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arXiv — cs.AI preprintsInternational21 October 2026

InsightRAG: Aggregating Distributed Scholarly Judgments for Scientific Survey Generation

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arXiv:2610.28085v1 Announce Type: new Abstract: The rapid growth of scientific literature makes survey writing increasingly challenging, motivating automatic survey generation. Yet, existing systems must search an open space of papers and an open space of concepts with no trace of how the community itself has navigated them, leading to incomplete scope, weak taxonomies, and unreliable citations. Our core insight is that author-written Related Work sections contain the human judgments needed to address both limitations: authors curate the citations relevant to their contributions and explain ho
— arXiv — cs.AI preprints

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