Enhancing Peer Review with REMOR

REMOR introduces advanced methodologies to improve AI-driven peer review by addressing biases and fatigue, emulating human judgment through innovative technologies like HPRR, PeerRT, and GRPO. Development involved creating the PeerRT dataset, fine-tuning DeepSeek-R1 using LoRA adapters, and optimizing rewards via GRPO. Evaluations show REMOR achieves feedback quality surpassing human-level, with enhanced efficiency. However, current limitations include focus on textual reviews, small...