Is He Extroverted? Identifying Missing Relevant Personas for Faithful User Simulation (2026 · 1 citation)
User simulators built on LLMs usually take the supplied persona as adequate. When a trait that drives a decision is absent, the simulated answer may be plausible but still wrong. This paper treats that gap as a new task: given a dialogue context and a minimal persona (age, gender, relation to the interlocutor), name…
Query-Focused Individual Simulation with Progressive Persona Completion (2026)
LLM-based simulators that predict how a specific person would answer usually rely on detailed profiles, which are rarely available for ordinary people.

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Updated 1 November 2026