Hate Raids on Twitch: Echoes of the Past, New Modalities, and Implications for Platform Governance
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Abstract (arXiv)
In the summer of 2021, users on the livestreaming platform Twitch were targeted by a wave of "hate raids," a form of attack that overwhelms a streamer's chatroom with hateful messages, often through the use of bots and automation. Using a mixed-methods approach, we combine a quantitative measurement of attacks across the platform with interviews of streamers and third-party bot developers. We present evidence that confirms that some hate raids were highly-targeted, hate-driven attacks, but we also observe another mode of hate raid similar to networked harassment and specific forms of subcultural trolling. We show that the streamers who self-identify as LGBTQ+ and/or Black were disproportionately targeted and that hate raid messages were most commonly rooted in anti-Black racism and antisemitism. We also document how these attacks elicited rapid community responses in both bolstering reactive moderation and developing proactive mitigations for future attacks. We conclude by discussing how platforms can better prepare for attacks and protect at-risk communities while considering the division of labor between community moderators, tool-builders, and platforms.
Key facts. Cited by 7 papers in the map (data through 13 Oct 2026). First posted on arXiv 10 Jan 2023.
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Citing papers per year: 2023: 3; 2024: 0; 2025: 2; 2026: 2.
7 papers.
- 2023Watch Your Language: Investigating Content Moderation with Large Language Modelscited by 14
- 2025HateBench: Benchmarking Hate Speech Detectors on LLM-Generated Content and Hate Campaignscited by 14
- 2023Toxicity Detection is NOT all you Need: Measuring the Gaps to Supporting Volunteer Content Moderatorscited by 10
- 2023Dimensions of Online Conflict: Towards Modeling Agonismcited by 2
- 2026ToxiTwitch: Toward Emote-Aware Hybrid Moderation for Live Streaming Platformscited by 1
- 2025Silencing Empowerment, Allowing Bigotry: Auditing the Moderation of Hate Speech on Twitchcited by 0
- 2026The Triadic Loop: A Framework for Negotiating Alignment in AI Co-hosted Livestreamingcited by 0
- 2026The Triadic Loop: A Framework for Negotiating Alignment in AI Co-hosted Livestreaming20 Apr 2026
- 2026ToxiTwitch: Toward Emote-Aware Hybrid Moderation for Live Streaming Platforms22 Jan 2026
- 2025Silencing Empowerment, Allowing Bigotry: Auditing the Moderation of Hate Speech on Twitch9 Jun 2025
- 2025HateBench: Benchmarking Hate Speech Detectors on LLM-Generated Content and Hate Campaigns28 Jan 2025
- 2023Toxicity Detection is NOT all you Need: Measuring the Gaps to Supporting Volunteer Content Moderators14 Nov 2023
- 2023Dimensions of Online Conflict: Towards Modeling Agonism6 Nov 2023
- 2023Watch Your Language: Investigating Content Moderation with Large Language Models25 Sep 2023