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This article introduces misinfo-general, a benchmark dataset for evaluating misinformation models' ability to perform out-of-distribution generalization. Misinformation changes rapidly, much more quickly than moderators can annotate at…

Information Retrieval · Computer Science 2025-11-27 Ivo Verhoeven , Pushkar Mishra , Ekaterina Shutova

Studying misinformation and how to deal with unhealthy behaviours within online discussions has recently become an important field of research within social studies. With the rapid development of social media, and the increasing amount of…

Social and Information Networks · Computer Science 2022-05-13 Dmitry Gnatyshak , Dario Garcia-Gasulla , Sergio Alvarez-Napagao , Jamie Arjona , Tommaso Venturini

Misinformation has disruptive effects on our lives. Many researchers have looked into means to identify and combat misinformation in text or data visualization. However, there is still a lack of understanding of how misinformation can be…

Human-Computer Interaction · Computer Science 2022-05-25 Chengbo Zheng , Xiaojuan Ma

Social media platforms enhance the propagation of online misinformation by providing large user bases with a quick means to share content. One way to disrupt the rapid dissemination of misinformation at scale is through warning tags, which…

Human-Computer Interaction · Computer Science 2024-07-04 Robert Kaufman , Aaron Broukhim , Michael Haupt

With the rapid increase in access to internet and the subsequent growth in the population of online social media users, the quality of information posted, disseminated and consumed via these platforms is an issue of growing concern. A large…

Social and Information Networks · Computer Science 2020-10-20 Amrita Bhattacharjee , Kai Shu , Min Gao , Huan Liu

Over the past few years, we have observed different media outlets' attempts to shift public opinion by framing information to support a narrative that facilitate their goals. Malicious users referred to as "pathogenic social media" (PSM)…

Social and Information Networks · Computer Science 2020-01-15 Hamidreza Alvari , Ghazaleh Beigi , Soumajyoti Sarkar , Scott W. Ruston , Steven R. Corman , Hasan Davulcu , Paulo Shakarian

Over the past decade, the media landscape has seen a radical shift. As more of the public stay informed of current events via online sources, competition has grown as outlets vie for attention. This competition has prompted some online…

Human-Computer Interaction · Computer Science 2023-01-10 Marc Kydd , Lynsay A. Shepherd

The current public sense of anxiety in dealing with disinformation as manifested by so-called fake news is acutely displayed by the reaction to recent events prompted by a belief in conspiracies among certain groups. A model to deal with…

The landscape of social media content has evolved significantly, extending from text to multimodal formats. This evolution presents a significant challenge in combating misinformation. Previous research has primarily focused on single…

Multimedia · Computer Science 2024-09-04 Zhe Fu , Kanlun Wang , Wangjiaxuan Xin , Lina Zhou , Shi Chen , Yaorong Ge , Daniel Janies , Dongsong Zhang

The spread of digital disinformation (aka "fake news") is arguably one of the most significant threats on the Internet which can cause individual and societal harm of large scales. The susceptibility to fake news attacks hinges on whether…

Computation and Language · Computer Science 2022-07-19 Cagri Arisoy , Anuradha Mandal , Nitesh Saxena

During community decision-making and civic collaboration, conflicts can escalate when people suspect misinformation. We introduce the concept of sense of misinformation as experiencing someone's language or behavior as misinformation when…

Human-Computer Interaction · Computer Science 2026-03-10 Jiyoon Kim , Jie Cai , Srishti Gupta , John M. Carroll

Misinformation spread through social media has become a fundamental challenge in modern society. Recent studies have evaluated various strategies for addressing this problem, such as by modifying social media platforms or educating people…

Human-Computer Interaction · Computer Science 2022-05-03 Jacqueline Urakami , Yeongdae Kim , Hiroki Oura , Katie Seaborn

The rapid dissemination of information through digital platforms has revolutionized the way we access and consume news and information, particularly in the realm of finance. However, this digital age has also given rise to an alarming…

Computers and Society · Computer Science 2023-09-25 Aman Rangapur , Haoran Wang , Kai Shu

Many researchers from a variety of fields including computer science, network science and mathematics have focused on how to contain the outbreaks of Internet misinformation that threaten social systems and undermine societal health. Most…

Physics and Society · Physics 2019-12-23 Wei Wang , Yuanhui Ma , Tao Wu , Yang Dai , Xingshu Chen , Lidia A. Braunstein

The massive spread of misinformation in social networks has become a global risk, implicitly influencing public opinion and threatening social/political development. Misinformation detection (MID) has thus become a surging research topic in…

Social and Information Networks · Computer Science 2019-09-10 Bin Guo , Yasan Ding , Lina Yao , Yunji Liang , Zhiwen Yu

Misinformation about vaccination poses a significant public health threat by reducing vaccination rates and increasing disease burden. Understanding population heterogeneity can aid in recognizing and mitigating the effects of such…

Physics and Society · Physics 2024-11-19 Komal Tanwar , Viney Kumar , Jai Prakash Tripathi

The growing reliance on social media for news consumption necessitates effective countermeasures to mitigate the rapid spread of misinformation. Prebunking, a proactive method that arms users with accurate information before they come…

Social and Information Networks · Computer Science 2023-11-27 Yigit Ege Bayiz , Ufuk Topcu

Existing challenges in misinformation exposure and susceptibility vary across demographic groups, as some populations are more vulnerable to misinformation than others. Large language models (LLMs) introduce new dimensions to these…

Computation and Language · Computer Science 2025-10-15 Angana Borah , Rada Mihalcea , Verónica Pérez-Rosas

How can we best address the dangerous impact that deep learning-generated fake audios, photographs, and videos (a.k.a. deepfakes) may have in personal and societal life? We foresee that the availability of cheap deepfake technology will…

Computers and Society · Computer Science 2022-04-05 Claudio S. Pinhanez , German H. Flores , Marisa A. Vasconcelos , Mu Qiao , Nick Linck , Rogério de Paula , Yuya J. Ong

In any given collaboration, information needs to flow from one participant to another. While participants may be interested in sharing information with one another, it is often necessary for them to establish the impact of sharing certain…

Cryptography and Security · Computer Science 2015-12-22 Nalin Asanka Gamagedara Arachchilage , Cornelius Namiluko , Andrew Martin