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In the era of social media platforms, identifying the credibility of online content is crucial to combat misinformation. We present the CREDiBERT (CREDibility assessment using Bi-directional Encoder Representations from Transformers), a…

Computation and Language · Computer Science 2024-02-20 Arash Amini , Yigit Ege Bayiz , Ashwin Ram , Radu Marculescu , Ufuk Topcu

Corrections given by ordinary social media users, also referred to as Social Correction have emerged as a viable intervention against misinformation as per the recent literature. However, little is known about how often users give disputing…

Social and Information Networks · Computer Science 2025-05-06 Sameera S. Vithanage , Keith Ransom , Antonette Mendoza , Shanika Karunasekera

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…

Social and Information Networks · Computer Science 2022-07-18 Ziv Epstein , Hause Lin , Gordon Pennycook , 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…

Human-Computer Interaction · Computer Science 2025-03-14 Huiyun Tang , Björn Rohles , Yuwei Chuai , Gabriele Lenzini , Anastasia Sergeeva

Recent studies have confirmed a growing trend, especially among youngsters, of using Online Social Media as favourite information platform at the expense of traditional mass media. Indeed, they can easily reach a wide audience at a high…

Social and Information Networks · Computer Science 2020-05-08 Alessandro Balestrucci , Rocco De Nicola

The status-quo of misinformation moderation is a central authority, usually social platforms, deciding what content constitutes misinformation and how it should be handled. However, to preserve users' autonomy, researchers have explored…

Human-Computer Interaction · Computer Science 2024-03-19 Farnaz Jahanbakhsh , David R. Karger

With social media, the flow of uncertified information is constantly increasing, with the risk that more people will trust low-credible information sources. To design effective strategies against this phenomenon, it is of paramount…

Physics and Society · Physics 2023-07-10 Enrico Maria Fenoaltea , Alejandro Lage-Castellanos

Polarization, declining trust, and wavering support for democratic norms are pressing threats to U.S. democracy. Exposure to verified and quality news may lower individual susceptibility to these threats and make citizens more resilient to…

Social and Information Networks · Computer Science 2024-04-02 Hadi Askari , Anshuman Chhabra , Bernhard Clemm von Hohenberg , Michael Heseltine , Magdalena Wojcieszak

Nudging participants with text-based reflective nudges enhances deliberation quality on online deliberation platforms. The effectiveness of multimodal reflective nudges, however, remains largely unexplored. Given the multi-sensory nature of…

Human-Computer Interaction · Computer Science 2025-02-10 ShunYi Yeo , Zhuoqun Jiang , Anthony Tang , Simon Tangi Perrault

Misinformation proliferation on social media platforms is a pervasive threat to the integrity of online public discourse. Genuine users, susceptible to others' influence, often unknowingly engage with, endorse, and re-share questionable…

Social and Information Networks · Computer Science 2025-01-30 Jinyi Ye , Luca Luceri , Julie Jiang , Emilio Ferrara

News recommendation is one of the most challenging tasks in recommender systems, mainly due to the ephemeral relevance of news to users. As social media, and particularly microblogging applications like Twitter or Weibo, gains popularity as…

Information Retrieval · Computer Science 2022-10-06 Yuting Feng , Bogdan Cautis

Recent years have witnessed remarkable progress towards computational fake news detection. To mitigate its negative impact, we argue that it is critical to understand what user attributes potentially cause users to share fake news. The key…

Computers and Society · Computer Science 2021-07-16 Lu Cheng , Ruocheng Guo , Kai Shu , Huan Liu

As news organizations embrace transparency practices on their websites to distinguish themselves from those spreading misinformation, HCI designers have the opportunity to help them effectively utilize the ideals of transparency to build…

Human-Computer Interaction · Computer Science 2021-09-21 Md Momen Bhuiyan , Hayden Whitley , Michael Horning , Sang Won Lee , Tanushree Mitra

Under certain circumstances, humans tend to behave in irrational ways, leading to situations in which they make undesirable choices. The concept of digital nudging addresses these limitations of bounded rationality by establishing a…

Human-Computer Interaction · Computer Science 2020-03-12 Christian Meske , Ireti Amojo

The evolution of electronic media is a mixed blessing. Due to the easy access, low cost, and faster reach of the information, people search out and devour news from online social networks. In contrast, the increasing acceptance of social…

Artificial Intelligence · Computer Science 2021-05-24 Hema Karande , Rahee Walambe , Victor Benjamin , Ketan Kotecha , T. S. Raghu

In this study, we applied the ``personalized diversity nudge framework'' with the goal of expanding user reading coverage in terms of news locality (i.e., domestic and world news). We designed a novel topic-locality dual calibration…

Information Retrieval · Computer Science 2026-03-09 Ruixuan Sun , Matthew Zent , Minzhu Zhao , Thanmayee Boyapati , Xinyi Li , Joseph A. Konstan

As the rate of content production grows, we must make a staggering number of daily decisions about what information is worth acting on. For any flourishing online social media system, users can barely keep up with the new content shared by…

Social and Information Networks · Computer Science 2016-11-18 Nathan O. Hodas , Kristina Lerman

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…

Computers and Society · Computer Science 2022-05-04 Filipo Sharevski , Amy Devine , Emma Pieroni , Peter Jacnim

Proactive content moderation requires platforms to rapidly and continuously evaluate the credibility of websites. Leveraging the direct and indirect paths users follow to unreliable websites, we develop a website credibility classification…

Social and Information Networks · Computer Science 2025-06-18 Evan M. Williams , Peter Carragher , Kathleen M. Carley

Critical news reading (CNR), which requires grasping the holistic ideas of and raising critical thoughts on the news, is beneficial yet challenging for general people who usually get information on daily social media. Comments under the…

Human-Computer Interaction · Computer Science 2026-05-14 Kangyu Yuan , Guanzheng Chen , Sizhe Liang , Hehai Lin , Qingyu Guo , Dingdong Liu , Xiaojuan Ma , Zhenhui Peng