Confidence-Calibrated Inference Expansion for Evaluator-Guided Test-Time Reasoning

Evaluator-guided reasoning presents a local control problem at every step: trust the current answer, return a fallback, or spend more inference. We formulate this choice as a compute-aware three-action controller, scoring terminal actions by predicted answer success and expansion by a rollout-based…