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The spread of propaganda, misinformation, and biased narratives from autocratic regimes, especially on social media, is a growing concern in many democracies. Can censorship be an effective tool to curb the spread of such slanted…

General Economics · Economics 2024-06-06 Marcel Caesmann , Janis Goldzycher , Matteo Grigoletto , Lorenz Gschwent

Counterspeech has gained attention as a strategy to reduce hate speech on social media. Although previous studies suggest that counterspeech can reduce hate speech, little is known about its effects on participation in online hate…

Computers and Society · Computer Science 2026-04-13 Daniel Hickey , Matheus Schmitz , Daniel M. T. Fessler , Paul E. Smaldino , Kristina Lerman , Goran Murić , Keith Burghardt

Automated content moderation has long been used to help identify and filter undesired user-generated content online. But such systems have a history of incorrectly flagging content by and about marginalized identities for removal.…

Computation and Language · Computer Science 2025-07-25 Grace Proebsting , Oghenefejiro Isaacs Anigboro , Charlie M. Crawford , Danaé Metaxa , Sorelle A. Friedler

We examined how online hate is motivated by receiving social approval via Walther's (2024) social approval theory of online hate, which argues (H1a) more signals of social approval on hate messages predicts more subsequent hate messages,…

Computation and Language · Computer Science 2025-11-24 David M. Markowitz , Samuel Hardman Taylor

Online toxic attacks, such as harassment, trolling, and hate speech have been linked to an increase in offline violence and negative psychological effects on victims. In this paper, we studied the impact of toxicity on users' online…

Social and Information Networks · Computer Science 2022-10-25 Ana Aleksandric , Sayak Saha Roy , Shirin Nilizadeh

Community-level bans are a common tool against groups that enable online harassment and harmful speech. Unfortunately, the efficacy of community bans has only been partially studied and with mixed results. Here, we provide a flexible…

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

Content moderation is the process of screening and monitoring user-generated content online. It plays a crucial role in stopping content resulting from unacceptable behaviors such as hate speech, harassment, violence against specific…

Computation and Language · Computer Science 2023-01-02 Álvaro Huertas-García , Alejandro Martín , Javier Huertas Tato , David Camacho

Online hate is an escalating problem that negatively impacts the lives of Internet users, and is also subject to rapid changes due to evolving events, resulting in new waves of online hate that pose a critical threat. Detecting and…

Computation and Language · Computer Science 2024-07-03 Nishant Vishwamitra , Keyan Guo , Farhan Tajwar Romit , Isabelle Ondracek , Long Cheng , Ziming Zhao , Hongxin Hu

Online platforms face the challenge of moderating an ever-increasing volume of content, including harmful hate speech. In the absence of clear legal definitions and a lack of transparency regarding the role of algorithms in shaping…

Computers and Society · Computer Science 2024-06-21 David Hartmann , Amin Oueslati , Dimitri Staufer

Social media provide a fertile ground where conspiracy theories and radical ideas can flourish, reach broad audiences, and sometimes lead to hate or violence beyond the online world itself. QAnon represents a notable example of a political…

Social and Information Networks · Computer Science 2023-04-10 Emily L. Wang , Luca Luceri , Francesco Pierri , Emilio Ferrara

Polarization has increased substantially in political discourse, contributing to a widening partisan divide. In this paper, we analyzed large-scale, real-world language use in Reddit communities (294,476,146 comments) and in news outlets…

Computation and Language · Computer Science 2023-10-17 Nakwon Rim , Marc G. Berman , Yuan Chang Leong

Prior research on transparency in content moderation has demonstrated the benefits of offering post-removal explanations to sanctioned users. In this paper, we examine whether the influence of such explanations transcends those who are…

Human-Computer Interaction · Computer Science 2024-01-23 Shagun Jhaver , Himanshu Rathi , Koustuv Saha

Most platforms, including Reddit, face a dilemma when applying interventions such as subreddit bans to toxic communities -- do they risk angering their user base by proactively enforcing stricter controls on discourse or do they defer…

Social and Information Networks · Computer Science 2024-01-18 Hussam Habib , Rishab Nithyanand

Disabled people on social media often experience ableist hate and microaggressions. Prior work has shown that platform moderation often fails to remove ableist hate leaving disabled users exposed to harmful content. This paper examines how…

Human-Computer Interaction · Computer Science 2025-03-31 Sharon Heung , Lucy Jiang , Shiri Azenkot , Aditya Vashistha

User-generated content (UGC) on social media platforms is vulnerable to incitements and manipulations, necessitating effective regulations. To address these challenges, those platforms often deploy automated content moderators tasked with…

Machine Learning · Computer Science 2025-07-29 Saba Ahmadi , Avrim Blum , Haifeng Xu , Fan Yao

Online communities serve as essential support channels for People Who Use Drugs (PWUD), providing access to peer support and harm reduction information. The moderation of these communities involves consequential decisions affecting member…

Human-Computer Interaction · Computer Science 2026-01-06 Kaixuan Wang , Loraine Clarke , Carl-Cyril J Dreue , Guancheng Zhou , Jason T. Jacques

Online conversations are often interrupted by trolling, which causes emotional distress and conflict among users. Previous research has focused on moderating harmful content after it has been posted, but ways to manage emotions in real-time…

Computers and Society · Computer Science 2025-07-16 Akriti Verma , Shama Islam , Valeh Moghaddam , Adnan Anwar

Priority users (e.g., verified profiles on Twitter) are social media users whose content is promoted by recommendation algorithms. However, the impact of this heterogeneous user influence on opinion dynamics, such as polarization phenomena,…

Social and Information Networks · Computer Science 2023-12-18 Henrique F. de Arruda , Kleber A. Oliveira , Yamir Moreno

Content moderation plays a critical role in shaping safe and inclusive online environments, balancing platform standards, user expectations, and regulatory frameworks. Traditionally, this process involves operationalising policies into…

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