PaperGym Framework Automates Research Plan Generation

PaperGym creates a training environment for AI scientists by extracting rubrics from scientific papers to serve as critics. It synthesizes research questions from goals and derives evaluation criteria from methods and experiments to prevent reward hacking through simple paraphrasing.