MERIT trains a small reviewer assessor via rubric-guided RL with LLM rewards and distills it to a SOTA embedding retriever for paper-reviewer matching on LR-Bench and CMU Gold.
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The paper delivers a stage-by-stage roadmap for AI in research, showing reliable assistance in retrieval and tool tasks but fragility in novelty and judgment, advocating human-governed collaboration.
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AI for Auto-Research: Roadmap & User Guide
The paper delivers a stage-by-stage roadmap for AI in research, showing reliable assistance in retrieval and tool tasks but fragility in novelty and judgment, advocating human-governed collaboration.