04:00
2026-08-19
arxiv.org
artificial-intelligence
KnowSim: Evaluating Information Calibration in LLM Assistants with User Simulators that Learn
Researchers introduced KNOWSIM, an evaluation framework with a user simulator that models evolving user knowledge to assess how well LLM assistants calibrate information delivery. Validated against 70…