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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

Content moderation is a widely used strategy to prevent the dissemination of irregular information on social media platforms. Despite extensive research on developing automated models to support decision-making in content moderation, there…

Social and Information Networks · Computer Science 2024-08-23 Wangjiaxuan Xin , Kanlun Wang , Zhe Fu , Lina Zhou

Content moderation is the process of flagging content based on pre-defined platform rules. There has been a growing need for AI moderators to safeguard users as well as protect the mental health of human moderators from traumatic content.…

Computation and Language · Computer Science 2023-02-21 Meng Ye , Karan Sikka , Katherine Atwell , Sabit Hassan , Ajay Divakaran , Malihe Alikhani

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

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

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

Online social platforms centered around content creators often allow comments on content, where creators moderate the comments they receive. As creators can face overwhelming numbers of comments, with some of them harassing or hateful,…

Human-Computer Interaction · Computer Science 2022-02-18 Shagun Jhaver , Quan Ze Chen , Detlef Knauss , Amy Zhang

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

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

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

Automated soft moderation systems are unable to ascertain if a post supports or refutes a false claim, resulting in a large number of contextual false positives. This limits their effectiveness, for example undermining trust in health…

Computation and Language · Computer Science 2024-07-31 Pujan Paudel , Mohammad Hammas Saeed , Rebecca Auger , Chris Wells , Gianluca Stringhini

While recent research has focused on developing safeguards for generative AI (GAI) model-level content safety, little is known about how content moderation to prevent malicious content performs for end-users in real-world GAI products. To…

Human-Computer Interaction · Computer Science 2025-06-18 Lan Gao , Oscar Chen , Rachel Lee , Nick Feamster , Chenhao Tan , Marshini Chetty

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 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

Reddit administrators have generally struggled to prevent or contain such discourse for several reasons including: (1) the inability for a handful of human administrators to track and react to millions of posts and comments per day and (2)…

Social and Information Networks · Computer Science 2019-07-01 Hussam Habib , Maaz Bin Musa , Fareed Zaffar , Rishab Nithyanand

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 communities have gained considerable importance in recent years due to the increasing number of people connected to the Internet. Moderating user content in online communities is mainly performed manually, and reducing the workload…

Information Retrieval · Computer Science 2019-01-16 Etienne Papegnies , Vincent Labatut , Richard Dufour , Georges Linares

Social media platforms increasingly rely on crowdsourced moderation systems like Community Notes to combat misinformation at scale. However, these systems face challenges from rater bias and potential manipulation, which may undermine their…

Social and Information Networks · Computer Science 2025-11-05 Bao Tran Truong , Siqi Wu , Alessandro Flammini , Filippo Menczer , Alexander J. Stewart

Growing amount of comments make online discussions difficult to moderate by human moderators only. Antisocial behavior is a common occurrence that often discourages other users from participating in discussion. We propose a neural network…

Computation and Language · Computer Science 2018-09-20 Andrej Švec , Matúš Pikuliak , Marián Šimko , Mária Bieliková

Past research shows that users benefit from systems that support them in their writing and exploration tasks. The autosuggestion feature of Web search engines is an example of such a system: It helps users in formulating their queries by…

Computers and Society · Computer Science 2022-06-29 Timothy J. Hazen , Alexandra Olteanu , Gabriella Kazai , Fernando Diaz , Michael Golebiewski
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