Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation
arXiv:2608.01666v1 Announce Type: new Abstract: However, whether these judges truly evaluate the scientific substance of ideas or are influenced by superficial stylistic presentation remains an open q