Qingyun Zou

LLM judges may misinterpret peer review quality, favoring superficial traits over genuine analytical depth, raising questions about their reliability in academic assessments.

Multi-agent LLM systems for idea generation can backfire, with smarter models and more communication leading to *less* diverse ideas due to structural coupling.