LLMs still leak real-item knowledge in low-knowledge persona simulations
Across five API endpoints from two model families, explicit ignorance prompts still left a favourable-item real-twin rating gap.
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Across five API endpoints from two model families, explicit ignorance prompts still left a favourable-item real-twin rating gap.
Paper proposes Deep Persona, a three-layer psychologically grounded architecture for LLM role-playing agents plus a reference-free evaluation framework.
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