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Surprising Efficacy of Fine-Tuned Transformers for Fact-Checking over Larger Language Models

Annual International ACM SIGIR Conference on Research and Development in Information Retrieval
In this paper, we explore the challenges associated with establishing an end-to-end fact-checking pipeline in a real-world context, covering over 90 languages.
Vinay Setty
semanticscholar   +1 more source

Logical Consistency of Large Language Models in Fact-checking

International Conference on Learning Representations
In recent years, large language models (LLMs) have demonstrated significant success in performing varied natural language tasks such as language translation, question-answering, summarizing, fact-checking, etc.
Bishwamittra Ghosh   +3 more
semanticscholar   +1 more source

Can LLMs Improve Multimodal Fact-Checking by Asking Relevant Questions?

BigData Congress [Services Society]
Fact-checking judges if a piece of information is factual by analyzing data sources in multiple modalities, such as text and image. Traditional fact-checking relies on humans to formulate relevant and targeted Fact-Checking Questions (FCQs), search for ...
Alimohammad Beigi   +6 more
semanticscholar   +1 more source

CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking

arXiv.org
Despite advancements in Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) systems, their effectiveness is often hindered by a lack of integration with entity relationships and community structures, limiting their ability to provide ...
Rong-Ching Chang, Jiawei Zhang
semanticscholar   +1 more source

Epistemology of Fact Checking: An Examination of Practices and Beliefs of Fact Checkers Around the World

Digital Journalism
Epistemologies of journalism differ across genres, and fact-checking, as an independent operation or feature within existing news media organizations, can be considered a genre of journalism with its own epistemology. This paper explores the epistemology
Michael Koliska, Jessica Roberts
semanticscholar   +1 more source

Fact-Checking: A Meta-Analysis of What Works and for Whom

Political Communication, 2020
Nathan Walter, Jonathan Cohen
exaly  

Effects of fact-checking social media vaccine misinformation on attitudes toward vaccines

Preventive Medicine, 2021
Jingwen Zhang   +2 more
exaly  

Checking the facts

Palliative Medicine, 2003
Robin L Fainsinger   +3 more
openaire   +1 more source

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