arXiv stat.ML
· Papers
A note on conditional PAC-efficient reasoning in large language model routing
arXiv:2512.03057v2 Announce Type: replace Abstract: We study distribution-free risk control for model routing, motivated by large language model reasoning. We formalize pointwise conditional efficiency under a probably approximately correct guarantee and show that it forces a nearly impossible router: at almost every i