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Peng-Jia Zou

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#natural language process... Preprint Oct 2026

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. the country in"the capita...

Zi-Yi Ni, Peng-Jia Zou · 0 citations

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