Luis Henrique M. Carvalho

Large Language Models for Automated Fact-Checking: A Systematic Literature Review

Although LLMs significantly advance fact-checking, structural challenges persist, primarily hallucinations, data scarcity, data scarcity, and a lack of temporal awareness, and a research agenda prioritizing temporal-aware architectures, Small Language Models for sustainable deployment, and human-centered evaluation metrics are proposed.