Learning to Stop without Learning to Stop: Self-Supervised Confidence Training Improves Reasoning Efficiency.

arXiv:2609.31619v1 Announce Type: new Abstract: Reasoning models often generate very long reasoning traces, making inference computationally expensive. Existing approaches typically improve efficiency either through inference-time early-stopping mechanisms or