# Better Reasoning, Not Just Bigger Models: A Structure-Grounded Framework for Efficient and Reliable Inference

**Published:** October 23, 2026
**Author:** Amirhossein Aghaei, Liangyan Li, Shiyi Yang, Shaohua Wang, Yan Wang
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/better-reasoning-not-just-bigger-models-a-structure-grounded-framework-f

arXiv:2610.30611v1 Announce Type: new Abstract: Scaling large language models has substantially improved linguistic fluency, yet reliable autonomous agents require more than fluent generation. In multi-turn inference, current agentic systems often produce semantically plausible…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.30611)

**Tags:** #arXiv

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