CLAIHCJun 18, 2025

Veracity: An Open-Source AI Fact-Checking System

arXiv:2506.15794v13 citationsh-index: 15Has CodeIJCAI
Originality Incremental advance
AI Analysis

It addresses the societal problem of misinformation exacerbated by generative AI, offering a transparent tool for individuals, though it appears incremental as it builds on existing LLM and retrieval methods.

The paper tackles misinformation by introducing Veracity, an open-source AI system that uses LLMs and web retrieval to fact-check claims, providing veracity scores and explanations to empower users.

The proliferation of misinformation poses a significant threat to society, exacerbated by the capabilities of generative AI. This demo paper introduces Veracity, an open-source AI system designed to empower individuals to combat misinformation through transparent and accessible fact-checking. Veracity leverages the synergy between Large Language Models (LLMs) and web retrieval agents to analyze user-submitted claims and provide grounded veracity assessments with intuitive explanations. Key features include multilingual support, numerical scoring of claim veracity, and an interactive interface inspired by familiar messaging applications. This paper will showcase Veracity's ability to not only detect misinformation but also explain its reasoning, fostering media literacy and promoting a more informed society.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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