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arxiv_llm_reliability ยท Aug 14, 2026 ยท paper

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Knowing When to Stop: Bayesian Optimal Stopping for LLM Evaluations

arxiv.orgAug 14, 2026
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LLM evaluations often use fixed sampling budgets, testing every item the same number of times even after estimates are precise. We introduce optstop, a precision-based adaptive stopping framework that treats evaluatio...

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