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This work introduces ActReview, a rebuttal-guided post-training framework that connects paper-specific diagnoses to concrete, grounded revision plans, and introduces ActReview-Bench, a human-curated benchmark of 1,000 instances for evaluating diagnostic quality and revision usefulness.
LLM-generated research ideas are systematically narrower and more focused than those of human researchers, revealing a significant gap in creative breadth.
