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We conduct a deconstructive reading of a qualitative interview study with 17 visual data journalists from newsrooms across the globe. We borrow a deconstruction approach from literary critique to explore the instability of meaning in…

Human-Computer Interaction · Computer Science 2025-07-21 Ke Er Amy Zhang , Jodie Jenkinson , Laura Garrison

Misinformation remains one of the most significant issues in the digital age. While automated fact-checking has emerged as a viable solution, most current systems are limited to evaluating factual accuracy. However, the detrimental effect…

Computation and Language · Computer Science 2025-09-22 Arghodeep Nandi , Megha Sundriyal , Euna Mehnaz Khan , Jikai Sun , Emily Vraga , Jaideep Srivastava , Tanmoy Chakraborty

In this paper, we delve into the rapidly evolving challenge of misinformation detection, with a specific focus on the nuanced manipulation of narrative frames - an under-explored area within the AI community. The potential for Generative AI…

Computation and Language · Computer Science 2024-02-27 Guan Wang , Rebecca Frederick , Jinglong Duan , William Wong , Verica Rupar , Weihua Li , Quan Bai

Climate disinformation has become a major challenge in today digital world, especially with the rise of misleading images and videos shared widely on social media. These false claims are often convincing and difficult to detect, which can…

Artificial Intelligence · Computer Science 2026-01-23 Marzieh Adeli Shamsabad , Hamed Ghodrati

Information visualizations are powerful tools that help users quickly identify patterns, trends, and outliers, facilitating informed decision-making. However, when visualizations incorporate deceptive design elements-such as truncated or…

Computation and Language · Computer Science 2025-08-14 Ridwan Mahbub , Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Mizanur Rahman , Mir Tafseer Nayeem , Enamul Hoque

Fighting misinformation is a challenging, yet crucial, task. Despite the growing number of experts being involved in manual fact-checking, this activity is time-consuming and cannot keep up with the ever-increasing amount of Fake News…

Computation and Language · Computer Science 2023-08-30 Daniel Russo , Serra Sinem Tekiroglu , Marco Guerini

Widely distributed misinformation shared across social media channels is a pressing issue that poses a significant threat to many aspects of society's well-being. Inaccurate shared information causes confusion, can adversely affect mental…

Social and Information Networks · Computer Science 2024-09-27 Juanita Zainudin , Nazlena Mohamad Ali , Alan F. Smeaton , Mohamad Taha Ijab

Misinformation is a global problem in modern social media platforms with few solutions known to be effective. Social media platforms have offered tools to raise awareness of information, but these are closed systems that have not been…

Human-Computer Interaction · Computer Science 2023-04-19 Yeongdae Kim , Takane Ueno , Katie Seaborn , Hiroki Oura , Jacqueline Urakami , Yuto Sawa

Multimodal Misinformation Detection (MMD) refers to the task of detecting social media posts involving misinformation, where the post often contains text and image modalities. However, by observing the MMD posts, we hold that the text…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Bing Wang , Ximing Li , Yanjun Wang , Changchun Li , Lin Yuanbo Wu , Buyu Wang , Shengsheng Wang

The spread of misinformation on social media platforms threatens democratic processes, contributes to massive economic losses, and endangers public health. Many efforts to address misinformation focus on a knowledge deficit model and…

Computation and Language · Computer Science 2024-10-16 Saadia Gabriel , Liang Lyu , James Siderius , Marzyeh Ghassemi , Jacob Andreas , Asu Ozdaglar

Research on infodemics, i.e., the rapid spread of (mis)information related to a hazardous event, such as the COVID-19 pandemic, requires the integration of a multiplicity of scientific disciplines. The dynamics emerging from infodemics have…

Physics and Society · Physics 2020-10-02 Stephan Leitner , Bartosz Gula , Dietmar Jannach , Ulrike Krieg-Holz , Friederike Wall

As language and vision-language models (VLMs) become central to information access and online interaction, concerns grow about their potential to amplify misinformation. Human studies show that images boost the perceived credibility and…

Computation and Language · Computer Science 2026-04-29 Alice Plebe , Timothy Douglas , Diana Riazi , R. Maria del Rio-Chanona

Data-driven stories seek to inform and persuade audiences through the use of data visualisations and engaging narratives. These stories have now been highly optimised to be viewed on desktop and mobile computers. In contrast, while…

Human-Computer Interaction · Computer Science 2023-08-28 Xiaoyan Zhou , Yalong Yang , Francisco Ortega , Anil Ufuk Batmaz , Benjamin Lee

The model of the attention economy, where content producers compete for the attention of users, relies on two key forces: information supply and demand. This study leverages the feedback loop between these forces to develop a method for…

Computers and Society · Computer Science 2026-02-18 Irene Scalco , Francesco Gesualdo , Roy Cerqueti , Matteo Cinelli

As social media platforms are evolving from text-based forums into multi-modal environments, the nature of misinformation in social media is also transforming accordingly. Taking advantage of the fact that visual modalities such as images…

Machine Learning · Computer Science 2024-09-19 Sara Abdali , Sina shaham , Bhaskar Krishnamachari

This paper presents a systematic literature review in Computer Science that provide an overview of the initiatives related to digital misinformation. This is an exploratory study that covers research from 1993 to 2020, focusing on the…

Computers and Society · Computer Science 2024-06-19 Alisson Andrey Puska , Luiz Adolpho Baroni , Roberto Pereira

Given the growing prevalence of fake information, including increasingly realistic AI-generated news, there is an urgent need to train people to better evaluate and detect misinformation. While interactions with AI have been shown to…

Human-Computer Interaction · Computer Science 2026-03-17 Anku Rani , Valdemar Danry , Paul Pu Liang , Andrew B. Lippman , Pattie Maes

With a rise in false, inaccurate, and misleading information in propaganda, news, and social media, real-world Question Answering (QA) systems face the challenges of synthesizing and reasoning over misinformation-polluted contexts to derive…

Computation and Language · Computer Science 2023-09-21 Liangming Pan , Wenhu Chen , Min-Yen Kan , William Yang Wang

The proliferation of fake news on social media has opened up new directions of research for timely identification and containment of fake news, and mitigation of its widespread impact on public opinion. While much of the earlier research…

Machine Learning · Computer Science 2019-01-23 Karishma Sharma , Feng Qian , He Jiang , Natali Ruchansky , Ming Zhang , Yan Liu

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…

Information Retrieval · Computer Science 2025-06-12 Michael Soprano