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Silent Dissent: LLM Agents That Yield to the Majority Still Represent Their Original Premise

Multi-agent debate is increasingly used to reach consensus among LLM agents, yet agents often yield to a unanimous majority. When an agent changes its answer, has it changed its mind or only its statement? We study this with two-hop factual questions whose intermediate entity (the bridge, e.g.

By Ziang Ni, Peng ZouarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 5, 2026.

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