Jailbreaks for Black-Box Uncertainty Quantification in Large Reasoning Models.

arXiv:2609.35350v1 Announce Type: new Abstract: While Large Reasoning Models (LRMs) excel at complex reasoning, alignment through reinforcement learning often induces systemic overconfidence. In production environments, where logits may be unavailable, robust