The Model Agreed, But Didn't Learn: Diagnosing Surface Compliance in Large Language Models

Xiaojie Gu, Ziying Huang, Weicong Hong +3

Large Language Models (LLMs) internalize vast world knowledge as parametric memory, yet inevitably inherit the staleness and errors of their source corpora. Consequently, ensuring…