A reasoning LLM trained with GRPO on a multi-aspect reward (REMOR) produces peer reviews that score higher on that same reward than human reviews, but the evaluation is circular and partly in-sample.
A multiobjective reinforcement learning approach to water resources systems operation: Pareto frontier approximation in a single run.Water Resources Research, 49(6):3476–3486, 2013
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REMOR: Automated Peer Review Generation with LLM Reasoning and Multi-Objective Reinforcement Learning
A reasoning LLM trained with GRPO on a multi-aspect reward (REMOR) produces peer reviews that score higher on that same reward than human reviews, but the evaluation is circular and partly in-sample.