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arXiv — cs.AI

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Reach Into The CHOIR: Free-List Elicitation Uncovers Distinct Model Voices in LLM Ensembles

Open-ended LLM homogeneity can create false plurality when several systems appear to offer independent perspectives while returning the same familiar default. Single-pass answers obscure the distinction between agreement produced by a tightly constrained answer space,…

arXiv — cs.AIBy: Ben Wigler, Maria TsfasmanOctober 1, 2026 (Oct 1)
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  • Open-ended LLM homogeneity can create false plurality when several systems appear to offer independent perspectives while returning the same familiar default
  • Single-pass answers obscure the distinction between agreement produced by a tightly constrained answer space,…
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Reach Into The CHOIR: Free-List Elicitation Uncovers Distinct Model Voices in LLM Ensembles

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