Machiko Hirota

Collective Regimes in Multi-Agent LLMs under Reasoning Effort and Communication Topology

Multi-agent LLM systems are increasingly used for deliberation and evaluation, often under the assumption that greater peer interaction leads to more reliable consensus. Existing work largely evaluates these systems through final accuracy or aggregate agreement. However, such measures do not reveal how agreement is org...