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Исследования2026年10月8日
Sequential Probabilistic Uncertainty Estimation for Parallel Multi-Agent Reasoning Systems
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…
Tunyu Zhang, Zihao Zhao, Yusong Zhao, Haizhou Shi, Zhuohang Li, Haoxian Chen, Hao Wang, Dimitris N. Metaxas·arXiv — cs.AI
Original SourceKey Takeaways
- 01.LLM-based multi-agent systems (MAS) have attracted growing attention for improving reasoning through interaction among multiple agents
- 02.In this work, we focus on parallel multi-agent reasoning systems, where several agents solve the same problem over multiple rounds and…
This material is provided as an extended analytical summary.
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