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Social media platforms are increasingly deploying complex interventions to help users detect false news. Labeling false news using techniques that combine crowd-sourcing with artificial intelligence (AI) offers a promising way to inform…

人机交互 · 计算机科学 2021-12-08 Ziv Epstein , Nicolò Foppiani , Sophie Hilgard , Sanjana Sharma , Elena Glassman , David Rand

Reducing the spread of misinformation is challenging. AI-based fact verification systems offer a promising solution by addressing the high costs and slow pace of traditional fact-checking. However, the problem of how to effectively…

人机交互 · 计算机科学 2025-03-14 Huiyun Tang , Björn Rohles , Yuwei Chuai , Gabriele Lenzini , Anastasia Sergeeva

Amidst COVID-19 misinformation spreading, social media platforms like Facebook and Twitter rolled out design interventions, including banners linking to authoritative resources and more specific "false information" labels. In late March…

计算机与社会 · 计算机科学 2020-12-22 Christine Geeng , Tiona Francisco , Jevin West , Franziska Roesner

Warning users about misinformation on social media is not a simple usability task. Soft moderation has to balance between debunking falsehoods and avoiding moderation bias while preserving the social media consumption flow. Platforms thus…

计算机与社会 · 计算机科学 2022-05-04 Filipo Sharevski , Amy Devine , Emma Pieroni , Peter Jacnim

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

Twitter, prompted by the rapid spread of alternative narratives, started actively warning users about the spread of COVID-19 misinformation. This form of soft moderation comes in two forms: as a warning cover before the Tweet is displayed…

社会与信息网络 · 计算机科学 2021-04-05 Filipo Sharevski , Raniem Alsaadi , Peter Jachim , Emma Pieroni

Misinformation entails the dissemination of falsehoods that leads to the slow fracturing of society via decreased trust in democratic processes, institutions, and science. The public has grown aware of the role of social media as a…

With the prevalence of misinformation online, researchers have focused on developing various machine learning algorithms to detect fake news. However, users' perception of machine learning outcomes and related behaviors have been widely…

人机交互 · 计算机科学 2019-11-28 Limeng Cui

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

Combating fake news and misinformation propagation is a challenging task in the post-truth era. News feed and search algorithms could potentially lead to unintentional large-scale propagation of false and fabricated information with users…

信息检索 · 计算机科学 2020-07-28 Sina Mohseni , Fan Yang , Shiva Pentyala , Mengnan Du , Yi Liu , Nic Lupfer , Xia Hu , Shuiwang Ji , Eric Ragan

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

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

Debunking misinformation is an important and time-critical task as there could be adverse consequences when misinformation is not quashed promptly. However, the usual supervised approach to debunking via misinformation classification…

计算与语言 · 计算机科学 2020-06-11 Nayeon Lee , Yejin Bang , Andrea Madotto , Pascale Fung

Fake news, misinformation, and unverifiable facts on social media platforms propagate disharmony and affect society, especially when dealing with an epidemic like COVID-19. The task of Fake News Detection aims to tackle the effects of such…

计算与语言 · 计算机科学 2021-12-14 Mrinal Rawat , Diptesh Kanojia

In recent years, scholars have raised concerns on the effects that unreliable news, or "fake news," has on our political sphere, and our democracy as a whole. For example, the propagation of fake news on social media is widely believed to…

社会与信息网络 · 计算机科学 2023-09-28 Banafsheh Behzad , Bhavana Bheem , Daniela Elizondo , Deyana Marsh , Susan Martonosi

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…

人机交互 · 计算机科学 2024-07-04 Robert Kaufman , Aaron Broukhim , Michael Haupt

The World Health Organization have emphasised that misinformation - spreading rapidly through social media - poses a serious threat to the COVID-19 response. Drawing from theories of health perception and cognitive load, we develop and test…

计算机与社会 · 计算机科学 2020-08-05 Samuli Laato , A. K. M. Najmul Islam , Muhammad Nazrul Islam , Eoin Whelan

Misinformation is an important topic in the Information Retrieval (IR) context and has implications for both system-centered and user-centered IR. While it has been established that the performance in discerning misinformation is affected…

人机交互 · 计算机科学 2023-02-20 Li Shi , Nilavra Bhattacharya , Anubrata Das , Jacek Gwizdka

Displaying community fact-checks is a promising approach to reduce engagement with misinformation on social media. However, how users respond to misleading content emotionally after community fact-checks are displayed on posts is unclear.…

社会与信息网络 · 计算机科学 2025-01-28 Yuwei Chuai , Anastasia Sergeeva , Gabriele Lenzini , Nicolas Pröllochs

Fact checking by professionals is viewed as a vital defense in the fight against misinformation.While fact checking is important and its impact has been significant, fact checks could have limited visibility and may not reach the intended…

社会与信息网络 · 计算机科学 2020-11-13 Nicholas Micallef , Bing He , Srijan Kumar , Mustaque Ahamad , Nasir Memon
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