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Joseph Suh

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#natural language process... Preprint Sep 2026

Pretrained Persona Mixture Models and Tandem Models for Human Simulation

We argue here that the current dominant practice in LLM human simulation: prompting instruction-tuned assistant language models to role-play personas, is inaccurate and produces stereotyped predictions (lacking natural diversity). It has previously been shown that LLMs can be bound to personas using naturalistic, freet...

Min-Woo Kang, Téa Wright, Seun Eisape et al. · 0 citations
#artificial intelligence Review Jul 2026

Anamnesis: An Open-Source Platform for Large-Scale Backstory-Conditioned Survey Simulation

Anamnesis produces opinion distributions that more closely match real-world survey data than standard persona-prompting baselines, offering a transparent, reproducible, and open-source alternative to proprietary simulation services.

Song Yu, Joseph Suh, Serina Chang et al. · 0 citations

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