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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Researchers introduce SciStyleBench, finding that LLM-as-a-judge evaluators are heavily biased by stylistic presentation over substance.
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