# ThinkJev: One Thought, Every Budget for Calibrated Typed Decisions

**Published:** October 30, 2026
**Author:** Xiaolu Ding, Kai Yang, Dongdong Liu
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/thinkjev-one-thought-every-budget-for-calibrated-typed-decisions

arXiv:2610.37732v1 Announce Type: new Abstract: Many uses of language models end in a typed decision: a choice among a closed set of options, whose probabilities code can act on. Reading those probabilities from one forward pass is fast but often wrong on decisions that take…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.37732)

**Tags:** #arXiv

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