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

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 16 қазан
**Author:** Weida Liang, Kenji Kawaguchi
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/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…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2610.20836)

**Тегтер:** #arXiv

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