MedThink-Bench
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The Consistency Illusion: How Multi-Agent Debate Hides Reasoning Misalignment
arXiv:2606.08457v1 Announce Type: new Abstract: Multi-agent LLM systems for medical question answering often treat consensus as a reliability signal: if multiple agents agree on an answer, it is presumed trustworthy. However, answer-level consensus does not entail reasoning-level alignment. We introduce CARA (Cross-Agent Reasoning Alignment), a family of automated metrics that measure whether agents who agree on an answer also agree on the reasoning.