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Online volunteers are an uncompensated yet valuable labor force for many social platforms. For example, volunteer content moderators perform a vast amount of labor to maintain online communities. However, as social platforms like Reddit…

Human-Computer Interaction · Computer Science 2022-06-07 Hanlin Li , Brent Hecht , Stevie Chancellor

Much of our modern digital infrastructure relies critically upon open sourced software. The communities responsible for building this cyberinfrastructure require maintenance and moderation, which is often supported by volunteer efforts.…

Human-Computer Interaction · Computer Science 2023-08-16 Jane Hsieh , Joselyn Kim , Laura Dabbish , Haiyi Zhu

Reddit relies on volunteer moderators to enforce community rules, configure tools, and review flagged content. This labor is substantial, worth millions in unpaid effort, and increasingly hard to sustain as communities grow. While recent…

Human-Computer Interaction · Computer Science 2025-10-07 Tanvi Bajpai , Eshwar Chandrasekharan

Millions of online communities are governed by volunteer moderators, who shape their communities by setting and enforcing rules, recruiting additional moderators, and participating in the community themselves. These moderators must…

Social and Information Networks · Computer Science 2025-01-27 Galen Weld , Leon Leibmann , Amy X. Zhang , Tim Althoff

On Reddit, the moderation queue (modqueue) is a primary interface for moderators to review reported content. Despite its central role in Reddit's community-reliant moderation model, little is known about how moderators actually use it in…

Human-Computer Interaction · Computer Science 2025-10-07 Tanvi Bajpai , Eshwar Chandrasekharan

Toxic language, such as hate speech, can deter users from participating in online communities and enjoying popular platforms. Previous approaches to detecting toxic language and norm violations have been primarily concerned with…

Computation and Language · Computer Science 2023-10-10 Jihyung Moon , Dong-Ho Lee , Hyundong Cho , Woojeong Jin , Chan Young Park , Minwoo Kim , Jonathan May , Jay Pujara , Sungjoon Park

Online community moderators are on the front lines of combating problems like hate speech and harassment, but new modes of interaction can introduce unexpected challenges. In this paper, we consider moderation practices and challenges in…

Human-Computer Interaction · Computer Science 2021-01-14 Jialun Aaron Jiang , Charles Kiene , Skyler Middler , Jed R. Brubaker , Casey Fiesler

Online harassment and content moderation have been well-documented in online communities. However, new contexts and systems always bring new ways of harassment and need new moderation mechanisms. This study focuses on hate raids, a form of…

Human-Computer Interaction · Computer Science 2023-09-20 Jie Cai , Sagnik Chowdhury , Hongyang Zhou , Donghee Yvette Wohn

Extensive efforts in automated approaches for content moderation have been focused on developing models to identify toxic, offensive, and hateful content with the aim of lightening the load for moderators. Yet, it remains uncertain whether…

Computation and Language · Computer Science 2024-11-14 Yang Trista Cao , Lovely-Frances Domingo , Sarah Ann Gilbert , Michelle Mazurek , Katie Shilton , Hal Daumé

Volunteer moderators play a crucial role in sustaining online dialogue, but they often disagree about what should or should not be allowed. In this paper, we study the complexity of content moderation with a focus on disagreements between…

Computers and Society · Computer Science 2026-01-08 Shayan Alipour , Shruti Phadke , Seyed Shahabeddin Mousavi , Amirhossein Afsharrad , Morteza Zihayat , Mattia Samory

Community management is critical for stakeholders to collaboratively build and sustain communities with socio-technical support. However, most of the existing research has mainly focused on the community members and the platform, with…

Human-Computer Interaction · Computer Science 2024-03-19 Jie Cai , Ya-Fang Lin , He Zhang , John M. Carroll

Conversational moderation of online communities is crucial to maintaining civility for a constructive environment, but it is challenging to scale and harmful to moderators. The inclusion of sophisticated natural language generation modules…

Computation and Language · Computer Science 2024-05-07 Hyundong Cho , Shuai Liu , Taiwei Shi , Darpan Jain , Basem Rizk , Yuyang Huang , Zixun Lu , Nuan Wen , Jonathan Gratch , Emilio Ferrara , Jonathan May

Online volunteers are a crucial labor force that keeps many for-profit systems afloat (e.g. social media platforms and online review sites). Despite their substantial role in upholding highly valuable technological systems, online…

Human-Computer Interaction · Computer Science 2022-06-07 Hanlin Li , Brent Hecht , Stevie Chancellor

Online communities are constantly growing, with dozens of platforms housing millions of users. Large and small communities alike rely on volunteer moderators to maintain order. Despite their key role, moderators are given a toolbox of…

Human-Computer Interaction · Computer Science 2025-09-24 Charlotte Lambert , Agam Goyal , Eunice Mok , Eshwar Chandrasekharan

WhatsApp is one of the most widely used messaging platforms globally, with billions of users sharing information in private groups. Yet, it offers little infrastructure to support moderation and group governance. In the absence of…

Human-Computer Interaction · Computer Science 2026-05-29 Gauri Nayak , Farhana Shahid , Kiran Garimella , Aditya Vashistha

The rapid growth of live-streaming platforms such as Twitch has introduced complex challenges in moderating toxic behavior. Traditional moderation approaches, such as human annotation and keyword-based filtering, have demonstrated utility,…

Computation and Language · Computer Science 2026-02-05 Baktash Ansari , Elias Martin , Afra Mashhadi

Developing a strong community requires empowered leadership capable of overcoming governance challenges. New online platforms have given users opportunities to practice governance through content moderation roles. The over 2.8 million…

Computers and Society · Computer Science 2022-06-14 Hannah M Wang , Beril Bulat , Stephen Fujimoto , Seth Frey

To address the widespread problem of uncivil behavior, many online discussion platforms employ human moderators to take action against objectionable content, such as removing it or placing sanctions on its authors. This reactive paradigm of…

Computers and Society · Computer Science 2022-12-01 Charlotte Schluger , Jonathan P. Chang , Cristian Danescu-Niculescu-Mizil , Karen Levy

Effective task management is essential to successful team collaboration. While the past decade has seen considerable innovation in systems that track and manage group tasks, these innovations have typically been outside of the principal…

Human-Computer Interaction · Computer Science 2018-02-12 Carlos Toxtli , Andrés Monroy-Hernández , Justin Cranshaw

Third-party developers (TPDs) often turn to online communities for support when they can't get immediate responses from the platform. Twitch, as a leading live streaming platform, attracted many TPDs and formed an online support community…

Human-Computer Interaction · Computer Science 2026-04-10 Jie Cai , He Zhang , Yueyan Liu , John M. Carroll , Chun Yu
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