Auditing Elon Musk's Impact on Hate Speech and Bots
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Abstract (arXiv)
On October 27th, 2022, Elon Musk purchased Twitter, becoming its new CEO and firing many top executives in the process. Musk listed fewer restrictions on content moderation and removal of spam bots among his goals for the platform. Given findings of prior research on moderation and hate speech in online communities, the promise of less strict content moderation poses the concern that hate will rise on Twitter. We examine the levels of hate speech and prevalence of bots before and after Musk's acquisition of the platform. We find that hate speech rose dramatically upon Musk purchasing Twitter and the prevalence of most types of bots increased, while the prevalence of astroturf bots decreased.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Apr 2023.
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Citing papers per year: 2024: 7; 2025: 1.
8 papers.
- 2024MetaHate: A Dataset for Unifying Efforts on Hate Speech Detectioncited by 14
- 2024AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Imagescited by 10
- 2024Addressing the regulatory gap: moving towards an EU AI audit ecosystem beyond the AI Act by including civil societycited by 7
- 2024Decoding Hate: Exploring Language Models' Reactions to Hate Speechcited by 6
- 2024Towards Efficient and Explainable Hate Speech Detection via Model Distillationcited by 5
- 2024Examining Multimodal Gender and Content Bias in ChatGPT-4ocited by 3
- 2025Bridging Gaps in Hate Speech Detection: Meta-Collections and Benchmarks for Low-Resource Iberian Languagescited by 2
- 2024Large Language Models Reveal Information Operation Goals, Tactics, and Narrative Framescited by 0
- 2025Bridging Gaps in Hate Speech Detection: Meta-Collections and Benchmarks for Low-Resource Iberian Languages13 Oct 2025
- 2024Towards Efficient and Explainable Hate Speech Detection via Model Distillation18 Dec 2024
- 2024Examining Multimodal Gender and Content Bias in ChatGPT-4o28 Nov 2024
- 2024Decoding Hate: Exploring Language Models' Reactions to Hate Speech1 Oct 2024
- 2024Large Language Models Reveal Information Operation Goals, Tactics, and Narrative Frames6 May 2024
- 2024AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images22 Apr 2024
- 2024Addressing the regulatory gap: moving towards an EU AI audit ecosystem beyond the AI Act by including civil society26 Feb 2024
- 2024MetaHate: A Dataset for Unifying Efforts on Hate Speech Detection12 Jan 2024