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Related papers: MultiFC: A Real-World Multi-Domain Dataset for Evi…

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Our fight against false information is spearheaded by fact-checkers. They investigate the veracity of claims and document their findings as fact-checking reports. With the rapid increase in the amount of false information circulating…

Information Retrieval · Computer Science 2025-05-15 Enes Altuncu , Can Başkent , Sanjay Bhattacherjee , Shujun Li , Dwaipayan Roy

The recent explosion of false claims in social media and on the Web in general has given rise to a lot of manual fact-checking initiatives. Unfortunately, the number of claims that need to be fact-checked is several orders of magnitude…

Computation and Language · Computer Science 2019-09-02 Dimitrina Zlatkova , Preslav Nakov , Ivan Koychev

Fact-checkers are often hampered by the sheer amount of online content that needs to be fact-checked. NLP can help them by retrieving already existing fact-checks relevant to the content being investigated. This paper introduces a new…

The past decade has seen a substantial rise in the amount of mis- and disinformation online, from targeted disinformation campaigns to influence politics, to the unintentional spreading of misinformation about public health. This…

Computation and Language · Computer Science 2021-12-09 Isabelle Augenstein

Textual claims are often accompanied by images to enhance their credibility and spread on social media, but this also raises concerns about the spread of misinformation. Existing datasets for automated verification of image-text claims…

Computation and Language · Computer Science 2025-10-08 Rui Cao , Zifeng Ding , Zhijiang Guo , Michael Schlichtkrull , Andreas Vlachos

Fact-checking is necessary to address the increasing volume of misinformation. Traditional fact-checking relies on manual analysis to verify claims, but it is slow and resource-intensive. This study establishes baseline comparisons for…

Computation and Language · Computer Science 2025-02-14 Premtim Sahitaj , Iffat Maab , Junichi Yamagishi , Jawan Kolanowski , Sebastian Möller , Vera Schmitt

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 explosion of misinformation spreading in the media ecosystem urges for automated fact-checking. While misinformation spans both geographic and linguistic boundaries, most work in the field has focused on English. Datasets and tools…

Computation and Language · Computer Science 2022-06-24 Xuming Hu , Zhijiang Guo , Guanyu Wu , Aiwei Liu , Lijie Wen , Philip S. Yu

The rapid proliferation of misinformation across online platforms underscores the urgent need for robust, up-to-date, explainable, and multilingual fact-checking resources. However, existing datasets are limited in scope, often lacking…

Computation and Language · Computer Science 2026-03-18 Z. Melce Hüsünbeyi , Virginie Mouilleron , Leonie Uhling , Daniel Foppe , Tatjana Scheffler , Djamé Seddah

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

Robust automatic fact-checking systems have the potential to combat online misinformation at scale. However, most existing research primarily focuses on English. In this paper, we introduce MultiSynFact, the first large-scale multilingual…

Computation and Language · Computer Science 2025-02-24 Yi-Ling Chung , Aurora Cobo , Pablo Serna

Contemporary approaches to assisted scientific discovery use language models to automatically generate large numbers of potential hypothesis to test, while also automatically generating code-based experiments to test those hypotheses. While…

Artificial Intelligence · Computer Science 2025-09-23 Peter Jansen , Samiah Hassan , Ruoyao Wang

Automated fact checking has gained immense interest to tackle the growing misinformation in the digital era. Existing systems primarily focus on synthetic claims on Wikipedia, and noteworthy progress has also been made on real-world claims.…

Computation and Language · Computer Science 2024-05-02 Venktesh V , Abhijit Anand , Avishek Anand , Vinay Setty

Online disinformation poses an escalating threat to society, driven increasingly by the rapid spread of misleading content across both multimedia and multilingual platforms. While automated fact-checking methods have advanced in recent…

Computation and Language · Computer Science 2026-01-19 Rafael Martins Frade , Rrubaa Panchendrarajan , Arkaitz Zubiaga

Fact-checking real-world claims often requires reviewing multiple multimodal documents to assess a claim's truthfulness, which is a highly laborious and time-consuming task. In this paper, we present a summarization model designed to…

Artificial Intelligence · Computer Science 2024-09-23 Ting-Chih Chen , Chia-Wei Tang , Chris Thomas

Automated claim checking is the task of determining the veracity of a claim given evidence found in a knowledge base of trustworthy facts. While previous work has taken the knowledge base as given and optimized the claim-checking pipeline,…

Computation and Language · Computer Science 2022-03-14 Dominik Stammbach , Boya Zhang , Elliott Ash

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

Despite significant interest in developing general purpose fact checking models, it is challenging to construct a large-scale fact verification dataset with realistic real-world claims. Existing claims are either authored by crowdworkers,…

Computation and Language · Computer Science 2022-03-16 Jungsoo Park , Sewon Min , Jaewoo Kang , Luke Zettlemoyer , Hannaneh Hajishirzi

It is widely accepted that so-called facts can be checked by searching for information on the Internet. This process requires a fact-checker to formulate a search query based on the fact and to present it to a search engine. Then, relevant…

Computation and Language · Computer Science 2023-03-16 Nestor Prieto-Chavana , Julie Weeds , David Weir

The increased use of large language models (LLMs) across a variety of real-world applications calls for mechanisms to verify the factual accuracy of their outputs. In this work, we present a holistic end-to-end solution for annotating the…