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News/Risk Is Not Review Value: Wrong-Answer Exposure Under Bounded Review Budgets
arxiv
PublishedSeptember 10, 2026 at 4:00 AM
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Risk Is Not Review Value: Wrong-Answer Exposure Under Bounded Review Budgets

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arXiv:2609.07095v1 Announce Type: new Abstract: LLM assistants often produce more answers than humans can review before users see them. Most evaluations ask whether an answer is wrong, unsupported, or low-confidence. Bounded review budgets instead ask which answers should be checked first under a fi

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