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Internet users highly rely on and trust web search engines, such as Google, to find relevant information online. However, scholars have documented numerous biases and inaccuracies in search outputs. To improve the quality of search results,…

计算机与社会 · 计算机科学 2023-10-06 Aleksandra Urman , Aniko Hannak , Mykola Makhortykh

Modern social networks rely on recommender systems that inadvertently amplify misinformation by prioritizing engagement over content veracity. We present a control framework that mitigates misinformation spread while maintaining user…

社会与信息网络 · 计算机科学 2025-11-18 Nicolo' Pagan , Andreas Philippou , Giulia De Pasquale

Misinformation poses a significant challenge studied extensively by researchers, yet acquiring data to identify primary sharers is time-consuming and challenging. To address this, we propose a low-barrier approach to differentiate social…

社会与信息网络 · 计算机科学 2025-11-25 Júlia Számely , Alessandro Galeazzi , Júlia Koltai , Elisa Omodei

We restrict the propagation of misinformation in a social-media-like environment while preserving the spread of correct information. We model the environment as a random network of users in which each news item propagates in the network in…

社会与信息网络 · 计算机科学 2022-11-10 Yigit E. Bayiz , Ufuk Topcu

Social media has a misinformation problem, and counterspeech -- fighting bad speech with more speech -- has been an ineffective solution. Here, we argue that bridging-based ranking -- an algorithmic approach to promoting content favored by…

计算机与社会 · 计算机科学 2024-10-17 Kenny Peng , James Grimmelmann

Social media platforms have been exploited to disseminate misinformation in recent years. The widespread online misinformation has been shown to affect users' beliefs and is connected to social impact such as polarization. In this work, we…

计算机与社会 · 计算机科学 2021-11-02 Yichen Wang , Richard Han , Tamara Lehman , Qin Lv , Shivakant Mishra

The spread of misinformation through online social media platforms has had substantial societal consequences. As a result, platforms have introduced measures to alert users of news content that may be misleading or contain inaccuracies as a…

人机交互 · 计算机科学 2024-10-02 Hana Habib , Sara Elsharawy , Rifat Rahman

The widespread of false information is a rising concern worldwide with critical social impact, inspiring the emergence of fact-checking organizations to mitigate misinformation dissemination. However, human-driven verification leads to a…

机器学习 · 计算机科学 2022-12-09 Vítor Lourenço , Aline Paes

Previous work suggests that people's preference for different kinds of information depends on more than just accuracy. This could happen because the messages contained within different pieces of information may either be well-liked or…

计算机与社会 · 计算机科学 2022-07-01 Alexandros Efstratiou , Emiliano De Cristofaro

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…

计算与语言 · 计算机科学 2023-05-24 Yiming Zhang , Sravani Nanduri , Liwei Jiang , Tongshuang Wu , Maarten Sap

Social media platforms increasingly rely on crowdsourced moderation systems like Community Notes to combat misinformation at scale. However, these systems face challenges from rater bias and potential manipulation, which may undermine their…

社会与信息网络 · 计算机科学 2025-11-05 Bao Tran Truong , Siqi Wu , Alessandro Flammini , Filippo Menczer , Alexander J. Stewart

Misinformation poses a growing global threat to institutional trust, democratic stability, and public decision-making. While prior research has often portrayed social media as a channel for spreading falsehoods, less is known about the…

综合经济学 · 经济学 2025-06-23 Gavin Wang , Haofei Qin , Xiao Tang , Lynn Wu

The prevalence of distressing content on social media raises concerns about users' mental well-being, prompting the use of trigger warnings (TW) and content warnings (CW). However, inconsistent implementation of TW/CW across platforms and…

人机交互 · 计算机科学 2025-08-11 Xinyi Zhang , Muskan Gupta , Emily Altland , Sang Won Lee

Social media users who report content are key allies in the management of online misinformation, however, no research has been conducted yet to understand their role and the different trends underlying their reporting activity. We suggest…

社会与信息网络 · 计算机科学 2023-05-09 Hubert Etienne , Onur Çelebi

In recent years, the proliferation of misinformation on social media platforms has become a significant concern. Initially designed for sharing information and fostering social connections, platforms like Twitter (now rebranded as X) have…

计算机与社会 · 计算机科学 2026-01-28 Uku Kangur , Roshni Chakraborty , Rajesh Sharma

Developing interventions that successfully reduce engagement with misinformation on social media is challenging. One intervention that has recently gained great attention is X/Twitter's Community Notes (previously known as "Birdwatch").…

社会与信息网络 · 计算机科学 2024-08-26 Yuwei Chuai , Haoye Tian , Nicolas Pröllochs , Gabriele Lenzini

Social media platforms often assume that users can self-correct against misinformation. However, social media users are not equally susceptible to all misinformation as their biases influence what types of misinformation might thrive and…

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

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

Many under-resourced languages require high-quality datasets for specific tasks such as offensive language detection, disinformation, or misinformation identification. However, the intricacies of the content may have a detrimental effect on…

计算与语言 · 计算机科学 2023-11-20 Stetsenko Daria