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Related papers: A Modality-level Explainable Framework for Misinfo…

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Misinformation and disinformation demand fact checking that goes beyond simple evidence-based reasoning. Existing benchmarks fall short: they are largely single modality (text-only), span short time horizons, use shallow evidence, cover…

Social and Information Networks · Computer Science 2025-10-30 Wenyan Xu , Dawei Xiang , Tianqi Ding , Weihai Lu

The wide spread of false information online including misinformation and disinformation has become a major problem for our highly digitised and globalised society. A lot of research has been done to better understand different aspects of…

Social and Information Networks · Computer Science 2022-08-25 Haiyue Yuan , Enes Altuncu , Shujun Li , Can Baskent

Disinformation research has proliferated in reaction to widespread false, problematic beliefs purported to explain major social phenomena. Yet while the effects of disinformation are well-known, there is less consensus about its causes; the…

Computers and Society · Computer Science 2023-12-05 Nicholas Rabb

The rapid proliferation of misinformation in digital media demands solutions that go beyond isolated Large Language Model(LLM) or AI Agent based detection methods. This paper introduces a novel multi-agent framework that covers the complete…

Multiagent Systems · Computer Science 2025-05-26 Aditya Gautam

Determining whether a provided context contains sufficient information to answer a question is a critical challenge for building reliable question-answering systems. While simple prompting strategies have shown success on factual questions,…

Computation and Language · Computer Science 2026-03-24 Akriti Jain , Aparna Garimella

The rapid spread of multimodal misinformation on social media has raised growing concerns, while research on video misinformation detection remains limited due to the lack of large-scale, diverse datasets. Existing methods often overfit to…

Computer Vision and Pattern Recognition · Computer Science 2025-10-16 Fanrui Zhang , Dian Li , Qiang Zhang , Jun Chen , Gang Liu , Junxiong Lin , Jiahong Yan , Jiawei Liu , Zheng-Jun Zha

The pervasiveness of large language models and generative AI in online media has amplified the need for effective automated fact-checking to assist fact-checkers in tackling the increasing volume and sophistication of misinformation. The…

Human-Computer Interaction · Computer Science 2025-05-13 Greta Warren , Irina Shklovski , Isabelle Augenstein

With the current shift in the mass media landscape from journalistic rigor to social media, personalized social media is becoming the new norm. Although the digitalization progress of the media brings many advantages, it also increases the…

Computation and Language · Computer Science 2023-04-18 Ciprian-Octavian Truică , Elena-Simona Apostol

Fake news can significantly misinform people who often rely on online sources and social media for their information. Current research on fake news detection has mostly focused on analyzing fake news content and how it propagates on a…

Computation and Language · Computer Science 2019-11-05 Niraj Sitaula , Chilukuri K. Mohan , Jennifer Grygiel , Xinyi Zhou , Reza Zafarani

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…

Computation and Language · Computer Science 2020-06-11 Nayeon Lee , Yejin Bang , Andrea Madotto , Pascale Fung

The digital spread of misinformation is one of the leading threats to democracy, public health, and the global economy. Popular strategies for mitigating misinformation include crowdsourcing, machine learning, and media literacy programs…

Social and Information Networks · Computer Science 2021-06-09 Douglas Guilbeault , Samuel Woolley , Joshua Becker

In the past few years, the research community has dedicated growing interest to the issue of false news circulating on social networks. The widespread attention on detecting and characterizing false news has been motivated by considerable…

Social and Information Networks · Computer Science 2020-01-29 Francesco Pierri , Stefano Ceri

The rapid spread of misinformation on social media platforms has become a formidable challenge. To mitigate its proliferation, Misinformation Detection (MD) has emerged as a critical research topic. Traditional MD approaches based on small…

Computation and Language · Computer Science 2026-05-20 Bing Wang , Rui Miao , Ximing Li , Chen Shen , Shaotian Yan , Changchun Li , Kaiyuan Liu , Xiaosong Yuan , Jieping Ye

Natural language misinformation detection approaches have been, to date, largely dependent on sequence classification methods, producing opaque systems in which the reasons behind classification as misinformation are unclear. While an…

Computation and Language · Computer Science 2025-03-20 Ramon Ruiz-Dolz , John Lawrence

As social media becomes increasingly prominent in our day to day lives, it is increasingly important to detect informative content and prevent the spread of disinformation and unverified rumours. While many sophisticated and successful…

Computation and Language · Computer Science 2021-04-15 Kellin Pelrine , Jacob Danovitch , Reihaneh Rabbany

The prevalence of state-sponsored propaganda on the Internet has become a cause for concern in the recent years. While much effort has been made to identify state-sponsored Internet propaganda, the problem remains far from being solved…

Computation and Language · Computer Science 2021-05-13 Xiaobo Guo , Soroush Vosoughi

In the Social Web scenario, large amounts of User-Generated Content (UGC) are diffused through social media often without almost any form of traditional trusted intermediaries. Therefore, the risk of running into misinformation is not…

Computers and Society · Computer Science 2020-01-28 Gabriella Pasi , Marco Viviani

People now see social media sites as their sole source of information due to their popularity. The Majority of people get their news through social media. At the same time, fake news has grown exponentially on social media platforms in…

Artificial Intelligence · Computer Science 2022-07-26 Athira A B , S D Madhu Kumar , Anu Mary Chacko

Fake news has now grown into a big problem for societies and also a major challenge for people fighting disinformation. This phenomenon plagues democratic elections, reputations of individual persons or organizations, and has negatively…

With the rapid evolution of social media, fake news has become a significant social problem, which cannot be addressed in a timely manner using manual investigation. This has motivated numerous studies on automating fake news detection.…

Computation and Language · Computer Science 2021-02-25 Amila Silva , Ling Luo , Shanika Karunasekera , Christopher Leckie