In our contribution, we relate the development of a richly annotated corpus and a computational valency dictionary. Our valency dictionary has been created as a “byproduct” of the annotation of the Prague Dependency Treebank (PDT) but it became an important resource for further linguistic research as well as for computational processing of the Czech language.