AskNow: A Framework for Natural Language Query Formalization in SPARQL View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2016

AUTHORS

Mohnish Dubey , Sourish Dasgupta , Ankit Sharma , Konrad Höffner , Jens Lehmann

ABSTRACT

Natural Language Query Formalization involves semantically parsing queries in natural language and translating them into their corresponding formal representations. It is a key component for developing question-answering (QA) systems on RDF data. The chosen formal representation language in this case is often SPARQL. In this paper, we propose a framework, called AskNow, where users can pose queries in English to a target RDF knowledge base (e.g. DBpedia), which are first normalized into an intermediary canonical syntactic form, called Normalized Query Structure (NQS), and then translated into SPARQL queries. NQS facilitates the identification of the desire (or expected output information) and the user-provided input information, and establishing their mutual semantic relationship. At the same time, it is sufficiently adaptive to query paraphrasing. We have empirically evaluated the framework with respect to the syntactic robustness of NQS and semantic accuracy of the SPARQL translator on standard benchmark datasets. More... »

PAGES

300-316

References to SciGraph publications

  • 2014. Answering Natural Language Questions via Phrasal Semantic Parsing in NATURAL LANGUAGE PROCESSING AND CHINESE COMPUTING
  • 2007. DBpedia: A Nucleus for a Web of Open Data in THE SEMANTIC WEB
  • 2011. AutoSPARQL: Let Users Query Your Knowledge Base in THE SEMANTIC WEB: RESEARCH AND APPLICATIONS
  • 2013. Multilingual Question Answering over Linked Data (QALD-3): Lab Overview in INFORMATION ACCESS EVALUATION. MULTILINGUALITY, MULTIMODALITY, AND VISUALIZATION
  • 2012. FREyA: An Interactive Way of Querying Linked Data Using Natural Language in THE SEMANTIC WEB: ESWC 2011 WORKSHOPS
  • 2007. How Useful Are Natural Language Interfaces to the Semantic Web for Casual End-Users? in THE SEMANTIC WEB
  • 2006. Semantics and Complexity of SPARQL in THE SEMANTIC WEB - ISWC 2006
  • Book

    TITLE

    The Semantic Web. Latest Advances and New Domains

    ISBN

    978-3-319-34128-6
    978-3-319-34129-3

    From Grant

    Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1007/978-3-319-34129-3_19

    DOI

    http://dx.doi.org/10.1007/978-3-319-34129-3_19

    DIMENSIONS

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