Strategically inserted persuasive sentences inflate LLM judges' scores for incorrect math solutions across six benchmarks and fourteen models, but the study lacks length-matched controls separating rhetoric from length effects.
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Can You Trick the Grader? Adversarial Persuasion of LLM Judges
Strategically inserted persuasive sentences inflate LLM judges' scores for incorrect math solutions across six benchmarks and fourteen models, but the study lacks length-matched controls separating rhetoric from length effects.