DAPRO provides the first dynamic, theoretically guaranteed way to allocate interaction budgets across test cases for bounding time-to-event in multi-turn LLM evaluations, achieving tighter coverage than static conformal survival methods.
Therefore, given {(Xk, Hk, Tk)}k∈Ical2 and Dcal1, the cen- soring times {Ci}i∈Ical2 are mutually independent, since Ci is a deterministic function of (ξi, Ti, Xi, Hi)
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How Many Iterations to Jailbreak? Dynamic Budget Allocation for Multi-Turn LLM Evaluation
DAPRO provides the first dynamic, theoretically guaranteed way to allocate interaction budgets across test cases for bounding time-to-event in multi-turn LLM evaluations, achieving tighter coverage than static conformal survival methods.