AINeutralarXiv – CS AI · 4h ago6/10
🧠
ReviewGuard: Aligning LLM-Assisted Peer Review with Long-Term Scientific Impact
Researchers introduce ReviewGuard, an LLM-based framework that predicts long-term scientific impact rather than mimicking human peer reviewers. Testing on 20,861 AI/ML papers shows ReviewGuard correlates 5.6x better with future citations than human reviewers and identifies high-impact rejected papers at significantly higher rates, suggesting AI can complement editorial decision-making without replacing human judgment.