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ResearchOctober 1, 2026

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,…

Ben Wigler, Maria Tsfasman·arXiv — cs.AI
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Key Takeaways
  • 01.Open-ended LLM homogeneity can create false plurality when several systems appear to offer independent perspectives while returning the same familiar default
  • 02.Single-pass answers obscure the distinction between agreement produced by a tightly constrained answer space,…

This material is provided as an extended analytical summary.

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