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Faced with the scale and surge of misinformation on social media, many platforms and fact-checking organizations have turned to algorithms for automating key parts of misinformation detection pipelines. While offering a promising solution…

Computers and Society · Computer Science 2022-05-02 Terrence Neumann , Maria De-Arteaga , Sina Fazelpour

Given the growing influx of misinformation across news and social media, there is a critical need for systems that can provide effective real-time verification of news claims. Large language or multimodal model based verification has been…

Computation and Language · Computer Science 2024-07-02 Jaeyoung Lee , Ximing Lu , Jack Hessel , Faeze Brahman , Youngjae Yu , Yonatan Bisk , Yejin Choi , Saadia Gabriel

The rapid adoption of machine learning (ML) has underscored the importance of serving ML models with high throughput and resource efficiency. Traditional approaches to managing increasing query demands have predominantly focused on hardware…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-08 Sohaib Ahmad , Hui Guan , Ramesh K. Sitaraman

Easier access to the internet and social media has made disseminating information through online sources very easy. Sources like Facebook, Twitter, online news sites and personal blogs of self-proclaimed journalists have become significant…

Computation and Language · Computer Science 2021-09-28 Shaily Bhatt , Sakshi Kalra , Naman Goenka , Yashvardhan Sharma

Modern social media platforms play an important role in facilitating rapid dissemination of information through their massive user networks. Fake news, misinformation, and unverifiable facts on social media platforms propagate disharmony…

Machine Learning · Computer Science 2023-10-24 Mor Oren-Loberman , Vered Azar , Wasim Huleihel

Fact-checking on the Web has become the main mechanism through which we detect the credibility of the news or information. Existing fact-checkers verify the authenticity of the information (support or refute the claim) based on secondary…

Artificial Intelligence · Computer Science 2021-10-20 Zijian Zhang , Koustav Rudra , Avishek Anand

Research on misinformation has focused almost exclusively on supply, asking what falsehoods circulate, who produces them, and whether corrections work. A basic demand-side question remains unanswered. When ordinary people can fact-check…

Human-Computer Interaction · Computer Science 2026-02-12 Bijean Ghafouri , Dorsaf Sallami , Luca Luceri , Taylor Lynn Curtis , Jean-Francois Godbout , Emilio Ferrara , Reihaneh Rabbany

Claim verification plays a crucial role in combating misinformation. While existing works on claim verification have shown promising results, a crucial piece of the puzzle that remains unsolved is to understand how to verify claims without…

Computation and Language · Computer Science 2023-10-23 Haoran Wang , Kai Shu

Misinformation, defined as false or inaccurate information, can result in significant societal harm when it is spread with malicious or even innocuous intent. The rapid online information exchange necessitates advanced detection mechanisms…

Computation and Language · Computer Science 2024-10-08 Chu Fei Luo , Radin Shayanfar , Rohan Bhambhoria , Samuel Dahan , Xiaodan Zhu

The Internet and social media have altered how individuals access news in the age of instantaneous information distribution. While this development has increased access to information, it has also created a significant problem: the spread…

Artificial Intelligence · Computer Science 2023-11-17 Li He , Siyi Hu , Ailun Pei

TRUST Agents is a collaborative multi-agent framework for explainable fact verification and fake news detection. Rather than treating verification as a simple true-or-false classification task, the system identifies verifiable claims,…

Artificial Intelligence · Computer Science 2026-04-15 Gautama Shastry Bulusu Venkata , Santhosh Kakarla , Maheedhar Omtri Mohan , Aishwarya Gaddam

Misleading or false information has been creating chaos in some places around the world. To mitigate this issue, many researchers have proposed automated fact-checking methods to fight the spread of fake news. However, most methods cannot…

Computation and Language · Computer Science 2024-10-08 Jing Yang , Didier Vega-Oliveros , Taís Seibt , Anderson Rocha

Disinformation refers to false information deliberately spread to influence the general public, and the negative impact of disinformation on society can be observed in numerous issues, such as political agendas and manipulating financial…

Machine Learning · Computer Science 2022-08-25 Dongqi Fu , Yikun Ban , Hanghang Tong , Ross Maciejewski , Jingrui He

Over the past decade, fake news and misinformation have turned into a major problem that has impacted different aspects of our lives, including politics and public health. Inspired by natural human behavior, we present an approach that…

Computation and Language · Computer Science 2022-01-04 Zahra Ghadiri , Milad Ranjbar , Fakhteh Ghanbarnejad , Sadegh Raeisi

Misinformation is often conveyed in multiple modalities, e.g. a miscaptioned image. Multimodal misinformation is perceived as more credible by humans, and spreads faster than its text-only counterparts. While an increasing body of research…

Computation and Language · Computer Science 2023-10-27 Mubashara Akhtar , Michael Schlichtkrull , Zhijiang Guo , Oana Cocarascu , Elena Simperl , Andreas Vlachos

The widespread use of AI technologies to generate digital content has led to increased misinformation and online harm. Deep fake technologies, a type of AI, make it easier to create convincing but fake content on social media, leading to…

Human-Computer Interaction · Computer Science 2024-10-17 Farnaz Farid , Farhad Ahamed

Researchers have been investigating automated solutions for fact-checking in a variety of fronts. However, current approaches often overlook the fact that the amount of information released every day is escalating, and a large amount of…

Computation and Language · Computer Science 2024-10-08 Jing Yang , Didier Vega-Oliveros , Tais Seibt , Anderson Rocha

Large language models (LLMs) excel in generating fluent utterances but can lack reliable grounding in verified information. At the same time, knowledge-graph-based fact-checkers deliver precise and interpretable evidence, yet suffer from…

Computation and Language · Computer Science 2025-11-06 Shaghayegh Kolli , Richard Rosenbaum , Timo Cavelius , Lasse Strothe , Andrii Lata , Jana Diesner

Given the constantly growing proliferation of false claims online in recent years, there has been also a growing research interest in automatically distinguishing false rumors from factually true claims. Here, we propose a general-purpose…

Computation and Language · Computer Science 2017-10-03 Georgi Karadzhov , Preslav Nakov , Lluis Marquez , Alberto Barron-Cedeno , Ivan Koychev

Misinformation such as fake news and rumors is a serious threat on information ecosystems and public trust. The emergence of Large Language Models (LLMs) has great potential to reshape the landscape of combating misinformation. Generally,…

Computers and Society · Computer Science 2023-11-13 Canyu Chen , Kai Shu
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