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Evidence-based medicine is the practice of making medical decisions that adhere to the latest, and best known evidence at that time. Currently, the best evidence is often found in the form of documents, such as randomized control trials,…

Computation and Language · Computer Science 2024-05-21 Anthony Hughes , Xingyi Song

False medical information on social media poses harm to people's health. While the need for biomedical fact-checking has been recognized in recent years, user-generated medical content has received comparably little attention. At the same…

Computation and Language · Computer Science 2022-09-19 Amelie Wührl , Roman Klinger

The reporting and the analysis of current events around the globe has expanded from professional, editor-lead journalism all the way to citizen journalism. Nowadays, politicians and other key players enjoy direct access to their audiences…

Fact-checking is the task of verifying the veracity of claims by assessing their assertions against credible evidence. The vast majority of fact-checking studies focus exclusively on political claims. Very little research explores…

Computation and Language · Computer Science 2020-10-21 Neema Kotonya , Francesca Toni

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

In the digital age, seeking health advice on the Internet has become a common practice. At the same time, determining the trustworthiness of online medical content is increasingly challenging. Fact-checking has emerged as an approach to…

Computation and Language · Computer Science 2024-03-26 Juraj Vladika , Phillip Schneider , Florian Matthes

The increasing rate at which scientific knowledge is discovered and health claims shared online has highlighted the importance of developing efficient fact-checking systems for scientific claims. The usual setting for this task in the…

Computation and Language · Computer Science 2024-02-06 Juraj Vladika , Florian Matthes

The task of fact-checking deals with assessing the veracity of factual claims based on credible evidence and background knowledge. In particular, scientific fact-checking is the variation of the task concerned with verifying claims rooted…

Computation and Language · Computer Science 2023-05-29 Juraj Vladika , Florian Matthes

The expansion of online social media platforms has led to a surge in online content consumption. However, this has also paved the way for disseminating false claims and misinformation. As a result, there is an escalating demand for a…

Computation and Language · Computer Science 2023-09-19 Megha Sundriyal , Md Shad Akhtar , Tanmoy Chakraborty

The recent proliferation of "fake news" has triggered a number of responses, most notably the emergence of several manual fact-checking initiatives. As a result and over time, a large number of fact-checked claims have been accumulated,…

Computation and Language · Computer Science 2020-05-14 Shaden Shaar , Giovanni Da San Martino , Nikolay Babulkov , Preslav Nakov

While there has been substantial progress in developing systems to automate fact-checking, they still lack credibility in the eyes of the users. Thus, an interesting approach has emerged: to perform automatic fact-checking by verifying…

Computation and Language · Computer Science 2022-10-11 Momchil Hardalov , Anton Chernyavskiy , Ivan Koychev , Dmitry Ilvovsky , Preslav Nakov

Reducing the spread of misinformation is challenging. AI-based fact verification systems offer a promising solution by addressing the high costs and slow pace of traditional fact-checking. However, the problem of how to effectively…

Human-Computer Interaction · Computer Science 2025-03-14 Huiyun Tang , Björn Rohles , Yuwei Chuai , Gabriele Lenzini , Anastasia Sergeeva

Misinformation in healthcare, from vaccine hesitancy to unproven treatments, poses risks to public health and trust in medical systems. While machine learning and natural language processing have advanced automated fact-checking, validating…

Computation and Language · Computer Science 2025-09-18 Mariano Barone , Antonio Romano , Giuseppe Riccio , Marco Postiglione , Vincenzo Moscato

Misinformation in healthcare, from vaccine hesitancy to unproven treatments, poses risks to public health and trust in medical systems. While machine learning and natural language processing have advanced automated fact-checking, validating…

Computation and Language · Computer Science 2025-09-18 Mariano Barone , Antonio Romano , Giuseppe Riccio , Marco Postiglione , Vincenzo Moscato

Online health communities are a valuable source of information for patients and physicians. However, such user-generated resources are often plagued by inaccuracies and misinformation. In this work we propose a method for automatically…

Artificial Intelligence · Computer Science 2017-05-09 Subhabrata Mukherjee , Gerhard Weikum , Cristian Danescu-Niculescu-Mizil

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

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

Fact verification (FV) aims to assess the veracity of a claim based on relevant evidence. The traditional approach for automated FV includes a three-part pipeline relying on short evidence snippets and encoder-only inference models. More…

Computation and Language · Computer Science 2025-02-21 Juraj Vladika , Ivana Hacajová , Florian Matthes

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

We present a new fact-checking benchmark, Check-COVID, that requires systems to verify claims about COVID-19 from news using evidence from scientific articles. This approach to fact-checking is particularly challenging as it requires…

Computation and Language · Computer Science 2023-05-30 Gengyu Wang , Kate Harwood , Lawrence Chillrud , Amith Ananthram , Melanie Subbiah , Kathleen McKeown
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