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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

The proliferation of social media platforms and online communities has inadvertently catalyzed the spread of cyberbullying, hate speech, and other forms of online toxicity, making the effective governance of such harm a critical societal…

Artificial Intelligence · Computer Science 2026-05-28 Yiting Huang , Wenting Zhu , Zekun Wang , Qingpo Yang , Yakai Chen , Zihui Xu , Yueyue Zhang , Sanchuan Guo , Xi Zhang

Emotions play an important role in interpersonal interactions and social conflict, yet their function in the development of controversy and disagreement in online conversations has not been explored. To address this gap, we study…

Computation and Language · Computer Science 2022-12-02 Kai Chen , Zihao He , Rong-Ching Chang , Jonathan May , Kristina Lerman

Citizen-generated counter speech is a promising way to fight hate speech and promote peaceful, non-polarized discourse. However, there is a lack of large-scale longitudinal studies of its effectiveness for reducing hate speech. To this end,…

Social and Information Networks · Computer Science 2021-09-07 Joshua Garland , Keyan Ghazi-Zahedi , Jean-Gabriel Young , Laurent Hébert-Dufresne , Mirta Galesic

Information cocooning-amplified by algorithmic filtering-poses complex challenges for emotional dynamics in online social networks. This study explores how algorithmically reinforced information cocooning shapes information diffusion and…

Social and Information Networks · Computer Science 2025-04-04 Jinhu Ren , Xifei Fu , Tianlong Fan , Linyuan Lü

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

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

In the intricate landscape of social media, genuine content dissemination may be altered by a number of threats. Coordinated Behavior (CB), defined as orchestrated efforts by entities to deceive or mislead users about their identity and…

Social and Information Networks · Computer Science 2024-10-07 Edoardo Loru , Matteo Cinelli , Maurizio Tesconi , Walter Quattrociocchi

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

This paper explores ways in which the harmful effects of cyber hate may be mitigated through mechanisms for enhancing the self governance of new digital spaces. We report findings from a mixed methods study of responses to cyber hate posts,…

Computers and Society · Computer Science 2019-09-02 Rob Procter , Helena Webb , Marina Jirotka , Pete Burnap , William Housley , Adam Edwards , Matt Williams

Conversations are an integral part of online social media, and gaining insights into these conversations is of significant value for many commercial as well as academic use cases. From a computational perspective, however, analyzing…

Social and Information Networks · Computer Science 2023-10-13 John Ziegler , Fabian Kneissl , Michael Gertz

We investigate the impact of free speech and the relaxation of moderation on online social media platforms using Elon Musk's takeover of Twitter as a case study. By curating a dataset of over 10 million tweets, our study employs a novel…

Social and Information Networks · Computer Science 2025-03-13 Arvindh Arun , Saurav Chhatani , Jisun An , Ponnurangam Kumaraguru

Conversational moderation of online communities is crucial to maintaining civility for a constructive environment, but it is challenging to scale and harmful to moderators. The inclusion of sophisticated natural language generation modules…

Computation and Language · Computer Science 2024-05-07 Hyundong Cho , Shuai Liu , Taiwei Shi , Darpan Jain , Basem Rizk , Yuyang Huang , Zixun Lu , Nuan Wen , Jonathan Gratch , Emilio Ferrara , Jonathan May

Toxicity annotators and content moderators often default to mental shortcuts when making decisions. This can lead to subtle toxicity being missed, and seemingly toxic but harmless content being over-detected. We introduce BiasX, a framework…

Computation and Language · Computer Science 2023-05-24 Yiming Zhang , Sravani Nanduri , Liwei Jiang , Tongshuang Wu , Maarten Sap

Hate speech on online platforms has been credibly linked to multiple instances of real world violence. This calls for an urgent need to understand how toxic content spreads and how it might be mitigated on online social networks, and…

Social and Information Networks · Computer Science 2025-11-26 Aatman Vaidya , Harsh Bhagat , Seema Nagar , Amit A. Nanavati

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

Generative AI chatbots have proven surprisingly effective at persuading people to change their beliefs and attitudes in lab settings. However, the practical implications of these findings are not yet clear. In this work, we explore the…

Human-Computer Interaction · Computer Science 2026-01-29 Jeremy Foote , Deepak Kumar , Bedadyuti Jha , Ryan Funkhouser , Loizos Bitsikokos , Hitesh Goel , Hsuen-Chi Chiu

E-communities, social groups interacting online, have recently become an object of interdisciplinary research. As with face-to-face meetings, Internet exchanges may not only include factual information but also emotional information - how…

As social media has become a predominant mode of communication globally, the rise of abusive content threatens to undermine civil discourse. Recognizing the critical nature of this issue, a significant body of research has been dedicated to…

Computation and Language · Computer Science 2024-05-21 Xinyu Wang , Sai Koneru , Pranav Narayanan Venkit , Brett Frischmann , Sarah Rajtmajer

When people have the freedom to create and post content on the internet, particularly anonymously, they do not always respect the rules and regulations of the websites on which they post, leaving other unsuspecting users vulnerable to…

Human-Computer Interaction · Computer Science 2023-05-17 Christine L. Cook , Jie Cai , Donghee Yvette Wohn