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Related papers: CAAFC: Chronological Actionable Automated Fact-Che…

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Automated Fact-Checking (AFC) is the automated verification of claim accuracy. AFC is crucial in discerning truth from misinformation, especially given the huge amounts of content are generated online daily. Current research focuses on…

Computation and Language · Computer Science 2025-04-08 Islam Eldifrawi , Shengrui Wang , Amine Trabelsi

In an era where misinformation spreads freely, fact-checking (FC) plays a crucial role in verifying claims and promoting reliable information. While automated fact-checking (AFC) has advanced significantly, existing systems remain…

Computation and Language · Computer Science 2025-09-11 Fanzhen Liu , Alsharif Abuadbba , Kristen Moore , Surya Nepal , Cecile Paris , Jia Wu , Jian Yang , Quan Z. Sheng

Automated fact-checking (AFC) still falters on claims that are time-sensitive, entity-ambiguous, or buried beneath noisy search-engine results. We present PASS-FC, a Progressive and Adaptive Search Scheme for Fact Checking. Each atomic…

Computation and Language · Computer Science 2025-05-27 Ziyu Zhuang

The advances in the digital era have led to rapid dissemination of information. This has also aggravated the spread of misinformation and disinformation. This has potentially serious consequences, such as civil unrest. While fact-checking…

Computation and Language · Computer Science 2024-09-04 Venktesh V , Vinay Setty

Automated fact-checking systems verify claims against evidence to predict their veracity. In real-world scenarios, the retrieved evidence may not unambiguously support or refute the claim and yield conflicting but valid interpretations.…

Computation and Language · Computer Science 2023-12-15 Max Glockner , Ieva Staliūnaitė , James Thorne , Gisela Vallejo , Andreas Vlachos , Iryna Gurevych

The proliferation of large language models (LLMs) in academic workflows has introduced unprecedented challenges to bibliographic integrity, particularly through reference hallucination -- the generation of plausible but non-existent…

Computation and Language · Computer Science 2026-02-19 Diletta Abbonato

Fact-checking real-world claims often requires collecting multiple pieces of evidence and applying complex multi-step reasoning. In this paper, we present Program-Guided Fact-Checking (ProgramFC), a novel fact-checking model that decomposes…

Computation and Language · Computer Science 2023-05-23 Liangming Pan , Xiaobao Wu , Xinyuan Lu , Anh Tuan Luu , William Yang Wang , Min-Yen Kan , Preslav Nakov

In this highly digitised world, fake news is a challenging problem that can cause serious harm to society. Considering how fast fake news can spread, automated methods, tools and services for assisting users to do fact-checking (i.e., fake…

Information Retrieval · Computer Science 2024-08-15 Enes Altuncu , Jason R. C. Nurse , Meryem Bagriacik , Sophie Kaleba , Haiyue Yuan , Lisa Bonheme , Shujun Li

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

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 massive volume of online information along with the issue of misinformation has spurred active research in the automation of fact-checking. Like fact-checking by human experts, it is not enough for an automated fact-checker to just be…

Human-Computer Interaction · Computer Science 2024-06-21 Gionnieve Lim , Simon T. Perrault

Fact-checking has become increasingly important due to the speed with which both information and misinformation can spread in the modern media ecosystem. Therefore, researchers have been exploring how fact-checking can be automated, using…

Computation and Language · Computer Science 2022-06-07 Zhijiang Guo , Michael Schlichtkrull , Andreas Vlachos

While Large Language Models have transformed how we interact with AI systems, they suffer from a critical flaw: they confidently generate false information that sounds entirely plausible. This hallucination problem has become a major…

Artificial Intelligence · Computer Science 2025-10-28 Piyushkumar Patel

The field of explainable Automatic Fact-Checking (AFC) aims to enhance the transparency and trustworthiness of automated fact-verification systems by providing clear and comprehensible explanations. However, the effectiveness of these…

Artificial Intelligence · Computer Science 2025-04-08 Islam Eldifrawi , Shengrui Wang , Amine Trabelsi

The growing scale of online misinformation urgently demands Automated Fact-Checking (AFC). Existing benchmarks for evaluating AFC systems, however, are largely limited in terms of task scope, modalities, domain, language diversity, realism,…

Information Retrieval · Computer Science 2026-05-01 Mark Rothermel , Marcus Kornmann , Marcus Rohrbach , Anna Rohrbach

With advances in generative artificial intelligence (AI), it is now possible to produce realistic-looking automated reports for preliminary reads of radiology images. This can expedite clinical workflows, improve accuracy and reduce overall…

Artificial Intelligence · Computer Science 2025-06-03 Razi Mahmood , Diego Machado Reyes , Ge Wang , Mannudeep Kalra , Pingkun Yan

We introduce HalluCiteChecker, a toolkit for detecting and verifying hallucinated citations in scientific papers. While AI assistant technologies have transformed the academic writing process, including citation recommendation, they have…

Computation and Language · Computer Science 2026-04-30 Yusuke Sakai , Hidetaka Kamigaito , Taro Watanabe

Automated fact-checking (AFC) is garnering increasing attention by researchers aiming to help fact-checkers combat the increasing spread of misinformation online. While many existing AFC methods incorporate external information from the Web…

Computation and Language · Computer Science 2024-05-01 Zacharias Chrysidis , Stefanos-Iordanis Papadopoulos , Symeon Papadopoulos , Panagiotis C. Petrantonakis

A number of exciting advances have been made in automated fact-checking thanks to increasingly larger datasets and more powerful systems, leading to improvements in the complexity of claims which can be accurately fact-checked. However,…

Computation and Language · Computer Science 2020-11-10 Neema Kotonya , Francesca Toni

Large language models (LLMs) exhibit extensive medical knowledge but are prone to hallucinations and inaccurate citations, which pose a challenge to their clinical adoption and regulatory compliance. Current methods, such as Retrieval…

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