Confidence-Calibrated Inference Expansion for Evaluator-Guided Test-Time Reasoning
arXiv:2610.20836v1 Announce Type: new Abstract: Evaluator-guided reasoning presents a local control problem at every step: trust the current answer, return a fallback, or spend more inference. We form
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