Past a budget-dependent miscalibration threshold δ* that rises as B/N shrinks, confidence-ranked auditing of LLM agent fleets is worse than random; open-weight models land near the flip while shared difficulty dominates correlation.
In: Proceedings of the 37th International Conference on Neural In- formation Processing Systems
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One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence
Past a budget-dependent miscalibration threshold δ* that rises as B/N shrinks, confidence-ranked auditing of LLM agent fleets is worse than random; open-weight models land near the flip while shared difficulty dominates correlation.