A new dataset called GoodPoint-ICLR contains 19,000 papers and reviewer comments annotated via author responses. This training recipe teaches LLMs to generate actionable, valid feedback rather than generic critiques. Researchers can now automate the initial drafting of peer reviews. It shifts the focus from simple automation to augmenting human oversight in academic publishing.