Ontologies are a key component for several applications. Ontologies are often built by hand, but automatizing the process of ontology building has been and is even more recognized as very important for scaling and speeding up this process. However, several difficulties have been identified, some of them are quite fundamental. In this paper, we present our work for overcoming some of the fundame...