In this study, the authors introduced a new dataset of 2,600 "What? Where? When?" questions collected from 2018 to 2025. Using structural and thematic clustering, they provided a detailed overview of question types and knowledge areas, and evaluated 14 modern open LLMs using automatic metrics and the LLM-as-a-Judge approach.