When Does Learning to Stop Help? A Cost-Aware Study of Early Exits in Reasoning Models

Zhe Dong, Fang Qin, Manish Shah

Reasoning models spend test-time compute unevenly across instances, and a growing family of early-exit rules -- confidence thresholds, entropy monitors, answer-stability checks, an…