AI RESEARCH
The Future of Facts: Tracing the Factual Generation-Verification Gap
arXiv CS.AI
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ArXi:2605.27564v1 Announce Type: cross Language models are becoming the default interface to factual knowledge, yet they often verify outputs reliably than they generate them. This generation-verification gap (GV-gap) underlies many recent advances in self-improvement and reasoning, but its dynamics on factual knowledge specifically remain poorly understood. We focus on the