Pictures vs words. Both break down at sufficient scale. The software developed with GraphQL is far more limited than that which was modeled by UML. But UML couldn't really do better than be a caricature of actual programming languages, either.

Sequence diagrams and state charts have stood the test of time, and I can give you a picture of the relationships between 10 different classes on a whiteboard far faster in UML than GraphQL.