Sy-Tuyen Ho

When AI Reviews Train AI Reviewers: Scientific-Judgment Collapse and Mitigation

This study introduces TrustReviewer, an open-source LLM-based system for generating peer reviews of AI and machine learning papers and describes a concrete risk of recursive reviewer training and provides practical interventions for preserving judgment diversity and improving recommendation alignment in AI-assisted sci...