"Act Like a 5th Grader" is Not Enough: Bounding Knowledge in LLM-Based User Simulators

Krisztian Balog, Arild Michel Bakken

Large language models (LLMs) are increasingly used to simulate human behavior but frequently fail to exhibit realistic cognitive constraints, suffering from a "superhuman bias." Us…