13 LLMs Reveal Who They Actually Know—and Who They Miss
A live demo queries 13 language models to score how confidently each recognizes 291 real people. The tool exposes systematic knowledge gaps and model‑specific biases, showing even small models miss many notable figures while over‑rating others.