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Although misinformation tends to spread online, it can have serious real-world consequences. In order to develop automated tools to detect and mitigate the impact of misinformation, researchers must leverage algorithms that can adapt to the…

社会与信息网络 · 计算机科学 2025-04-09 Erik J Schlicht

Over the past couple of years, the topic of "fake news" and its influence over people's opinions has become a growing cause for concern. Although the spread of disinformation on the Internet is not a new phenomenon, the widespread use of…

计算与语言 · 计算机科学 2019-10-29 Jillian Tompkins

Hyper-partisan misinformation has become a major public concern. In order to examine what type of misinformation label can mitigate hyper-partisan misinformation sharing on social media, we conducted a 4 (label type: algorithm, community,…

人机交互 · 计算机科学 2023-01-24 Chenyan Jia , Alexander Boltz , Angie Zhang , Anqing Chen , Min Kyung Lee

Preventing the spread of misinformation is challenging. The detection of misleading content presents a significant hurdle due to its extreme linguistic and domain variability. Content-based models have managed to identify deceptive language…

计算与语言 · 计算机科学 2024-01-30 Flavio Merenda , José Manuel Gómez-Pérez

Social media are pervaded by unsubstantiated or untruthful rumors, that contribute to the alarming phenomenon of misinformation. The widespread presence of a heterogeneous mass of information sources may affect the mechanisms behind the…

社会与信息网络 · 计算机科学 2017-07-11 Fabiana Zollo , Walter Quattrociocchi

An important challenge in the process of tracking and detecting the dissemination of misinformation is to understand the political gap between people that engage with the so called "fake news". A possible factor responsible for this gap is…

社会与信息网络 · 计算机科学 2017-07-18 Manoel Horta Ribeiro , Pedro H. Calais , Virgílio A. F. Almeida , Wagner Meira

The spread of misinformation on social media platforms threatens democratic processes, contributes to massive economic losses, and endangers public health. Many efforts to address misinformation focus on a knowledge deficit model and…

计算与语言 · 计算机科学 2024-10-16 Saadia Gabriel , Liang Lyu , James Siderius , Marzyeh Ghassemi , Jacob Andreas , Asu Ozdaglar

Recent years have witnessed the rise of misinformation campaigns that spread specific narratives on social media to manipulate public opinions on different areas, such as politics and healthcare. Consequently, an effective and efficient…

机器学习 · 计算机科学 2022-10-17 Yizhou Zhang , Defu Cao , Yan Liu

The spread of online misinformation on social media is increasingly perceived as a problem for societal cohesion and democracy. The role of political leaders in this process has attracted less research attention, even though politicians who…

计算机与社会 · 计算机科学 2023-06-16 Jana Lasser , Segun Taofeek Aroyehun , Fabio Carrella , Almog Simchon , David Garcia , Stephan Lewandowsky

A key question of collective social behavior is related to the influence of Mass Media on public opinion. Different approaches have been developed to address quantitatively this issue, ranging from field experiments to mathematical models.…

社会与信息网络 · 计算机科学 2020-06-16 Federico Albanese , Sebastián Pinto , Viktoriya Semeshenko , Pablo Balenzuela

A recent article in $\textit{Science}$ by Guess et al. estimated the effect of Facebook's news feed algorithm on exposure to misinformation and political information among Facebook users. However, its reporting and conclusions did not…

社会与信息网络 · 计算机科学 2024-11-20 Chhandak Bagchi , Filippo Menczer , Jennifer Lundquist , Monideepa Tarafdar , Anthony Paik , Przemyslaw A. Grabowicz

Social media users drive the spread of misinformation online by sharing posts that include erroneous information or commenting on controversial topics with unsubstantiated arguments often in earnest. Work on echo chambers has suggested that…

社会与信息网络 · 计算机科学 2024-04-25 Xinyu Wang , Jiayi Li , Sarah Rajtmajer

Social dialogue, the foundation of our democracies, is currently threatened by disinformation and partisanship, with their disrupting role on individual and collective awareness and detrimental effects on decision-making processes. Despite…

物理与社会 · 物理学 2021-06-01 Pietro Gravino , Giulio Prevedello , Martina Galletti , Vittorio Loreto

Since 2016, the amount of academic research with the keyword "misinformation" has more than doubled [2]. This research often focuses on article headlines shown in artificial testing environments, yet misinformation largely spreads through…

人机交互 · 计算机科学 2020-12-16 Emily Saltz , Claire Leibowicz , Claire Wardle

Malicious accounts spreading misinformation has led to widespread false and misleading narratives in recent times, especially during the COVID-19 pandemic, and social media platforms struggle to eliminate these contents rapidly. This is…

社会与信息网络 · 计算机科学 2022-02-28 Karishma Sharma , Emilio Ferrara , Yan Liu

With fact-checking by professionals being difficult to scale on social media, algorithmic techniques have been considered. However, it is uncertain how the public may react to labels by automated fact-checkers. In this study, we investigate…

人机交互 · 计算机科学 2024-03-20 Gionnieve Lim , Simon T. Perrault

Images are an indispensable part of the news content we consume. Highly emotional images from sources of misinformation can greatly influence our judgements. We present two studies on the effects of emotional facial images on users'…

人机交互 · 计算机科学 2022-05-06 Alireza Karduni , Ryan Wesslen , Douglas Markant , Wenwen Dou

Explicit labeling of online content produced by artificial intelligence (AI) is a widely discussed policy for ensuring transparency and promoting public confidence. Yet little is known about the scope of AI labeling effects on public…

计算机与社会 · 计算机科学 2026-02-12 Chuyao Wang , Patrick Sturgis , Daniel de Kadt

Social media is interactive, and interaction brings misinformation. With the growing amount of user-generated data, fake news on online platforms has become much frequent since the arrival of social networks. Now and then, an event occurs…

社会与信息网络 · 计算机科学 2021-11-24 Chahat Raj , Priyanka Meel

Political elites play an important role in the proliferation of online misinformation. However, an understanding of how fact-checking platforms pick up politicized misinformation for fact-checking is still in its infancy. Here, we conduct…

社会与信息网络 · 计算机科学 2024-09-16 Yuwei Chuai , Jichang Zhao , Nicolas Pröllochs , Gabriele Lenzini
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