In a benchmark of 17,856 PolitiFact claims, larger Llama-3 models and retrieved web evidence improve automated fact-checking accuracy and justification quality, though fine-grained labels remain difficult.
Nyhan, Facts and Myths about Misperceptions, Journal of Economic Perspectives 34 (2020) 220–236
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Towards Automated Fact-Checking of Real-World Claims: Exploring Task Formulation and Assessment with LLMs
In a benchmark of 17,856 PolitiFact claims, larger Llama-3 models and retrieved web evidence improve automated fact-checking accuracy and justification quality, though fine-grained labels remain difficult.