AI RESEARCH

PeerPrism: Peer Evaluation Expertise vs Review-writing AI

arXiv CS.CL

ArXi:2604.14513v1 Announce Type: new Large Language Models (LLMs) are increasingly used in scientific peer review, assisting with drafting, rewriting, expansion, and refinement. However, existing peer-review LLM detection methods largely treat authorship as a binary problem-human vs. AI-without accounting for the hybrid nature of modern review workflows. In practice, evaluative ideas and surface realization may originate from different sources, creating a spectrum of human-AI collaboration.