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We present an approach for selecting objectively informative and subjectively helpful annotations to social media posts. We draw on data from on an online environment where contributors annotate misinformation and simultaneously rate the…

社会与信息网络 · 计算机科学 2022-10-31 Stefan Wojcik , Sophie Hilgard , Nick Judd , Delia Mocanu , Stephen Ragain , M. B. Fallin Hunzaker , Keith Coleman , Jay Baxter

Bayesian Persuasion is proposed as a tool for social media platforms to combat the spread of misinformation. Since platforms can use machine learning to predict the popularity and misinformation features of to-be-shared posts, and users are…

计算机科学与博弈论 · 计算机科学 2024-02-15 Safwan Hossain , Andjela Mladenovic , Yiling Chen , Gauthier Gidel

Online social networking sites are experimenting with the following crowd-powered procedure to reduce the spread of fake news and misinformation: whenever a user is exposed to a story through her feed, she can flag the story as…

社会与信息网络 · 计算机科学 2017-11-29 Jooyeon Kim , Behzad Tabibian , Alice Oh , Bernhard Schoelkopf , Manuel Gomez-Rodriguez

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…

社会与信息网络 · 计算机科学 2023-11-27 Yigit Ege Bayiz , Ufuk Topcu

The problem of how to effectively mitigate the flow of misinformation remains a significant challenge. The classical approach to this is public disapproval of claims or "debunking." The approach is still widely used on social media, but it…

人机交互 · 计算机科学 2025-05-13 Huiyun Tang , Anastasia Sergeeva

The wide adoption of social media platforms has brought about numerous benefits for communication and information sharing. However, it has also led to the rapid spread of misinformation, causing significant harm to individuals, communities,…

数据结构与算法 · 计算机科学 2023-08-21 Ahad N. Zehmakan , Khushvind Maurya

The digital spread of misinformation is one of the leading threats to democracy, public health, and the global economy. Popular strategies for mitigating misinformation include crowdsourcing, machine learning, and media literacy programs…

社会与信息网络 · 计算机科学 2021-06-09 Douglas Guilbeault , Samuel Woolley , Joshua Becker

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…

人机交互 · 计算机科学 2022-05-03 Jacqueline Urakami , Yeongdae Kim , Hiroki Oura , Katie Seaborn

Misinformation propagation in online social networks has become an increasingly challenging problem. Although many studies exist to solve the problem computationally, a permanent and robust solution is yet to be discovered. In this study,…

社会与信息网络 · 计算机科学 2023-03-21 Tolga Yilmaz , Özgür Ulusoy

Divisiveness appears to be increasing in much of the world, leading to concern about political violence and a decreasing capacity to collaboratively address large-scale societal challenges. In this working paper we aim to articulate an…

社会与信息网络 · 计算机科学 2023-07-25 Aviv Ovadya , Luke Thorburn

Recommendation algorithms have been pointed out as one of the major culprits of misinformation spreading in the digital sphere. However, it is still unclear how these algorithms really propagate misinformation, e.g., it has not been shown…

社会与信息网络 · 计算机科学 2021-03-30 Miriam Fernández , Alejandro Bellogín , Iván Cantador

Hate speech and misinformation frequently co-occur online, amplifying prejudice and polarization. Given their scale, using Large Language Models (LLMs) to assist expert counterspeech (CS) writing has gained interest, yet prior work has…

计算与语言 · 计算机科学 2026-05-22 Genoveffa Martone , Helena Bonaldi , Marco Guerini

The widespread online misinformation could cause public panic and serious economic damages. The misinformation containment problem aims at limiting the spread of misinformation in online social networks by launching competing campaigns.…

社会与信息网络 · 计算机科学 2018-09-24 Guangmo Tong , Weili Wu , Ding-Zhu Du

Biased news contributes to societal polarization and is often reinforced by hostile reader comments, constituting a vital yet often overlooked aspect of news dissemination. Our study reveals that offensive comments support biased content,…

计算与语言 · 计算机科学 2025-08-25 Luyang Lin , Zijin Feng , Lingzhi Wang , Kam-Fai Wong

The spread of online misinformation poses serious threats to democratic societies. Traditionally, expert fact-checkers verify the truthfulness of information through investigative processes. However, the volume and immediacy of online…

信息检索 · 计算机科学 2025-06-12 Michael Soprano

As a countermeasure against misinformation that undermines the healthy use of social media, a preventive intervention known as \textit{prebunking} has recently attracted attention in the field of psychology. Prebunking aims to strengthen…

社会与信息网络 · 计算机科学 2025-10-23 Satoshi Furutani , Toshiki Shibahara , Mitsuaki Akiyama , Masaki Aida

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

Nowadays, artificial intelligence algorithms are used for targeted and personalized content distribution in the large scale as part of the intense competition for attention in the digital media environment. Unfortunately, targeted…

社会与信息网络 · 计算机科学 2018-12-05 Sina Mohseni , Eric Ragan

Research in combating misinformation reports many negative results: facts may not change minds, especially if they come from sources that are not trusted. Individuals can disregard and justify lies told by trusted sources. This problem is…

计算机与社会 · 计算机科学 2019-11-15 Benjamin D. Horne , Maurício Gruppi , Sibel Adalı

The rise in online misinformation in recent years threatens democracies by distorting authentic public discourse and causing confusion, fear, and even, in extreme cases, violence. There is a need to understand the spread of false content…

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