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Related papers: ChronoFact: Timeline-based Temporal Fact Verificat…

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Automated fact verification plays an essential role in fostering trust in the digital space. Despite the growing interest, the verification of temporal facts has not received much attention in the community. Temporal fact verification…

Information Retrieval · Computer Science 2024-08-20 Anab Maulana Barik , Wynne Hsu , Mong Li Lee

Leveraging contextual knowledge has become standard practice in automated claim verification, yet the impact of temporal reasoning has been largely overlooked. Our study demonstrates that time positively influences the claim verification…

Computation and Language · Computer Science 2023-02-27 Liesbeth Allein , Marlon Saelens , Ruben Cartuyvels , Marie-Francine Moens

We introduce scientific claim verification, a new task to select abstracts from the research literature containing evidence that SUPPORTS or REFUTES a given scientific claim, and to identify rationales justifying each decision. To study…

Computation and Language · Computer Science 2020-10-06 David Wadden , Shanchuan Lin , Kyle Lo , Lucy Lu Wang , Madeleine van Zuylen , Arman Cohan , Hannaneh Hajishirzi

Automated Fact-Checking has largely focused on verifying general knowledge against static corpora, overlooking high-stakes domains like law where truth is evolving and technically complex. We introduce CaseFacts, a benchmark for verifying…

Computation and Language · Computer Science 2026-04-21 Akshith Reddy Putta , Jacob Devasier , Chengkai Li

Evaluating the factuality of long-form generations from Large Language Models (LLMs) remains challenging due to efficiency bottlenecks and reliability concerns. Prior efforts attempt this by decomposing text into claims, searching for…

Computation and Language · Computer Science 2025-11-06 Yingjia Wan , Haochen Tan , Xiao Zhu , Xinyu Zhou , Zhiwei Li , Qingsong Lv , Changxuan Sun , Jiaqi Zeng , Yi Xu , Jianqiao Lu , Yinhong Liu , Zhijiang Guo

Truth can vary over time. Fact-checking decisions on claim veracity should therefore take into account temporal information of both the claim and supporting or refuting evidence. In this work, we investigate the hypothesis that the…

Computation and Language · Computer Science 2021-10-13 Liesbeth Allein , Isabelle Augenstein , Marie-Francine Moens

Technological advancement allows information to be shared in just a single click, which has enabled the rapid spread of false information. This makes automated fact-checking system necessary to ensure the safety and integrity of our online…

Artificial Intelligence · Computer Science 2025-12-02 Anab Maulana Barik , Shou Ziyi , Yang Kaiwen , Yang Qi , Shen Xin

Reasoning over temporal and numerical data, such as time series, is a crucial aspect of fact-checking. While many systems have recently been developed to handle this form of evidence, their evaluation remains limited by existing datasets,…

Computation and Language · Computer Science 2026-04-21 Marek Strong , Andreas Vlachos

Given the recent proliferation of false claims online, there has been a lot of manual fact-checking effort. As this is very time-consuming, human fact-checkers can benefit from tools that can support them and make them more efficient. Here,…

Computation and Language · Computer Science 2022-11-16 Shaden Shaar , Nikola Georgiev , Firoj Alam , Giovanni Da San Martino , Aisha Mohamed , Preslav Nakov

Verifiable claim detection asks whether a claim expresses a factual statement that can, in principle, be assessed against external evidence. As an early filtering stage in automated fact-checking, it plays an important role in reducing the…

Computation and Language · Computer Science 2026-04-01 Yufeng Li , Rrubaa Panchendrarajan , Arkaitz Zubiaga

With the growing importance of detecting misinformation, many studies have focused on verifying factual claims by retrieving evidence. However, canonical fact verification tasks do not apply to catching subtle differences in factually…

Computation and Language · Computer Science 2023-06-13 Miyoung Ko , Ingyu Seong , Hwaran Lee , Joonsuk Park , Minsuk Chang , Minjoon Seo

Automated fact-checking has drawn considerable attention over the past few decades due to the increase in the diffusion of misinformation on online platforms. This is often carried out as a sequence of tasks comprising (i) the detection of…

Computation and Language · Computer Science 2024-03-27 Rrubaa Panchendrarajan , Arkaitz Zubiaga

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

Fact-checking numerical claims is critical as the presence of numbers provide mirage of veracity despite being fake potentially causing catastrophic impacts on society. The prior works in automatic fact verification do not primarily focus…

Information Retrieval · Computer Science 2025-10-28 V Venktesh , Deepali Prabhu , Avishek Anand

Automated fact-checking is a crucial task in the governance of internet content. Although various studies utilize advanced models to tackle this issue, a significant gap persists in addressing complex real-world rumors and deceptive claims.…

Computation and Language · Computer Science 2024-01-30 Wei-Yu Kao , An-Zi Yen

Fact-checking is the process of evaluating the veracity of claims (i.e., purported facts). In this opinion piece, we raise an issue that has received little attention in prior work -- that some claims are far more difficult to fact-check…

Computation and Language · Computer Science 2022-02-08 Prakhar Singh , Anubrata Das , Junyi Jessy Li , Matthew Lease

Automatically verifying climate-related claims against scientific literature is a challenging task, complicated by the specialised nature of scholarly evidence and the diversity of rhetorical strategies underlying climate disinformation.…

Computation and Language · Computer Science 2026-03-30 Raia Abu Ahmad , Max Upravitelev , Aida Usmanova , Veronika Solopova , Georg Rehm

Fact-checking plays a crucial role in combating misinformation. Existing methods using large language models (LLMs) for claim decomposition face two key limitations: (1) insufficient decomposition, introducing unnecessary complexity to the…

Computation and Language · Computer Science 2025-03-11 Yani Huang , Richong Zhang , Zhijie Nie , Junfan Chen , Xuefeng Zhang

A timeline provides one of the most effective ways to visualize the important historical facts that occurred over a period of time, presenting the insights that may not be so apparent from reading the equivalent information in textual form.…

Computation and Language · Computer Science 2022-06-29 Sayantan Adak , Altaf Ahmad , Aditya Basu , Animesh Mukherjee

Online disinformation poses a global challenge, placing significant demands on fact-checkers who must verify claims efficiently to prevent the spread of false information. A major issue in this process is the redundant verification of…

Computation and Language · Computer Science 2025-04-30 Ivan Vykopal , Martin Hyben , Robert Moro , Michal Gregor , Jakub Simko
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