Beyond Questions: Evaluating the Stated Knowledge of LLMs.

arXiv:2605.26937v5 Announce Type: replace-cross Abstract: Parametric knowledge in large language models (LLMs) is a cornerstone of their success, yet remains poorly understood. Existing knowledge benchmarks typically rely on predefined questions (e.g., "What i