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Breaking Homogeneity: Diversifying Persona Sets for Creative LLM Outputs

arXiv:2609.30492v1 Announce Type: cross Abstract: Language models often produce homogeneous responses to open-ended tasks; such homogeneity can spawn groupthink-the convergence of ideas toward a singular and potentially suboptimal decision. We formulate persona diversification as a set-level condit…

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  1. 2026-09-28 04:00 · arXiv stat.ML
    Breaking Homogeneity: Diversifying Persona Sets for Creative LLM Outputs

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