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Step 5 — Content Refinement Agent: Using AgentReview, a simulated peer-review system, this agent iteratively optimizes the manuscript. After each revision, the manuscript is accepted only if the overall AgentReview score increases, or ties with net non-negative sub-axis gains. Any overall score decrease triggers an immediate revert and halt. Ablation results show this step is critical: refined manuscripts dominate unrefined drafts with 79%–81% win rates in automated side-by-side comparisons, and deliver absolute acceptance rate gains of +19% on CVPR and +22% on ICLR in AgentReview simulations.。WhatsApp 網頁版对此有专业解读
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