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R. Goldschmidt

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Review Open access 2026

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.

Luis Henrique M. Carvalho, R. Goldschmidt · 0 citations