Chillbot: Content Moderation in the Backchannel
Joseph Seering, Manas Khadka, Nava Haghighi, Tanya Yang, Zachary Xi, Michael S. Bernstein
Abstract
Moderating online spaces effectively is not a matter of simply taking down content: moderators also provide private feedback and defuse situations before they cross the line into harm. However, moderators have little tool support for these activities, which often occur in the backchannel rather than in front of the entire community. In this paper, we introduce Chillbot, a moderation tool for Discord designed to facilitate backchanneling from moderators to users. With Chillbot, moderators gain the ability to send rapid anonymous feedback responses to situations where removal or formal punishment is too heavy-handed to be appropriate, helping educate users about how to improve their behavior while avoiding direct confrontations that can put moderators at risk. We evaluated Chillbot through a two week field deployment on eleven Discord servers ranging in size from 25 to over 240,000 members. Moderators in these communities used Chillbot more than four hundred times during the study, and moderators from six of the eleven servers continued using the tool past the end of the formal study period. Based on this deployment, we describe implications for the design of a broader variety of means by which moderation tools can help shape communities' norms and behavior.
CCS Concepts: • Human-centered computing → Collaborative and social computing systems and tools.
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 16ebed33-3367-45e1-874e-43ba05548731Cited by top-tier papers7
- The Design Space for Online Restorative Justice Tools: A Case Study with ApoloBotBich Ngoc (Rubi) Doan, Joseph SeeringCHI 2025 · 7 citations
- Botender: Supporting Communities in Collaboratively Designing AI Agents through Case-Based ProvocationsTzu-Sheng Kuo, Sophia Liu, Quan Ze Chen, Joseph Seering et al.CHI 2026 · 1 citation
- Social Media Feed ElicitationLindsay Popowski, Xiyuan Wu, Xuyang Zhu, Tiziano Piccardi et al.CHI 2026 · 1 citation
- "Think about it like you're a firefighter": Understanding How Reddit Moderators Use the ModqueueTanvi Bajpai, Eshwar ChandrasekharanCHI 2026 · 1 citation
- Leveraging AI for Direct Bystander Intervention Against CyberbullyingPeinuan Qin, Jiting Cheng, Jungup Lee, Junti Zhang et al.CSCW 2026
Builds on14
- Conformity of Eating Disorders through Content ModerationJessica L. Feuston, Alex S. Taylor, Anne Marie PiperCSCW 2020 · 82 citations
- "I run the world's largest historical outreach project and it's on a cesspool of a website." Moderating a Public Scholarship Site on Reddit: A Case Study of r/AskHistoriansSarah A. GilbertCSCW 2020 · 79 citations
- "At the End of the Day Facebook Does What ItWants": How Users Experience Contesting Algorithmic Content ModerationKristen Vaccaro, Christian Sandvig, Karrie KarahaliosCSCW 2020 · 79 citations
- Designing Word Filter Tools for Creator-led Comment ModerationShagun Jhaver, Quan Ze Chen, Detlef Knauss, Amy X. ZhangCHI 2022 · 70 citations
- Conversations Gone Alright: Quantifying and Predicting Prosocial Outcomes in Online ConversationsJiajun Bao, Junjie Wu, Yiming Zhang, Eshwar Chandrasekharan et al.WWW 2021 · 63 citations
Related papers
- ConvEx: A Visual Conversation Exploration System for Discord ModeratorsFrederick Choi, Tanvi Bajpai, Sowmya Pratipati, Eshwar ChandrasekharanCSCW 2023 · 11 citations
- Moderator Chatbot for Deliberative Discussion: Effects of Discussion Structure and Discussant FacilitationSoomin Kim, Jinsu Eun, Joseph Seering, Joonhwan LeeCSCW 2021 · 84 citations
- Thread With Caution: Proactively Helping Users Assess and Deescalate Tension in Their Online DiscussionsJonathan P. Chang, Charlotte Schluger, Cristian Danescu-Niculescu-MizilCSCW 2022 · 27 citations
- Proactive Moderation of Online Discussions: Existing Practices and the Potential for Algorithmic SupportCharlotte Schluger, Jonathan P. Chang, Cristian Danescu-Niculescu-Mizil, Karen LevyCSCW 2022 · 41 citations
- Echoes of Norms: Investigating Counterspeech Bots' Influence on Bystanders in Online CommunitiesMengyao Wang, Shuai Ma, Nuo Li, Peng Zhang et al.CHI 2026 · 1 citation
