The Enforcement and Feasibility of Hate Speech Moderation
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Abstract (arXiv)
Online hate speech is associated with harms ranging from deteriorating mental health to violence, yet how consistently platforms moderate hate, and whether enforcement is feasible at scale, remain poorly understood. We audit hate speech moderation on Twitter (now X) using 540,000 tweets annotated by trained native speakers, representative of a full day on the platform. Five months after posting, 80% of hateful tweets, including violent ones, remained online. Removal was only marginally more likely than for non-hateful tweets, far below scams or adult content, and insensitive to severity and reach. Automated detection could not reliably classify hate but ranked it highly, enabling human triage. Simulating this workflow, current staffing curbed little exposure, yet substantial reductions proved financially feasible, far below applicable regulatory fines. Persistent hate reflects resource allocation, not technical limits.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 13 of its 57 references that are in the map. First posted on arXiv 14 Apr 2026.
Builds on
13 of 57 references.
References · 13
- 2017Automated Hate Speech Detection and the Problem of Offensive Languagecited by 724
- 2021MultiVerS: Improving scientific claim verification with weak supervision and full-document contextcited by 140
- 2023Engagement, User Satisfaction, and the Amplification of Divisive Content on Social Mediacited by 30
- 2024From Languages to Geographies: Towards Evaluating Cultural Bias in Hate Speech Datasetscited by 23
- 2024NLP Systems That Can't Tell Use from Mention Censor Counterspeech, but Teaching the Distinction Helpscited by 19
- 2023Just Another Day on Twitter: A Complete 24 Hours of Twitter Datacited by 14
- 2024HateDay: Insights from a Global Hate Speech Dataset Representative of a Day on Twittercited by 12
- 2023"There Has To Be a Lot That We're Missing": Moderating AI-Generated Content on Redditcited by 7
- 2024Explainability and Hate Speech: Structured Explanations Make Social Media Moderators Fastercited by 7
- 2022How does Twitter account moderation work? Dynamics of account creation and suspension on Twitter during major geopolitical eventscited by 6
- 2022Bandits for Online Calibration: An Application to Content Moderation on Social Media Platformscited by 6
- 2023Understanding the (In)Effectiveness of Content Moderation: A Case Study of Facebook in the Context of the U.S. Capitol Riotcited by 2
1 more
- 2025The Risks of Industry Influence in Tech Researchcited by 2
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Citing papers per year: 2026: 1.
1 paper.