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Do LLMs Make More Mistakes If They Do Not Believe the Input Data?

arXiv cs.CL · yesterday Cached

This paper analyzes how LLMs' faithfulness to provided context depends on perceived plausibility, using factual, counterfactual, and fictional RDF triples in multiple languages. It finds a weak context–memory conflict and emphasizes that the choice of LLM judge can overestimate its strength.

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