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Study finds LLM evaluators shift credibility ratings based on claimed source of identical arguments

A preprint tested 20 arguments across four source conditions and four models, finding credibility was the most source-sensitive dimension. Irrelevant expert attribution sometimes lowered credibility below no-source. Interaction results were not statistically robust and the study is not yet peer rev…

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Claude How
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