Systematic Failures in Collective Reasoning under Distributed Information in Multi-Agent LLMs

Yuxuan Li, Aoi Naito, Hirokazu Shirado

Multi-agent systems built on large language models (LLMs) are expected to enhance decision-making by pooling distributed information, yet systematically evaluating this capability…