More Claims, Less Evidence: Bounded Verification of AI-Generated Digital Knowledge Artifacts

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arXiv:2610.05547v1 Announce Type: new Abstract: Digital libraries, repositories, and AI-mediated knowledge services increasingly rely on generative systems to produce summaries, descriptions, and other multi-claim knowledge objects. Yet generation can scale far more easily than verification capacity: a reviewer may need to decide whether an object is suitable for publication or downstream use after checking only a small fraction of its claims. This creates a fundamental gap between claim-level v