GoodPoint: Learning Constructive Scientific Paper Feedback from Author Responses

This research introduces GoodPoint, a method leveraging LLMs and author responses to generate constructive feedback for scientific papers. It develops GoodPoint-ICLR, a dataset of ICLR papers, and a training recipe using fine-tuning and preference optimization for valid and actionable feedback.