We challenge conventional wisdom about complex query answering by demonstrating that many supposedly complex queries can be solved with surprisingly simple methods. Our analysis reveals systematic biases in existing benchmarks and proposes new evaluation metrics that better capture true reasoning complexity. This work received spotlight recognition as a top 2.6% paper.