most citedMini-Omni-Reasoner: Token-Level Thinking-in-Speaking in Large Speech Models

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cs.MA2026

CONCAT: Consensus- and Confidence-Driven Ad Hoc Teaming for Efficient LLM-Based Multi-Agent Systems

Ziyang Ma, Dingyi Zhang, Sichu Liang +4

Although large language model (LLM) based multi-agent systems (MAS) show their capability to solve complex tasks and achieve higher performance over single agent systems, they lead…