From Debate to Decision: Conformal Social Choice for Safe Multi-Agent Deliberation

Mengdie Flora Wang, Haochen Xie, Guanghui Wang +9

Multi-agent debate improves LLM reasoning, yet agreement among agents is not evidence of correctness. When agents converge on a wrong answer through social reinforcement, consensus…