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The paper introduces CHOIR (Collective Hierarchically-Ordered Inquiry Responses), a framework adapting free-list elicitation from cognitive anthropology to probe and measure hidden diversity beneath surface agreement in LLM ensembles, finding that base-model identity is the strongest recoverable signature of distinct model voices.