RoundtableReview：多视角协作评审提升自动化科研
原标题：Discuss More, Comment Less: Boosting Automated Research via Multi-Perspective Collaborative Review
AI 摘要
该论文提出 RoundtableReview，一个面向自动化科研的多智能体审议式评审框架。它将论文结构化为八个语义槽，并协调六位具有互补视角、检索来源和职责边界的学术与产业审稿人，通过独立评估、交叉质询、圆桌讨论、动态加权投票和主席综合生成可追溯的评审意见。在两个自动化科研骨干模型上的实验表明，该方法在自动与人工评估中均优于基线，且评论数量更少。
正文节选
Discuss More, Comment Less: Boosting Automated Research via Multi-Perspective Collaborative Review Abstract As automated research is increasingly adopted for writing papers, automated review has become a critical link between paper generation and quality control. However, existing methods largely rely on single-model feedback or simple review aggregation, failing to explicitly model expert responsibilities or collective deliberation in actual peer reviews, which limits effective cross-examinati