Prompting Against Persona Drift: Comparing Intervention Timing and Content in LLM-Simulated Conversations

Nicolas Leins, Jennifer Haase, Varvara Geronimus +2

Simulating student personas with large language models (LLMs) enables scalable evaluation of educational systems. However, behavioral drift, a progressive decline in persona consis…