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

**Published:** October 16, 2026
**Author:** Weida Liang, Kenji Kawaguchi
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/confidence-calibrated-inference-expansion-for-evaluator-guided-test-time

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 formulate this choice as a compute-aware three-action controller, scoring terminal…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.20836)

**Tags:** #arXiv

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