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From Validation to Discovery: An Inverse-Docking Experiment for Culturally Calibrated Synthetic Personas Across Five Geographies and Two Population Types
did:web:openxiv.net did:web:openxiv.net#atproto sha256-jRtqAqBZpHVmY3QmymqTjgeCBXTnBzbP7ANsa4tr-I4 HHxV8Pv74io4uErJ6UC53drL6b08oW-nGMhHZdRkzQMX2sQp8x88ykI1Ynulev_U0ayeV9AWtBQiz6EOnJvtqQ Add the human verification attestation.
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{park2023generative} arXiv:2304.03442 arxiv high confidence {argyle2023out} arXiv:2209.06899 arxiv high confidence {aher2023using} arXiv:2208.10264 arxiv high confidence {teutloff2025synthetic} arXiv:2509.02605 arxiv high confidence {nngroup2024synthetic} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. {harris2025synthetic} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. {measuringu2026review} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. {kuric2026synthetic} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. {deepseek2024v3} arXiv:2412.19437 arxiv high confidence Add the human verification attestation for mathematical claims.
1 Introduction medium confidence The output is then interpreted as a proxy for how real users might respond, often with a claim of speed, cost reduction, or directional parity to human research. 1 Introduction medium confidence It would establish a narrower claim: synthetic personas may be useful as a hypothesis-generation instrument when their outputs are evaluated symmetrically against external evidence rather than accepted at face value. 2.3 Skeptical literature on synthetic users medium confidence We do not claim that synthetic personas are human subjects, have agency, or can validate demand. UAE medium confidence This pattern is compatible with, but not proof of, the claim that culturally grounded persona construction elicits context-specific frictions that direct prompting tends to flatten. 5.2 Why discovery is distinct from validation medium confidence The method in this paper therefore has a lower but cleaner claim. 7 Conclusion medium confidence The claim is deliberately bounded. Require a human verification attestation.
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