"Ignorance is not Bliss": Designing Personalized Moderation to Address Ableist Hate on Social Media
Sharon Heung, Lucy Jiang, Shiri Azenkot, Aditya Vashistha
Abstract
Disabled people on social media often experience ableist hate and microaggressions. Prior work has shown that platform moderation often fails to remove ableist hate, leaving disabled users exposed to harmful content. This paper examines how personalized moderation can safeguard users from viewing ableist comments. During interviews and focus groups with 23 disabled social media users, we presented design probes to elicit perceptions on configuring their filters of ableist speech (e.g., intensity of ableism and types of ableism) and customizing the presentation of the ableist speech to mitigate the harm (e.g., AI rephrasing the comment and content warnings). We found that participants preferred configuring their filters through types of ableist speech and favored content warnings. We surface participants' distrust in AI-based moderation, skepticism in AI's accuracy, and varied tolerances in viewing ableist hate. Finally, we share design recommendations to support users' agency, mitigate harm from hate, and promote safety.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext c10c3772-4c40-4ae1-afb0-9876b67df2a2Cited by top-tier papers6
- Promptimizer: User-Led Prompt Optimization for Personal Content ClassificationLeijie Wang, Kathryn Yurechko, Amy X. ZhangCHI 2026 · 1 citation
- Beyond the Manual: Mapping Peer-Generated Content about Wheelchair Care and Adaptation on YouTubeWen Mo, Aneesha Singh, Lan Xiao, Catherine HollowayCHI 2026 · 1 citation
- Take the Power Back: Screen-Based Personal Moderation Against Hate Speech on InstagramAnna Ricarda Luther, Hendrik Heuer, Sebastian Haunss, Stephanie Geise et al.CHI 2026 · 1 citation
- What If Moderation Didn't Mean Suppression? A Case for Personalized Content TransformationRayhan Rashed, Farnaz JahanbakhshCHI 2026 · 1 citation
- Selling the Dream: How Intimate Insiders and Identity-Based Attackers Disrupt Micro-businessesNazanin Sabri, Arkaprabha Bhattacharya, Sterling Williams-Ceci, Daniel V. Bailey et al.USENIX Security 2026
Builds on27
- Algorithmic Folk Theories and Identity: How TikTok Users Co-Produce Knowledge of Identity and Engage in Algorithmic ResistanceNadia Karizat, Daniel Delmonaco, Motahhare Eslami, Nazanin AndalibiCSCW 2021 · 338 citations
- Who Is Included in Human Perceptions of AI?: Trust and Perceived Fairness around Healthcare AI and Cultural MistrustMin Kyung Lee, Katherine RichCHI 2021 · 135 citations
- A Framework of Severity for Harmful Content OnlineMorgan Klaus Scheuerman, Jialun Aaron Jiang, Casey Fiesler, Jed R. BrubakerCSCW 2021 · 113 citations
- Trauma-Informed Social Media: Towards Solutions for Reducing and Healing Online HarmCarol F. Scott, Gabriela Marcu, Riana Elyse Anderson, Mark W. Newman et al.CHI 2023 · 91 citations
- Personalizing Content Moderation on Social Media: User Perspectives on Moderation Choices, Interface Design, and LaborShagun Jhaver, Alice Qian Zhang, Quan Ze Chen, Nikhila Natarajan et al.CSCW 2023 · 87 citations
Related papers
- Counterspeakers' Perspectives: Unveiling Barriers and AI Needs in the Fight against Online HateJimin Mun, Cathy Buerger, Jenny T. Liang, Joshua Garland et al.CHI 2024 · 12 citations
- Personalization up to a Point: Why Personalized Content Moderation Needs Boundaries, and How We Can Enforce ThemEmanuele Moscato, Tiancheng Hu, Matthias Orlikowski, Paul Röttger et al.EMNLP 2025
- Empowering Creators in the Fight Against Online Hate: A Qualitative Exploration of AI-Mediated Counterspeech ToolsPhoebe Yiqing Huang, Jiaming Deng, Yingchen Yang, Spencer WilliamsCSCW 2025 · 2 citations
- The Unsung Heroes of Facebook Groups Moderation: A Case Study of Moderation Practices and ToolsTina Kuo, Alicia Hernani, Jens GrossklagsCSCW 2023 · 25 citations
- "I followed what felt right, not what I was told": Autonomy, Coaching, and Recognizing Bias Through AI-Mediated DialogueAtieh Taheri, Hamza El Alaoui, Patrick Carrington, Jeffrey P. BighamCHI 2026 · 1 citation
