Throughout the literature, several methods applicable for on- tology debugging were presented which might be well-suited for being used on learned ontologies.

This work describes some methods applicable for ontology debugging and presents an approach based on Markov logic networks which is inspired by recent work ...

Throughout the literature, several methods applicable for on- tology debugging were presented which might be well-suited for being used on learned ontologies.

Jul 31, 2022 · In this paper we propose an interactive approach to mitigate this for \mathcal{EL} ontologies by axiom weakening and completing.

Lambrix, Repairing EL Ontologies Using Weakening and Completing ... Niepert, Computing Incoherence Explanations for Learned Ontologies, in: Web Reasoning.

TL;DR: This work describes some methods applicable for ontology debugging and presents an approach based on Markov logic networks which is inspired by ...

Based on this rewriting, we subject the incomplete reasoner to a series of tests, whose results identify the subset of the rewriting that constitutes a repair.

A key task is ontology debugging and completion. In general, there are two steps: detecting defects and repairing defects.

Traditional debugging techniques repair ontologies by removing unwanted axioms, but may thereby remove consequences that are correct in the domain of the ...

In this paper, we propose an embedding-based approach by considering sentence embeddings of axioms, which translates axioms into semantic vectors.