AI validation is target-relative; best-of-N search under scalar ranking yields exact ambiguity width B_{m,N}=1+2∑_{r=1}^{m}(-1)^r cos^{2N}{rπ/[2(m+1)]}Source: arXiv cs.LGhttps://arxiv.org/abs/2608.21496#MachineLearning
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