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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

Optimism about the Internet's potential to bring the world together has been tempered by concerns about its role in inflaming the 'culture wars'. Via mass selection into like-minded groups, online society may be becoming more fragmented and…

Social and Information Networks · Computer Science 2021-12-06 Isaac Waller , Ashton Anderson

Financial events negatively affect emotional well-being, but large-scale studies examining their impact on online emotional expression using real-time social media data remain limited. To address this gap, we propose analyzing Reddit…

Human-Computer Interaction · Computer Science 2026-04-22 Aryan Ramchandra Kapadia , Niharika Bhattacharjee , Mung Yao Jia , Ishq Gupta , Dong Wang , Koustuv Saha

In recent years, Online Social Networks have become an important medium for people who suffer from mental disorders to share moments of hardship, and receive emotional and informational support. In this work, we analyze how discussions in…

Machine Learning · Computer Science 2021-07-28 Bárbara Silveira , Henrique S. Silva , Fabricio Murai , Ana Paula Couto da Silva

Humanity spends an increasing proportion of its time interacting online. Scholars are intensively investigating the societal drivers and resultant impacts of this collective shift in our allocation of time and attention. Yet, the external…

General Economics · Economics 2023-02-17 Kelton Minor , Esteban Moro , Nick Obradovich

Moderating user-generated content on online platforms is crucial for balancing user safety and freedom of speech. Particularly in the United States, platforms are not subject to legal constraints prescribing permissible content. Each…

We often treat social media as a lens onto society. How might that lens distort the popularity of political and social viewpoints? We examine discrepancies between publicly posted and privately surveyed opinions within communities,…

Social and Information Networks · Computer Science 2026-03-18 Dora Zhao , Diyi Yang , Michael S. Bernstein

The proliferation of harmful content and misinformation on social networks necessitates content moderation policies to maintain platform health. One such policy is shadow banning, which limits content visibility. The danger of shadow…

Social and Information Networks · Computer Science 2024-02-07 Yen-Shao Chen , Tauhid Zaman

An increasing amount of attention has been devoted to the problem of "toxic" or antisocial behavior on social media. In this paper we analyze such behavior at very large scales: we analyze toxicity over a 14-year time span on nearly 500…

Social and Information Networks · Computer Science 2025-09-23 Katy Blumer , Jon Kleinberg

The COVID-19 pandemic has intensified numerous social issues that warrant academic investigation. Although information dissemination has been extensively studied, the silenced voices and censored content also merit attention due to their…

Social and Information Networks · Computer Science 2025-08-08 Siyi Zhou , Luca Luceri , Emilio Ferrara

Today, users are reading the news through social platforms. These platforms are built to facilitate crowd engagement, but not necessarily disseminate useful news to inform the masses. Hence, the news that is highly engaged with may not be…

Social and Information Networks · Computer Science 2017-11-07 Benjamin D. Horne , Sibel Adali

As civil discourse increasingly takes place online, misinformation and the polarization of news shared in online communities have become ever more relevant concerns with real world harms across our society. Studying online news sharing at…

Computers and Society · Computer Science 2022-05-11 Galen Weld , Maria Glenski , Tim Althoff

Content moderators play a key role in keeping the conversation on social media healthy. While the high volume of content they need to judge represents a bottleneck to the moderation pipeline, no studies have explored how models could…

Computation and Language · Computer Science 2024-06-07 Agostina Calabrese , Leonardo Neves , Neil Shah , Maarten W. Bos , Björn Ross , Mirella Lapata , Francesco Barbieri

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

Many benefits of online communities---such as obtaining new information, opportunities, and social connections---increase with size. Thus, a ``successful'' online community often evokes an image of hundreds of thousands of users, and…

Social and Information Networks · Computer Science 2021-08-11 Sohyeon Hwang , Jeremy Foote

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

Social media platforms employ various content moderation techniques to remove harmful, offensive, and hate speech content. The moderation level varies across platforms; even over time, it can evolve in a platform. For example, Parler, a…

Social and Information Networks · Computer Science 2025-02-05 Nihal Kumarswamy , Mohit Singhal , Shirin Nilizadeh

Online social media enables mass-level, transparent, and democratized discussion on numerous socio-political issues. Due to such openness, these platforms often endure manipulation and misinformation - leading to negative impacts. To…

Social and Information Networks · Computer Science 2021-01-26 Farhan Asif Chowdhury , Dheeman Saha , Md Rashidul Hasan , Koustuv Saha , Abdullah Mueen

Search engines traditionally complement online content platforms by directing users seeking information to external websites. The emergence of generative AI search tools that summarize answers directly on the results page may disrupt this…

Information Retrieval · Computer Science 2026-05-21 Peibo Zhang , Ruomeng Cui , Dennis J. Zhang

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
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