What Does Multi-Agent LLM Debate Actually Change? A Layered Analysis of Disagreement and Answer Quality
arXiv:2609.08016v2 Announce Type: replace Abstract: Multi-agent debate, in which several LLMs exchange arguments before producing an answer, is widely assumed to improve answer quality by surfacing genuine disagreement. That disagreement is hard to verify, and no single signal can settle it, so we…