Beyond Verbalized Confidence: Calibrating Reasoners with Differentiable Readouts.

arXiv:2609.34857v1 Announce Type: cross Abstract: Reinforcement learning with verifiable rewards (RLVR) trains reasoning models to produce correct answers, but does not ensure that their stated confidence is calibrated. The resulting models are systematically