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The increased focus on misinformation has spurred development of data and systems for detecting the veracity of a claim as well as retrieving authoritative evidence. The Fact Extraction and VERification (FEVER) dataset provides such a…

Computation and Language · Computer Science 2020-04-28 Christopher Hidey , Tuhin Chakrabarty , Tariq Alhindi , Siddharth Varia , Kriste Krstovski , Mona Diab , Smaranda Muresan

Over the past decade, we have witnessed the rise of misinformation on the Internet, with online users constantly falling victims of fake news. A multitude of past studies have analyzed fake news diffusion mechanics and detection and…

Social and Information Networks · Computer Science 2021-03-18 Manolis Chalkiadakis , Alexandros Kornilakis , Panagiotis Papadopoulos , Evangelos P. Markatos , Nicolas Kourtellis

Detecting factual errors in textual information, whether generated by large language models (LLM) or curated by humans, is crucial for making informed decisions. LLMs' inability to attribute their claims to external knowledge and their…

Computation and Language · Computer Science 2023-10-27 Farima Fatahi Bayat , Kun Qian , Benjamin Han , Yisi Sang , Anton Belyi , Samira Khorshidi , Fei Wu , Ihab F. Ilyas , Yunyao Li

The problem of fake news has gained a lot of attention as it is claimed to have had a significant impact on 2016 US Presidential Elections. Fake news is not a new problem and its spread in social networks is well-studied. Often an…

Social and Information Networks · Computer Science 2017-03-29 Benjamin D. Horne , Sibel Adali

Volume of content and misinformation on social media is rapidly increasing. There is a need for systems that can support fact checkers by prioritizing content that needs to be fact checked. Prior research on prioritizing content for…

Social and Information Networks · Computer Science 2021-07-13 Tarunima Prabhakar , Anushree Gupta , Kruttika Nadig , Denny George

Misinformation emerges in times of uncertainty when credible information is limited. This is challenging for NLP-based fact-checking as it relies on counter-evidence, which may not yet be available. Despite increasing interest in automatic…

Computation and Language · Computer Science 2022-10-26 Max Glockner , Yufang Hou , Iryna Gurevych

Prior research has shown that typical fact-checking models for stand-alone claims struggle with claims made in dialogues. As a solution, fine-tuning these models on labelled dialogue data has been proposed. However, creating separate models…

Computation and Language · Computer Science 2023-11-15 Eric Chamoun , Marzieh Saeidi , Andreas Vlachos

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

False claims that have been previously fact-checked can still spread on social media. To mitigate their continual spread, detecting previously fact-checked claims is indispensable. Given a claim, existing works focus on providing evidence…

Computation and Language · Computer Science 2021-12-21 Qiang Sheng , Juan Cao , Xueyao Zhang , Xirong Li , Lei Zhong

Fake information poses one of the major threats for society in the 21st century. Identifying misinformation has become a key challenge due to the amount of fake news that is published daily. Yet, no approach is established that addresses…

Information Retrieval · Computer Science 2021-03-30 Vishwani Gupta , Katharina Beckh , Sven Giesselbach , Dennis Wegener , Tim Wirtz

Scientific fact-checking aims to determine the veracity of scientific claims by retrieving and analysing evidence from research literature. The problem is inherently more complex than general fact-checking since it must accommodate the…

Information Retrieval · Computer Science 2025-08-18 Xingyu Deng , Xi Wang , Mark Stevenson

Automatic fact-checking aims to support professional fact-checkers by offering tools that can help speed up manual fact-checking. Yet, existing frameworks fail to address the key step of producing output suitable for broader dissemination…

In fact-checking applications, a common reason to reject a claim is to detect the presence of erroneous cause-effect relationships between the events at play. However, current automated fact-checking methods lack dedicated causal-based…

Computation and Language · Computer Science 2025-12-16 Youssra Rebboud , Pasquale Lisena , Raphael Troncy

Major social media platforms increasingly adopt community-based fact-checking to address misinformation on their platforms. While previous research has largely focused on its effect on engagement (e.g., reposts, likes), an understanding of…

Social and Information Networks · Computer Science 2025-05-16 Michelle Bobek , Nicolas Pröllochs

With the rise of social media, users are exposed to many misleading claims. However, the pervasive noise inherent in these posts presents a challenge in identifying precise and prominent claims that require verification. Extracting the…

Computation and Language · Computer Science 2024-02-13 Megha Sundriyal , Tanmoy Chakraborty , Preslav Nakov

Fact-checking ecosystems on social media depend on the interplay between what users want checked and what contributors are willing to supply. Prior research has largely examined these forces in isolation, yet it remains unclear to what…

Social and Information Networks · Computer Science 2026-02-06 Moritz Pilarski , Nicolas Pröllochs

The proliferation of fake news poses a significant threat not only by disseminating misleading information but also by undermining the very foundations of democracy. The recent advance of generative artificial intelligence has further…

Computation and Language · Computer Science 2024-06-26 Cheng Niu , Yang Guan , Yuanhao Wu , Juno Zhu , Juntong Song , Randy Zhong , Kaihua Zhu , Siliang Xu , Shizhe Diao , Tong Zhang

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

Social networks offer a ready channel for fake and misleading news to spread and exert influence. This paper examines the performance of different reputation algorithms when applied to a large and statistically significant portion of the…

Social and Information Networks · Computer Science 2019-02-20 Rakshit Agrawal , Luca de Alfaro , Gabriele Ballarin , Stefano Moret , Massimo Di Pierro , Eugenio Tacchini , Marco L. Della Vedova

An important challenge for news fact-checking is the effective dissemination of existing fact-checks. This in turn brings the need for reliable methods to detect previously fact-checked claims. In this paper, we focus on automatically…

Computation and Language · Computer Science 2022-06-14 Ashkan Kazemi , Zehua Li , Verónica Pérez-Rosas , Scott A. Hale , Rada Mihalcea