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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…

社会与信息网络 · 计算机科学 2019-09-10 Bin Guo , Yasan Ding , Lina Yao , Yunji Liang , Zhiwen Yu

Responding to misinformation online can be an exhausting and thankless task. It takes time and energy to write effective content, puts users at risk of online harassment, and strains personal relationships. Despite these challenges, there…

人机交互 · 计算机科学 2024-12-02 Jina Yoon , Shreya Sathyanarayanan , Franziska Roesner , Amy X. Zhang

We build a novel database of around 285,000 notes from the Twitter Community Notes program to analyze the causal influence of appending contextual information to potentially misleading posts on their dissemination. Employing a difference in…

综合经济学 · 经济学 2024-04-04 Thomas Renault , David Restrepo Amariles , Aurore Troussel

With advancements in natural language processing (NLP) models, automatic explanation generation has been proposed to mitigate misinformation on social media platforms in addition to adding warning labels to identified fake news. While many…

计算与语言 · 计算机科学 2023-10-30 Yi-Li Hsu , Shih-Chieh Dai , Aiping Xiong , Lun-Wei Ku

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

Artificial intelligence (AI)-powered recommender systems play a crucial role in determining the content that users are exposed to on social media platforms. However, the behavioural patterns of these systems are often opaque, complicating…

社会与信息网络 · 计算机科学 2023-09-20 Giulio Corsi

Misinformation on social media presents a major threat to modern societies. While previous research has analyzed the virality across true and false social media posts, not every misleading post is necessarily equally viral. Rather,…

社会与信息网络 · 计算机科学 2023-03-09 Chiara Drolsbach , Nicolas Pröllochs

Thanks to platforms such as Twitter and Facebook, people can know facts and events that otherwise would have been silenced. However, social media significantly contribute also to fast spreading biased and false news while targeting specific…

社会与信息网络 · 计算机科学 2025-11-05 Alessandro Balestrucci , Rocco De Nicola , Marinella Petrocchi , Catia Trubiani

Misinformation posting and spreading in Social Media is ignited by personal decisions on the truthfulness of news that may cause wide and deep cascades at a large scale in a fraction of minutes. When individuals are exposed to information,…

计算机与社会 · 计算机科学 2022-10-11 Giancarlo Ruffo , Alfonso Semeraro

Modern information environments, especially social media, are highly complex systems that exceed individual processing capacities such as humans' limited attention. This environment/cognition mismatch can increase susceptibility to…

物理与社会 · 物理学 2026-02-24 Viktoria Kainz , Justin Sulik , Anna Neudert , Torsten Enßlin

Automated soft moderation systems are unable to ascertain if a post supports or refutes a false claim, resulting in a large number of contextual false positives. This limits their effectiveness, for example undermining trust in health…

计算与语言 · 计算机科学 2024-07-31 Pujan Paudel , Mohammad Hammas Saeed , Rebecca Auger , Chris Wells , Gianluca Stringhini

The global spread of misinformation and concerns about content trustworthiness have driven the development of automated fact-checking systems. Since false information often exploits social media dynamics such as "likes" and user networks to…

社会与信息网络 · 计算机科学 2026-02-03 Vítor N. Lourenço , Aline Paes , Tillman Weyde

A great deal of empirical research has examined who falls for misinformation and why. Here, we introduce a formal game-theoretic model of engagement with news stories that captures the strategic interplay between (mis)information consumers…

理论经济学 · 经济学 2023-09-26 Alexander J. Stewart , Antonio A. Arechar , David G. Rand , Joshua B. Plotkin

Social media has greatly enabled people to participate in online activities at an unprecedented rate. However, this unrestricted access also exacerbates the spread of misinformation and fake news online which might cause confusion and chaos…

机器学习 · 计算机科学 2020-04-07 Kai Shu , Guoqing Zheng , Yichuan Li , Subhabrata Mukherjee , Ahmed Hassan Awadallah , Scott Ruston , Huan Liu

Unlike traditional media, social media typically provides quantified metrics of how many users have engaged with each piece of content. Some have argued that the presence of these cues promotes the spread of misinformation. Here we…

社会与信息网络 · 计算机科学 2022-07-18 Ziv Epstein , Hause Lin , Gordon Pennycook , David Rand

Marking biased texts is a practical approach to increase media bias awareness among news consumers. However, little is known about the generalizability of such awareness to new topics or unmarked news articles, and the role of…

人机交互 · 计算机科学 2024-12-31 Timo Spinde , Fei Wu , Wolfgang Gaissmaier , Gianluca Demartini , Helge Giese

Much of the research quantifying volume and spread of online misinformation measures the construct at the source level, identifying a set of specific unreliable domains that account for a relatively small share of news consumption. This…

社会与信息网络 · 计算机科学 2025-06-11 Pranav Goel , Jon Green , David Lazer , Philip Resnik

The negative effects of misinformation filter bubbles in adaptive systems have been known to researchers for some time. Several studies investigated, most prominently on YouTube, how fast a user can get into a misinformation filter bubble…

The spread of disinformation on social platforms is harmful to society. This harm may manifest as a gradual degradation of public discourse; but it can also take the form of sudden dramatic events such as the 2021 insurrection on Capitol…

计算机科学与博弈论 · 计算机科学 2022-06-28 Shehroze Khan , James R. Wright

Social media platforms face increasing scrutiny over the rapid spread of misinformation. In response, many have adopted community-based content moderation systems, including Community Notes (formerly Birdwatch) on X (formerly Twitter),…

社会与信息网络 · 计算机科学 2026-02-02 Gabriela Juncosa , Saeedeh Mohammadi , Margaret Samahita , Taha Yasseri