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In today's online environments, users encounter harm and abuse on a daily basis. Therefore, content moderation is crucial to ensure their safety and well-being. However, the effectiveness of many moderation interventions is still uncertain.…

Computers and Society · Computer Science 2025-07-02 Lorenzo Cima , Benedetta Tessa , Stefano Cresci , Amaury Trujillo , Marco Avvenuti

The subreddit r/The_Donald was repeatedly denounced as a toxic and misbehaving online community, reasons for which it faced a sequence of increasingly constraining moderation interventions by Reddit administrators. It was quarantined in…

Social and Information Networks · Computer Science 2022-08-23 Amaury Trujillo , Stefano Cresci

Deplatforming, the permanent banning of entire communities, is a primary tool for content moderation on mainstream platforms. While prior research examines effects on banned communities or source platform health, the impact on alternative…

Social and Information Networks · Computer Science 2025-12-30 Aleksandar Tomašević , Ana Vranić , Aleksandra Alorić , Marija Mitrović Dankulov

As more people flock to social media to connect with others and form virtual communities, it is important to research how members of these groups interact to understand human behavior on the Web. In response to an increase in hate speech,…

Social and Information Networks · Computer Science 2021-01-07 Pamela Bilo Thomas , Daniel Riehm , Maria Glenski , Tim Weninger

Should social media platforms override a community's self-policing when it repeatedly break rules? What actions can they consider? In light of this debate, platforms have begun experimenting with softer alternatives to outright bans. We…

Social and Information Networks · Computer Science 2021-10-06 Eshwar Chandrasekharan , Shagun Jhaver , Amy Bruckman , Eric Gilbert

Current content moderation follows a reactive, trial-and-error approach, where interventions are applied and their effects are only measured post-hoc. In contrast, we introduce a proactive, predictive approach that enables moderators to…

Computers and Society · Computer Science 2026-02-09 Benedetta Tessa , Lorenzo Cima , Amaury Trujillo , Marco Avvenuti , Stefano Cresci

Online social media foster the creation of active communities around shared narratives. Such communities may turn into incubators for conspiracy theories -- some spreading violent messages that could sharpen the debate and potentially harm…

Physics and Society · Physics 2023-03-23 Corrado Monti , Matteo Cinelli , Carlo Valensise , Walter Quattrociocchi , Michele Starnini

Evaluating the effects of moderation interventions is a task of paramount importance, as it allows assessing the success of content moderation processes. So far, intervention effects have been almost solely evaluated at the aggregated…

Social and Information Networks · Computer Science 2023-03-02 Amaury Trujillo , Stefano Cresci

Harassing and hateful speech in online spaces has become a common problem for platform maintainers and their users. The toxicity created by such content can discourage user participation and engagement. Therefore, it is crucial for and a…

Social and Information Networks · Computer Science 2018-04-23 Haji Mohammad Saleem , Derek Ruths

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…

Online platforms rely on moderation interventions to curb harmful behavior such hate speech, toxicity, and the spread of mis- and disinformation. Yet research on the effects and possible biases of such interventions faces multiple…

Social and Information Networks · Computer Science 2026-01-28 Aldo Cerulli , Lorenzo Cima , Benedetta Tessa , Serena Tardelli , Stefano Cresci

Online platforms face pressure to keep their communities civil and respectful. Thus, the bannings of problematic online communities from mainstream platforms like Reddit and Facebook are often met with enthusiastic public reactions.…

Social and Information Networks · Computer Science 2023-10-25 Giuseppe Russo , Luca Verginer , Manoel Horta Ribeiro , Giona Casiraghi

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

From politicians to podcast hosts, online platforms have systematically banned (``deplatformed'') influential users for breaking platform guidelines. Previous inquiries on the effectiveness of this intervention are inconclusive because 1)…

Social and Information Networks · Computer Science 2024-01-03 Manoel Horta Ribeiro , Shagun Jhaver , Jordi Cluet i Martinell , Marie Reignier-Tayar , Robert West

Social media platform design often incorporates explicit signals of positive feedback. Some moderators provide positive feedback with the goal of positive reinforcement, but are often unsure of their ability to actually influence user…

Human-Computer Interaction · Computer Science 2025-02-14 Charlotte Lambert , Koustuv Saha , Eshwar Chandrasekharan

Deplatforming, or banning malicious accounts from social media, is a key tool for moderating online harms. However, the consequences of deplatforming for the wider social media ecosystem have been largely overlooked so far, due to the…

Social and Information Networks · Computer Science 2023-12-01 Amin Mekacher , Max Falkenberg , Andrea Baronchelli

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

Online platforms have sanctioned individuals and communities associated with fringe movements linked to hate speech, violence, and terrorism, but can these sanctions contribute to the abandonment of these movements? Here, we investigate…

Social and Information Networks · Computer Science 2025-05-08 Giuseppe Russo , Maciej Styczen , Manoel Horta Ribeiro , Robert West

Social media platforms like Facebook and Reddit host thousands of user-governed online communities. These platforms sanction communities that frequently violate platform policies; however, public perceptions of such sanctions remain…

Human-Computer Interaction · Computer Science 2024-09-10 Shagun Jhaver

Accurately estimating how users respond to moderation interventions is paramount for developing effective and user-centred moderation strategies. However, this requires a clear understanding of which user characteristics are associated with…

Computers and Society · Computer Science 2025-10-24 Benedetta Tessa , Alejandro Moreo , Stefano Cresci , Tiziano Fagni , Fabrizio Sebastiani
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