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Metafrastes: A News Ontology-Based Information Querying Using Natural Language Processing

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The 8th International Conference on Knowledge Management in Organizations

Part of the book series: Springer Proceedings in Complexity ((SPCOM))

Abstract.

This paper presents Metafrastes, a system that provides users with the ability to retrieve information from Semantic Web knowledge bases through queries that are formulated in natural language. The Web system that we introduce is engineered based on several Semantic Web tools and techniques. Our contribution consists mainly of a Natural Language Processing engine, able to translate queries formulated in natural language to SPARQL queries that can be applied to existing knowledge bases. Additionally, we develop a user interface that captures the user interaction with the system. Last, we evaluate the system based on a number of pre-defined queries formulated in natural language. The proposed approach has been positively evaluated with respect to precision and for queries that are aware of the information structure from the knowledge base.

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References

  1. Albert R, Jeong H, Barabasi A-L (1999) The diameter of the world wide web. Nature 401:130–131

    Article  Google Scholar 

  2. Berners-Lee T, Hendler J, Lassila O (2001) The Semantic Web. Sci Am 284(5):34–43

    Article  Google Scholar 

  3. Brickley D, Guha R (2004) RDF Vocabulary description language 1.0: RDF Schema. W3C recommendation, http://www.w3.org/TR/rdf-schema/ Accessed 10 Feb 2004

  4. Klyne G, Caroll JJ (2004) Resource description framework (RDF): concepts and abstract syntax, W3C recommendation, http://www.w3.org/TR/rdf-cocnepts/ Accessed 10 Feb 2004

  5. McGuinness D, Van Hamelen F (2004) OWL web ontology language. W3C recommendation, http://www.w3.org/TR/owl-features/ Accessed 10 Feb 2004

  6. Milea V, Frasincar F, Kaymak U (2012) tOWL: a temporal web ontology language. Syst Man Cybern B Cybern IEEE Trans 42(1):268–281

    Article  Google Scholar 

  7. Milea V, Frasincar F, Kaymak U, Houben G (2012) Temporal optimisations and temporal cardinality in the tOWL language. Int J Web Eng Technol 7(1):45–64

    Article  Google Scholar 

  8. Prud’hommeaux E, Seaborne A (2008) SPARQL query language for RDF. W3C recommendation, http://www.w3.org/TR/rdf-sparql-query/

  9. Kaplan SJ (1984) Designing a portable natural language database query system. ACM Trans Database Syst 9(1):1–19

    Article  Google Scholar 

  10. Androutsopoulos I, Ritchie G, Thanisch P (1993) Masque/SQL-an efficient and portable natural language query interface for relational databases. In: Proceedings of the 6th international conference on industrial and engineering applications of artificial intelligence and expert systems, Gordon & Breach Science Publishers, pp. 27−30

    Google Scholar 

  11. Lopez V, Pasin M, Motta E (2005) AquaLog: an ontology-portable question answering system for the semantic web. In: European semantic web conference (ESWC 2005), pp. 135–166

    Google Scholar 

  12. Java A, Finin T, Nirenburg S (2006) SemNews: a semantic news framework. In: Proceedings of the 21st national conference on artificial intelligence (AAAI-06). American association of artificial intelligence

    Google Scholar 

  13. Java A, Finin T, Nirenburg S. (2006) Text understanding agents and the semantic Web. In: Proceedings of the 39th hawaii international conference on system sciences (HICSS 2006). IEEE computer society

    Google Scholar 

  14. Harris S, Seaborne A. (2010) Sparql 1.1 query language. W3C working draft, 14

    Google Scholar 

  15. McBride B (2002) Jena: a semantic web toolkit. IEEE Internet Comput 6(6):55–59

    Article  Google Scholar 

  16. ARQ, a SPARQL Processor for Jena. http://jena.sourceforge.net/ARQ/

  17. Hermes – Semantic News Portal. http://hermesportal.sourceforge.net/

  18. Klein D, Manning CD (2003) Accurate unlexicalized parsing. In: Proceedings of the 41st meeting of the association for computational linguistics, pp. 423–430

    Google Scholar 

  19. Guarino N, Welty C (2002) Evaluating ontological decisions with ontoclean. Commun ACM 45(2):61–65

    Article  Google Scholar 

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Correspondence to Hanno Embregts .

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Embregts, H., Milea, V., Frasincar, F. (2014). Metafrastes: A News Ontology-Based Information Querying Using Natural Language Processing. In: Uden, L., Wang, L., Corchado Rodríguez, J., Yang, HC., Ting, IH. (eds) The 8th International Conference on Knowledge Management in Organizations. Springer Proceedings in Complexity. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-7287-8_25

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  • DOI: https://doi.org/10.1007/978-94-007-7287-8_25

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  • Publisher Name: Springer, Dordrecht

  • Print ISBN: 978-94-007-7286-1

  • Online ISBN: 978-94-007-7287-8

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