AI RESEARCH
MARS: toward more efficient multi-agent collaboration for LLM reasoning
arXiv CS.AI
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ArXi:2509.20502v2 Announce Type: replace-cross Large language models (LLMs) have achieved impressive results in natural language understanding, yet their reasoning capabilities remain limited when operating as single agents. Multi-Agent Debate (MAD) has been proposed to address this limitation by enabling collaborative reasoning among multiple models in a round-table debate manner. While effective, MAD