林社区的网络仇恨言论形式
本研究采用混合方法调查了芬兰的网络仇恨言论,尤其是针对穆斯林信仰者和 LGBTQ+ 群体的推特信息,该方法结合了使用 BERT 模型进行的定量文本分类和通过 BERTopic 进行的定性主题分析,以及对 2018 年至 2023 年期间高互动帖子的检查。研究显示,网上发生的仇恨言论越来越多,主要是针对穆斯林的仇恨言论,通过主题建模发现穆斯林有 32 个主题,LGBTQ+ 社区有 41 个主题,主题包括暴力、文化冲突和对传统价值观的挑战。LGBTQ+ 群体被描述为破坏传统规范的群体,而穆斯林则被描述为充满敌意的群体。这项研究强调,数字平台有必要采用细致入微的策略来反击仇恨言论,提倡在制定政策应对仇恨言论的同时,也要解决潜在的因素,并加强对目标群体的社会和文化背景的了解,以提高检测的准确性。
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来源期刊
New Media & Society
New Media & Society COMMUNICATION-
CiteScore
12.70
自引率
8.00%
发文量
274
期刊介绍: New Media & Society engages in critical discussions of the key issues arising from the scale and speed of new media development, drawing on a wide range of disciplinary perspectives and on both theoretical and empirical research. The journal includes contributions on: -the individual and the social, the cultural and the political dimensions of new media -the global and local dimensions of the relationship between media and social change -contemporary as well as historical developments -the implications and impacts of, as well as the determinants and obstacles to, media change the relationship between theory, policy and practice.
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