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Distributional semantics for ontology verification
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In: Proceedings of the 4th Joint Conference on Lexical and Computational Semantics ; 4th Joint Conference on Lexical and Computational Semantics (SEM 2015) ; https://hal.archives-ouvertes.fr/hal-01343043 ; 4th Joint Conference on Lexical and Computational Semantics (SEM 2015), Jun 2015, Denver, Colorado, United States. pp. 30-39 (2015)
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Abstract:
International audience ; As they grow in size, OWL ontologies tend to comprise intuitively incompatible statements,even when they remain logically consistent. This is true in particular of lightweight ontologies, especially the ones which aggregate knowledge from different sources. The article investigates how distributional semantics can help detect and repair violation of common sense in consistent ontologies, based on the identification of consequences which are unlikely to hold if the rest of the ontology does. A score evaluating the plausibility for a consequence to hold with regard to distributional evidence is defined, as well as several methods in order to decide which statements should be preferably amended or discarded. A conclusive evaluation is also provided, which consists in extending an input ontology with randomly generated statements, before trying to discard them automatically.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [INFO.INFO-LO]Computer Science [cs]/Logic in Computer Science [cs.LO]; CEO; Common sense; Distributional semantic; Linguistic evidence; Ontology
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URL: https://hal.archives-ouvertes.fr/hal-01343043/file/corman_15366.pdf https://hal.archives-ouvertes.fr/hal-01343043 https://hal.archives-ouvertes.fr/hal-01343043/document
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Trimming a consistent OWL knowledge base, relying on linguistic evidence
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In: IWCS Workshop: Language and Ontologies 2015 ; Workshop on Language and Ontologies, held at the 11th International Conference on Computational Semantics (IWCS 2015) ; https://hal.archives-ouvertes.fr/hal-01343041 ; Workshop on Language and Ontologies, held at the 11th International Conference on Computational Semantics (IWCS 2015), Apr 2015, London, United Kingdom. pp. 36-42 (2015)
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