Social Media + Society · 2021 · 98 citations · 26 references
Language StudiesLinguisticsPolitical CommunicationComputational LinguisticsDiscourse AnalysisSociolinguisticsGenre AnalysisHate SpeechPolitical ExtremismRight-wing TerrorismSocial MediaSpeech CommunitiesAutomated Hate Speech DetectionHate Speech AnnotationHate Speech CorporaHate Speech DefinitionsSocial Media Hate Speech
Online fringe communities linked to the alt‑right, where right‑wing extremist terrorists have been active, are widely seen as hateful but their actual prevalence of hate speech has not been thoroughly studied. The study explores the extent, nature, and clustering of hate speech in Reddit, 4chan, and 8chan fringe communities. The authors performed a manual quantitative content analysis of 6,000 user comments and applied automated topic modeling. They found that 24 % of comments contained explicit or implicit hate speech, revealing common types, targets, and differences among the communities.
Recent right-wing extremist terrorists were active in online fringe communities connected to the alt-right movement. Although these are commonly considered as distinctly hateful, racist, and misogynistic, the prevalence of hate speech in these communities has not been comprehensively investigated yet, particularly regarding more implicit and covert forms of hate. This study exploratively investigates the extent, nature, and clusters of different forms of hate speech in political fringe communities on Reddit, 4chan, and 8chan. To do so, a manual quantitative content analysis of user comments ( N = 6,000) was combined with an automated topic modeling approach. The findings of the study not only show that hate is prevalent in all three communities (24% of comments contained explicit or implicit hate speech), but also provide insights into common types of hate speech expression, targets, and differences between the studied communities.
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Jason Baumgartner, Savvas Zannettou, Brian Keegan et al. · Proceedings of the International AAAI Conference on Web and Social Media · 2020 · 825 citations · Full text
BTM: Topic Modeling over Short Texts
Xueqi Cheng, Xiaohui Yan, Yanyan Lan et al. · IEEE Transactions on Knowledge and Data Engineering · 2014 · 555 citations