Do large language models scrutinise what they review? A multimodal audit of scoring calibration, error detection, and author-identity effects

Emad Alharbi

Large language models (LLMs) are increasingly used to generate peer reviews, prompting examination of their capacity for critical evaluation. This study evaluates two multimodal LL…