A Fuzzy Loss for Ontology Classification

Simon Flügel, Martin Glauer, Till Mossakowski, Fabian Neuhaus

Abstract: Deep learning models are often unaware of the inherent constraints of the task they are applied to. However, many downstream tasks require logical consistency. For ontology classification tasks, such constraints include subsumption and disjointness relations between classes.