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Related papers: Task-Oriented Automatic Fact-Checking with Frame-S…

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Automatic fact verification has received significant attention recently. Contemporary automatic fact-checking systems focus on estimating truthfulness using numerical scores which are not human-interpretable. A human fact-checker generally…

Computation and Language · Computer Science 2023-05-30 Anku Rani , S. M Towhidul Islam Tonmoy , Dwip Dalal , Shreya Gautam , Megha Chakraborty , Aman Chadha , Amit Sheth , Amitava Das

Professional fact-checkers rely on domain knowledge and deep contextual understanding to verify claims. Large language models (LLMs) and large reasoning models (LRMs) lack such grounding and primarily reason from available evidence alone,…

Computation and Language · Computer Science 2026-04-16 Dhruv Sahnan , Subhabrata Dutta , Tanmoy Chakraborty , Preslav Nakov , Iryna Gurevych

One challenge in fact checking is the ability to improve the transparency of the decision. We present a fact checking method that uses reference information in knowledge graphs (KGs) to assess claims and explain its decisions. KGs contain a…

Databases · Computer Science 2019-06-24 Naser Ahmadi , Joohyung Lee , Paolo Papotti , Mohammed Saeed

Recent benchmarks have probed factual consistency and rhetorical robustness in Large Language Models (LLMs). However, a knowledge gap exists regarding how directional framing of factually true statements influences model agreement, a common…

Computation and Language · Computer Science 2025-06-16 Jaeho Lee , Atharv Chowdhary

Increasing interpreting needs a more objective and automatic measurement. We hold a basic idea that 'translating means translating meaning' in that we can assessment interpretation quality by comparing the meaning of the interpreting output…

Computation and Language · Computer Science 2016-11-15 Xiaojun Zhang

The massive amount of misinformation spreading on the Internet on a daily basis has enormous negative impacts on societies. Therefore, we need automated systems helping fact-checkers in the combat against misinformation. In this paper, we…

Computation and Language · Computer Science 2021-02-16 Yavuz Selim Kartal , Busra Guvenen , Mucahid Kutlu

Automated frame analysis of political communication is a popular task in computational social science that is used to study how authors select aspects of a topic to frame its reception. So far, such studies have been narrow, in that they…

Computation and Language · Computer Science 2025-05-30 Arnav Arora , Srishti Yadav , Maria Antoniak , Serge Belongie , Isabelle Augenstein

Understanding long video content is a complex endeavor that often relies on densely sampled frame captions or end-to-end feature selectors, yet these techniques commonly overlook the logical relationships between textual queries and visual…

Computer Vision and Pattern Recognition · Computer Science 2025-05-20 Weiyu Guo , Ziyang Chen , Shaoguang Wang , Jianxiang He , Yijie Xu , Jinhui Ye , Ying Sun , Hui Xiong

The volume and velocity of information that gets generated online limits current journalistic practices to fact-check claims at the same rate. Computational approaches for fact checking may be the key to help mitigate the risks of massive…

Artificial Intelligence · Computer Science 2017-08-25 Prashant Shiralkar , Alessandro Flammini , Filippo Menczer , Giovanni Luca Ciampaglia

To mitigate the negative effects of false information more effectively, the development of Artificial Intelligence (AI) systems to assist fact-checkers is needed. Nevertheless, the lack of focus on the needs of these stakeholders results in…

Computers and Society · Computer Science 2025-09-05 Andrea Hrckova , Robert Moro , Ivan Srba , Jakub Simko , Maria Bielikova

Automatic assessment of the quality of arguments has been recognized as a challenging task with significant implications for misinformation and targeted speech. While real-world arguments are tightly anchored in context, existing…

Computation and Language · Computer Science 2024-06-19 Darshan Deshpande , Zhivar Sourati , Filip Ilievski , Fred Morstatter

Large Language Models (LLMs) have significantly advanced the fact-checking studies. However, existing automated fact-checking evaluation methods rely on static datasets and classification metrics, which fail to automatically evaluate the…

Computation and Language · Computer Science 2025-03-04 Hongzhan Lin , Yang Deng , Yuxuan Gu , Wenxuan Zhang , Jing Ma , See-Kiong Ng , Tat-Seng Chua

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

With the advent of social media networks and the vast amount of information circulating through them, automatic fact verification is an essential component to prevent the spread of misinformation. It is even more useful to have fact…

Computation and Language · Computer Science 2024-12-03 Chathuri Jayaweera , Sangpil Youm , Bonnie Dorr

Automated fact-checking is an important task because determining the accurate status of a proposed claim within the vast amount of information available online is a critical challenge. This challenge requires robust evaluation to prevent…

Computation and Language · Computer Science 2024-08-19 Mohammad Ghiasvand Mohammadkhani , Ali Ghiasvand Mohammadkhani , Hamid Beigy

We investigate whether large language models encode latent knowledge of frame semantics, focusing on frame identification, a core challenge in frame semantic parsing that involves selecting the appropriate semantic frame for a target word…

Computation and Language · Computer Science 2026-01-15 Jayanth Krishna Chundru , Rudrashis Poddar , Jie Cao , Tianyu Jiang

This research introduces VeriFact-CoT (Verified Factual Chain-of-Thought), a novel method designed to address the pervasive issues of hallucination and the absence of credible citation sources in Large Language Models (LLMs) when generating…

Computation and Language · Computer Science 2025-09-09 Fernando Gabriela García , Qiyang Shi , Zilin Feng

There is unison is the scientific community about human induced climate change. Despite this, we see the web awash with claims around climate change scepticism, thus driving the need for fact checking them but at the same time providing an…

Computation and Language · Computer Science 2021-08-02 Shraey Bhatia , Jey Han Lau , Timothy Baldwin

The rapid proliferation of multimodal misinformation presents significant challenges for automated fact-checking systems, especially when claims are ambiguous or lack sufficient context. We introduce RAMA, a novel retrieval-augmented…

Computation and Language · Computer Science 2025-07-15 Shuo Yang , Zijian Yu , Zhenzhe Ying , Yuqin Dai , Guoqing Wang , Jun Lan , Jinfeng Xu , Jinze Li , Edith C. H. Ngai

Large vision-language models (VLMs) often struggle to generate long and factual captions. However, traditional measures for hallucination and factuality are not well suited for evaluating longer, more diverse captions and in settings where…

Computer Vision and Pattern Recognition · Computer Science 2025-07-28 Monika Wysoczańska , Shyamal Buch , Anurag Arnab , Cordelia Schmid