ReviewGuard aligns LLM peer reviews with future citations via impact-aligned RL, achieving Spearman ρ=0.776 on rejected-then-published AI/ML papers versus 0.492 for human reviewers and flagging 5.6× more high-impact cases.
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ReviewGuard: Aligning LLM-Assisted Peer Review with Long-Term Scientific Impact
ReviewGuard aligns LLM peer reviews with future citations via impact-aligned RL, achieving Spearman ρ=0.776 on rejected-then-published AI/ML papers versus 0.492 for human reviewers and flagging 5.6× more high-impact cases.