Conversational Agents to Facilitate Deliberation on Harmful Content in WhatsApp Groups
Dhruv Agarwal, Farhana Shahid, Aditya Vashistha
Abstract
WhatsApp groups have become a hotbed for the propagation of harmful content including misinformation, hate speech, polarizing content, and rumors, especially in Global South countries. Given the platform's end-to-end encryption, moderation responsibilities lie on group admins and members, who rarely contest such content. Another approach is fact-checking, which is unscalable, and can only contest factual content (e.g., misinformation) but not subjective content (e.g., hate speech). Drawing on recent literature, we explore deliberation---open and inclusive discussion---as an alternative. We investigate the role of a conversational agent in facilitating deliberation on harmful content in WhatsApp groups. We conducted semi-structured interviews with 21 Indian WhatsApp users, employing a design probe to showcase an example agent. Participants expressed the need for anonymity and recommended AI assistance to reduce the effort required in deliberation. They appreciated the agent's neutrality but pointed out the futility of deliberation in echo chamber groups. Our findings highlight design tensions for such an agent, including privacy versus group dynamics and freedom of speech in private spaces. We discuss the efficacy of deliberation using deliberative theory as a lens, compare deliberation with moderation and fact-checking, and provide design recommendations for future such systems. Ultimately, this work advances CSCW by offering insights into designing deliberative systems for combating harmful content in private group chats on social media.
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 812f4f9b-3da7-4d7f-a54c-d4a29f8183e2Cited by top-tier papers4
- AI Rules? Characterizing Reddit Community Policies Towards AI-Generated ContentTravis Lloyd, Jennah Gosciak, Tung Nguyen, Mor NaamanCHI 2025 · 25 citations
- Social-RAG: Retrieving from Group Interactions to Socially Ground AI GenerationRuotong Wang, Xinyi Zhou, Lin Qiu, Joseph Chee Chang et al.CHI 2025 · 8 citations
- To Tango or to Disentangle? Making Ethnography Public in the Digital Age CSCW040Daniel Mwesigwa, Cyan DeVeaux, Palashi VaghelaCSCW 2026 · 1 citation
- Investigating LLM-Powered Dissenting Minority Support in Power-Imbalanced Group Decision-Making: Counterargument and Mediation as Intervention StrategiesSoohwan Lee, Seoyeong Hwang, Mingyu Kim, Dajung Kim et al.CSCW 2026
Builds on18
- Bot in the Bunch: Facilitating Group Chat Discussion by Improving Efficiency and Participation with a ChatbotSoomin Kim, Jinsu Eun, Changhoon Oh, Bongwon Suh et al.CHI 2020 · 132 citations
- Combating Misinformation in Bangladesh: Roles and Responsibilities as Perceived by Journalists, Fact-checkers, and UsersMd Mahfuzul Haque, Mohammad Yousuf, Ahmed Shatil Alam, Pratyasha Saha et al.CSCW 2020 · 84 citations
- Moderator Chatbot for Deliberative Discussion: Effects of Discussion Structure and Discussant FacilitationSoomin Kim, Jinsu Eun, Joseph Seering, Joonhwan LeeCSCW 2021 · 84 citations
- True or False: Studying the Work Practices of Professional Fact-CheckersNicholas Micallef, Vivienne Armacost, Nasir D. Memon, Sameer PatilCSCW 2022 · 71 citations
- Investigating Differences in Crowdsourced News Credibility Assessment: Raters, Tasks, and Expert CriteriaMd Momen Bhuiyan, Amy X. Zhang, Connie Moon Sehat, Tanushree MitraCSCW 2020 · 70 citations
Related papers
- One Style Does Not Regulate All: Moderation Practices in Public and Private WhatsApp GroupsFarhana Shahid, Dhruv Agarwal, Aditya VashisthaCSCW 2025 · 9 citations
- Accost, Accede, or Amplify: Attitudes towards COVID-19 Misinformation on WhatsApp in IndiaRama Adithya Varanasi, Joyojeet Pal, Aditya VashisthaCHI 2022 · 41 citations
- Creating Group Rules with AI: Human-AI Collaboration in WhatsApp ModerationGauri Nayak, Farhana Shahid, Kiran Garimella, Aditya VashisthaCSCW 2026
- How Should the Agent Communicate to the Group? Communication Strategies of a Conversational Agent in Group Chat DiscussionsHyo Jin Do, Ha Kyung Kong, Jaewook Lee, Brian P. BaileyCSCW 2022 · 30 citations
- "Ignorance is not Bliss": Designing Personalized Moderation to Address Ableist Hate on Social MediaSharon Heung, Lucy Jiang, Shiri Azenkot, Aditya VashisthaCHI 2025 · 14 citations
