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.
X i∈Ical1 bexp i(ˆλ)| D cal1 # +E h bemp j(ˆλ)| D cal1 i ≤(N 1 + 1)E[ ¯B2 | Dcal1]. 36 SinceE h bempj(ˆλ)| D cal1 i =E h bexpj(ˆλ)| D cal1 i , we set: E
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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.