Skip to main content

Abstract

The aim of the Semantic Web is to improve the access, management, and retrieval of information on the Web-based. On this understanding, ontologies are considered a technology that supports all aforementioned tasks. However, current approaches for information retrieval on ontology-based knowledge bases are intended to be used by experienced users. To address this gap, Natural Language Processing (NLP) is deemed a very intuitive approach from a non-experienced user‘s perspective, because the formality of a knowledge base is hidden, as well as the executable query language. In this work, we present ONLI, a natural language interface for DBpedia, a community effort to structure Wikipedia’s content based on an ontological approach. ONLI combines NLP techniques in order to analyze user’s question and populate an ontological model, which is responsible for describing question’s context. From this model, ONLI requests the answer through a set of heuristic SPARQL-based query patterns. Finally, we describe the current version of the ONLI system, as well as an evaluation to assess its effectiveness in finding the correct answer.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Gruber, T.: Ontology. In: Encyclopedia of Database Systems, vol. 5, p. 3748. Springer

    Google Scholar 

  2. Ruiz-Martínez, J.M., Valencia-García, R., Martínez-Béjar, R., Hoffmann, A.: BioOntoVerb: A top level ontology based framework to populate biomedical ontologies from texts. Knowl.-Based Syst. 36, 68–80 (2012)

    Google Scholar 

  3. Lupiani-Ruiz, E., García-Manotas, I., Valencia-García, R., García-Sánchez, F., Castellanos-Nieves, D., Fernández-Breis, J.T., Camón-Herrero, J.B.: Financial news semantic search engine. Expert Syst. Appl. 38(12), 15565–15572 (2011)

    Article  Google Scholar 

  4. Hernández-González, Y., García-Moreno, C., Rodríguez-García, M.Á., Valencia-García, R., García-Sánchez, F.: A semantic-based platform for R&D project funding management. Comput. Ind. 65(5), 850–861 (2014)

    Article  Google Scholar 

  5. Rodríguez-García, M.Á., Valencia-García, R., García-Sánchez, F., Samper-Zapater, J.J.: Ontology-based annotation and retrieval of services in the cloud. Knowl.-Based Syst. 56, 15–25 (2014)

    Article  Google Scholar 

  6. Rodríguez-García, M.Á., Valencia-García, R., García-Sánchez, F., Samper-Zapater, J.J.: Creating a semantically-enhanced cloud services environment through ontology evolution. Future Gener. Comput. Syst. 32, 295–306 (2014)

    Article  Google Scholar 

  7. Rodríguez-González, A., Alor-Hernández, G.: An approach for solving multi-level diagnosis in high sensitivity medical diagnosis systems through the application of semantic technologies. Comput. Biol. Med. 43(1), 51–62 (2013)

    Article  Google Scholar 

  8. Prieto-González, L., Stantchev, V., Colomo-Palacios, R.: Applications of Ontologies in Knowledge Representation of Human Perception. Int. J. Metadata Semant. Ontol. 9(1), 74–80 (2014)

    Article  Google Scholar 

  9. Lehmann, J., Isele, R., Jakob, M., Jentzsch, A., Kontokostas, D., Mendes, P., Hellmann, S., Morsey, M., van Kleef, P., Bizer, C.: DBpedia - A Large-scale, Multilingual Knowledge Base Extracted from Wikipedia. Semantic Web Journal (2014)

    Google Scholar 

  10. Cimiano, P., Haase, P., Heizmann, J., Mantel, M., Studer, R.: Towards portable natural language interfaces to knowledge bases – The case of the ORAKEL system. Data Knowl. Eng. 65(2), 325–354 (2008)

    Article  Google Scholar 

  11. Kaufmann, E., Bernstein, A.: Evaluating the Usability of Natural Language Query Languages and Interfaces to Semantic Web Knowledge Bases. Web Semant. 8(4), 377–393 (2010)

    Article  Google Scholar 

  12. Ferrández, Ó., Izquierdo, R., Ferrández, S., Vicedo, J.L.: Addressing ontology-based question answering with collections of user queries. Inf. Process. Manag. 45(2), 175–188 (2009)

    Article  Google Scholar 

  13. Lopez, V., Pasin, M., Motta, E.: AquaLog: An Ontology-Portable Question Answering System for the Semantic Web. In: Gómez-Pérez, A., Euzenat, J. (eds.) ESWC 2005. LNCS, vol. 3532, pp. 546–562. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  14. Kaufmann, E., Bernstein, A., Zumstein, R.: Querix: A Natural Language Interface to Query Ontologies Based on Clarification Dialogs. In: 5th ISWC, pp. 980–981 (2006)

    Google Scholar 

  15. Habernal, I., Konopík, M.: SWSNL: Semantic Web Search Using Natural Language. Expert Syst. Appl. 40(9), 3649–3664 (2013)

    Article  Google Scholar 

  16. Hahn, R., Bizer, C., Sahnwaldt, C., Herta, C., Robinson, S., Bürgle, M., Düwiger, H., Scheel, U.: Faceted Wikipedia Search. In: Abramowicz, W., Tolksdorf, R. (eds.) BIS 2010. LNBIP, vol. 47, pp. 1–11. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  17. Smith, R.W.: Natural Language Interfaces. In: Brown, K. (ed.) Encyclopedia of Language & Linguistics, 2nd edn., pp. 496–503. Elsevier, Oxford (2006)

    Google Scholar 

  18. Grishman, R., Sundheim, B.: Message Understanding Conference-6: A Brief History, Stroudsburg, PA, USA, pp. 466–471 (1996)

    Google Scholar 

  19. Miller, G.A.: WordNet: A Lexical Database for English. Commun. ACM 38(11), 39–41 (1995)

    Article  Google Scholar 

  20. Moldovan, D., Harabagiu, S., Pasca, M., Mihalcea, R., Girju, R., Goodrum, R., Rus, V.: The Structure and Performance of an Open-domain Question Answering System. In: Proceedings of the 38th Annual Meeting on Association for Computational Linguistics, Stroudsburg, PA, USA, pp. 563–570 (2000)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mario Andrés Paredes-Valverde .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Paredes-Valverde, M.A., Noguera-Arnaldos, J.Á., Rodríguez-Enríquez, C.A., Valencia-García, R., Alor-Hernández, G. (2015). A Natural Language Interface to Ontology-Based Knowledge Bases. In: Omatu, S., et al. Distributed Computing and Artificial Intelligence, 12th International Conference. Advances in Intelligent Systems and Computing, vol 373. Springer, Cham. https://doi.org/10.1007/978-3-319-19638-1_1

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-19638-1_1

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-19637-4

  • Online ISBN: 978-3-319-19638-1

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics