# Sequential Probabilistic Uncertainty Estimation for Parallel Multi-Agent Reasoning Systems

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 8 қазан
**Author:** Tunyu Zhang, Zihao Zhao, Yusong Zhao, Haizhou Shi, Zhuohang Li, Haoxian Chen, Hao Wang, Dimitris N. Metaxas
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/sequential-probabilistic-uncertainty-estimation-for-parallel-multi-agent

LLM-based multi-agent systems (MAS) have attracted growing attention for improving reasoning through interaction among multiple agents. In this work, we focus on parallel multi-agent reasoning systems, where several agents solve the same problem over multiple rounds and…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2610.08901)

**Тегтер:** #arXiv

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