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Online question-and-answer (Q&A) communities provide convenient and innovative ways for participants to share information and collaboratively solve problems with others. A growing challenge for those Q&A communities is to encourage and…

Human-Computer Interaction · Computer Science 2020-01-27 Langtao Chen

Rules are a critical component of the functioning of nearly every online community, yet it is challenging for community moderators to make data-driven decisions about what rules to set for their communities. The connection between a…

Social and Information Networks · Computer Science 2025-04-16 Leon Leibmann , Galen Weld , Amy X. Zhang , Tim Althoff

Today, social media platforms are significant sources of news and political communication, but their role in spreading misinformation has raised significant concerns. In response, these platforms have implemented various content moderation…

Computers and Society · Computer Science 2026-04-21 Saeedeh Mohammadi , Taha Yasseri

Many researchers studying online communities seek to make them better. However, beyond a small set of widely-held values, such as combating misinformation and abuse, determining what 'better' means can be challenging, as community members…

Human-Computer Interaction · Computer Science 2023-09-22 Galen Weld , Amy X. Zhang , Tim Althoff

Online social media platforms use automated moderation systems to remove or reduce the visibility of rule-breaking content. While previous work has documented the importance of manual content moderation, the effects of automated content…

Computers and Society · Computer Science 2023-02-17 Manoel Horta Ribeiro , Justin Cheng , Robert West

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

When toxic online communities on mainstream platforms face moderation measures, such as bans, they may migrate to other platforms with laxer policies or set up their own dedicated websites. Previous work suggests that within mainstream…

As content moderation becomes a central aspect of all social media platforms and online communities, interest has grown in how to make moderation decisions contestable. On social media platforms where individual communities moderate their…

Computers and Society · Computer Science 2024-01-11 Shubham Atreja , Jane Im , Paul Resnick , Libby Hemphill

A significant percentage of online content is now published and consumed via the mechanism of crowdsourcing. While any user can contribute to these forums, a disproportionately large percentage of the content is submitted by very active and…

Computers and Society · Computer Science 2009-05-15 Fang Wu , Dennis M. Wilkinson , Bernardo A. Huberman

In many online communities, community leaders (i.e., moderators and administrators) can proactively filter undesired content by requiring posts to be approved before publication. But although many communities adopt post approvals, there has…

Social and Information Networks · Computer Science 2022-05-09 Manoel Horta Ribeiro , Justin Cheng , Robert West

Social media platforms have traditionally relied on internal moderation teams and partnerships with independent fact-checking organizations to identify and flag misleading content. Recently, however, platforms including X (formerly Twitter)…

Moderating content in social media platforms is a formidable challenge due to the unprecedented scale of such systems, which typically handle billions of posts per day. Some of the largest platforms such as Facebook blend machine learning…

Machine Learning · Computer Science 2021-04-01 Rahul Makhijani , Parikshit Shah , Vashist Avadhanula , Caner Gocmen , Nicolás E. Stier-Moses , Julián Mestre

Effective content moderation systems require explicit classification criteria, yet online communities like subreddits often operate with diverse, implicit standards. This work introduces a novel approach to identify and extract these…

Computation and Language · Computer Science 2025-09-04 Youngwoo Kim , Himanshu Beniwal , Steven L. Johnson , Thomas Hartvigsen

Mental health forums are online communities where people express their issues and seek help from moderators and other users. In such forums, there are often posts with severe content indicating that the user is in acute distress and there…

Computation and Language · Computer Science 2017-02-23 Arman Cohan , Sydney Young , Andrew Yates , Nazli Goharian

Online social platforms increasingly rely on crowd-sourced systems to label misleading content at scale, but these systems must both aggregate users' evaluations and decide whose evaluations to trust. To address the latter, many platforms…

Social and Information Networks · Computer Science 2026-05-19 Yeganeh Alimohammadi , Karissa Huang , Christian Borgs , Jennifer Chayes

Reddit has found its communities playing a prominent role in originating and propagating problematic socio-political discourse. Reddit administrators have generally struggled to prevent or contain such discourse for several reasons…

Social and Information Networks · Computer Science 2024-01-18 Hussam Habib , Maaz Bin Musa , Fareed Zaffar , Rishab Nithyanand

Social media platforms have become critical spaces for discussing mental health concerns, including eating disorders. While these platforms can provide valuable support networks, they may also amplify harmful content that glorifies…

Social and Information Networks · Computer Science 2024-12-23 Kristina Lerman , Minh Duc Chu , Charles Bickham , Luca Luceri , Emilio Ferrara

Online power-asymmetric conflicts are prevalent, and most platforms rely on human moderators to conduct moderation currently. Previous studies have been continuously focusing on investigating human moderation biases in different scenarios,…

Human-Computer Interaction · Computer Science 2026-03-03 Yaqiong Li , Peng Zhang , Peixu Hou , Kainan Tu , Guangping Zhang , Shan Qu , Wenshi Chen , Yan Chen , Ning Gu , Tun Lu

Social media platforms increasingly employ proactive moderation techniques, such as detecting and curbing toxic and uncivil comments, to prevent the spread of harmful content. Despite these efforts, such approaches are often criticized for…

Human-Computer Interaction · Computer Science 2025-07-30 Xiaotian Su , Naim Zierau , Soomin Kim , April Yi Wang , Thiemo Wambsganss

Social media platforms struggle to protect users from harmful content through content moderation. These platforms have recently leveraged machine learning models to cope with the vast amount of user-generated content daily. Since moderation…

Machine Learning · Computer Science 2023-01-27 Donghyun Son , Byounggyu Lew , Kwanghee Choi , Yongsu Baek , Seungwoo Choi , Beomjun Shin , Sungjoo Ha , Buru Chang