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A significant increase in content creation and information exchange has been made possible by the quick development of online social media platforms, which has been very advantageous. However, these platforms have also become a haven for…

Computation and Language · Computer Science 2023-10-31 Megha Sundriyal , Md Shad Akhtar , Tanmoy Chakraborty

Fact-checking remains a demanding and time-consuming task, still largely dependent on manual verification and unable to match the rapid spread of misinformation online. This is particularly important because debunking false information…

Scientific claim verification can help the researchers to easily find the target scientific papers with the sentence evidence from a large corpus for the given claim. Some existing works propose pipeline models on the three tasks of…

Computation and Language · Computer Science 2021-10-29 Zhiwei Zhang , Jiyi Li , Fumiyo Fukumoto , Yanming Ye

While LLMs can provide reasoned explanations along with their answers, the nature and quality of those explanations are still poorly understood. In response, our goal is to define a detailed way of characterizing the explanation…

Computation and Language · Computer Science 2024-08-13 Yuling Gu , Oyvind Tafjord , Peter Clark

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

We present an overview of the SciVer shared task, presented at the 2nd Scholarly Document Processing (SDP) workshop at NAACL 2021. In this shared task, systems were provided a scientific claim and a corpus of research abstracts, and asked…

Computation and Language · Computer Science 2021-07-20 David Wadden , Kyle Lo

Misinformation can be countered with fact-checking, but the process is costly and slow. Identifying checkworthy claims is the first step, where automation can help scale fact-checkers' efforts. However, detection methods struggle with…

Artificial Intelligence · Computer Science 2025-06-05 Michiel van der Meer , Pavel Korshunov , Sébastien Marcel , Lonneke van der Plas

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

Temporal claims, often riddled with inaccuracies, are a significant challenge in the digital misinformation landscape. Fact-checking systems that can accurately verify such claims are crucial for combating misinformation. Current systems…

Computation and Language · Computer Science 2025-05-16 Anab Maulana Barik , Wynne Hsu , Mong Li Lee

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

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

Misinformation is now a major problem due to its potential high risks to our core democratic and societal values and orders. Out-of-context misinformation is one of the easiest and effective ways used by adversaries to spread viral false…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Sahar Abdelnabi , Rakibul Hasan , Mario Fritz

We present a human-in-the-loop evaluation framework for fact-checking novel misinformation claims and identifying social media messages that support them. Our approach extracts check-worthy claims, which are aggregated and ranked for…

Computation and Language · Computer Science 2023-07-04 Ethan Mendes , Yang Chen , Wei Xu , Alan Ritter

Crafting effective captions for figures is important. Readers heavily depend on these captions to grasp the figure's message. However, despite a well-developed set of AI technologies for figures and captions, these have rarely been tested…

Human-Computer Interaction · Computer Science 2024-03-27 Ting-Yao Hsu , Chieh-Yang Huang , Shih-Hong Huang , Ryan Rossi , Sungchul Kim , Tong Yu , C. Lee Giles , Ting-Hao K. Huang

Automated Fact-Checking (AFC) relies on claim extraction as a first step, yet existing methods largely overlook the multimodal nature of today's misinformation. Social media posts often combine short, informal text with images such as…

Computation and Language · Computer Science 2026-04-21 Joycelyn Teo , Rui Cao , Zhenyun Deng , Zifeng Ding , Michael Sejr Schlichtkrull , Andreas Vlachos

Fact checking is an essential task in journalism; its importance has been highlighted due to recently increased concerns and efforts in combating misinformation. In this paper, we present an automated fact-checking platform which given a…

Computation and Language · Computer Science 2019-04-04 Sebastião Miranda , David Nogueira , Afonso Mendes , Andreas Vlachos , Andrew Secker , Rebecca Garrett , Jeff Mitchel , Zita Marinho

Automated fact-checking is a needed technology to curtail the spread of online misinformation. One current framework for such solutions proposes to verify claims by retrieving supporting or refuting evidence from related textual sources.…

Computation and Language · Computer Science 2022-02-22 Yibing Du , Antoine Bosselut , Christopher D. Manning

Natural language misinformation detection approaches have been, to date, largely dependent on sequence classification methods, producing opaque systems in which the reasons behind classification as misinformation are unclear. While an…

Computation and Language · Computer Science 2025-03-20 Ramon Ruiz-Dolz , John Lawrence

Easier access to the internet and social media has made disseminating information through online sources very easy. Sources like Facebook, Twitter, online news sites and personal blogs of self-proclaimed journalists have become significant…

Computation and Language · Computer Science 2021-09-28 Shaily Bhatt , Sakshi Kalra , Naman Goenka , Yashvardhan Sharma

Claim verification can be a challenging task. In this paper, we present a method to enhance the robustness and reasoning capabilities of automated claim verification through the extraction of short facts from evidence. Our novel approach,…

Computation and Language · Computer Science 2024-07-29 Nazanin Jafari , James Allan
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