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We propose a system to predict harmful discussions on social media platforms. Our solution uses contextual deep language models and proposes the novel idea of integrating state-of-the-art Graph Transformer Networks to analyze all…

Computation and Language · Computer Science 2023-01-12 Liam Hebert , Lukasz Golab , Robin Cohen

Online harassment and abusive language continue to be a growing concern on social media platforms. In this study, we explore the power of group dynamics to shape the toxicity of Twitter conversations. First, we examine how the presence of…

Social and Information Networks · Computer Science 2026-04-20 Ana Aleksandric , Mohit Singhal , Anne Groggel , Shirin Nilizadeh

As conspiracy theories gain traction, it has become crucial to research effective intervention strategies that can foster evidence and science-based discussions in conspiracy theory communities online. This study presents a novel framework…

Human-Computer Interaction · Computer Science 2025-08-12 Ruican Zhong , Shruti Phadke , Beth Goldberg , Tanushree Mitra

Networked environments shape how information embedded in narratives influences individual and group beliefs and behavior. This raises key questions about how group communication around narrative media impacts belief formation and how such…

Social and Information Networks · Computer Science 2025-11-03 Abha Jha , J. Hunter Priniski , Carolyn Steinle , Fred Morstatter

In recent years, online communities have formed around suicide and self-harm prevention. While these communities offer support in moment of crisis, they can also normalize harmful behavior, discourage professional treatment, and instigate…

Computation and Language · Computer Science 2018-04-20 Luca Soldaini , Timothy Walsh , Arman Cohan , Julien Han , Nazli Goharian

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

User comments on social media have been recognized as a crucial factor in distinguishing between fake and real news, with many studies focusing on the textual content of user reactions. However, the interactions among agents in the comment…

Social and Information Networks · Computer Science 2024-10-14 Kailun Zhu , Songtao Peng , Jiaqi Nie , Zhongyuan Ruan , Shanqing Yu , Qi Xuan

Online communities offer their members various benefits, such as information access, social and emotional support, and entertainment. Despite the important role that founders play in shaping communities, prior research has focused primarily…

Human-Computer Interaction · Computer Science 2024-05-02 Sanjay R. Kairam , Jeremy Foote

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

Large-scale data resulting from users online interactions provide the ultimate source of information to study emergent social phenomena on the Web. From individual actions of users to observable collective behaviors, different mechanisms…

Physics and Society · Physics 2015-05-20 Marija Mitrović , Georgios Paltoglou , Bosiljka Tadić

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

The architecture of public discourse has been profoundly reshaped by social media platforms, which mediate interactions at an unprecedented scale and complexity. This study analyzes user behavior across six platforms over 33 years,…

Social and Information Networks · Computer Science 2025-01-22 Jacopo Nudo , Matteo Cinelli , Andrea Baronchelli , Walter Quattrociocchi

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

Advances in community detection reveal new insights into multiplex and multilayer networks. Less work, however, investigates the relationship between these communities and outcomes in social systems. We leverage these advances to shed light…

Computation and Language · Computer Science 2019-12-19 Caleb Pomeroy , Niheer Dasandi , Slava Jankin Mikhaylov

This paper addresses the question of how language use affects community reaction to comments in online discussion forums, and the relative importance of the message vs. the messenger. A new comment ranking task is proposed based on…

Computation and Language · Computer Science 2015-08-18 Aaron Jaech , Victoria Zayats , Hao Fang , Mari Ostendorf , Hannaneh Hajishirzi

The small-world phenomenon is found in many self-organising systems. Systems configured in small-world networks spread information more easily than in random or regular lattice-type networks. Whilst it is a known fact that small-world…

Physics and Society · Physics 2015-08-17 Eugene Ch'ng

Information-communication technology promotes collaborative environments like Wikipedia where, however, controversiality and conflicts can appear. To describe the rise, persistence, and resolution of such conflicts we devise an extended…

Physics and Society · Physics 2023-01-05 János Török , Gerardo Iñiguez , Taha Yasseri , Maxi San Miguel , Kimmo Kaski , János Kertész

Despite the well-documented benefits of working in teams, teamwork also results in communication, coordination and management costs, and may lead to personal conflict between team members. In a context where teams play an increasingly…

Physics and Society · Physics 2014-11-07 Nuria Rovira-Asenjo , Tania Gumi , Marta Sales-Pardo , Roger Guimera

Toxic language, such as hate speech, can deter users from participating in online communities and enjoying popular platforms. Previous approaches to detecting toxic language and norm violations have been primarily concerned with…

Computation and Language · Computer Science 2023-10-10 Jihyung Moon , Dong-Ho Lee , Hyundong Cho , Woojeong Jin , Chan Young Park , Minwoo Kim , Jonathan May , Jay Pujara , Sungjoon Park

Recent research shows that humans are heavily influenced by online social interactions: We are more likely to perform actions which, in the past, have led to positive social feedback. We introduce a quantitative model of behavior changes in…

Social and Information Networks · Computer Science 2014-07-01 Sanmay Das , Allen Lavoie