Incorporating information extraction in the relational database model

Yoav Nahshon, Liat Peterfreund, Stijn Vansummeren

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

7 Scopus citations

Abstract

Modern information extraction pipelines are typically constructed by (1) loading textual data from a database into a special-purpose application, (2) applying a myriad of text-analytics functions to the text, which produce a structured relational table, and (3) storing this table in a database. Obviously, this approach can lead to laborious development processes, complex and tangled programs, and inefficient control flows. Towards solving these deficiencies, we embark on an effort to lay the foundations of a new generation of text-centric database management systems. Concretely, we extend the relational model by incorporating into it the theory of document spanners which provides the means and methods for the model to engage the Information Extraction (IE) tasks. This extended model, called Spannerlog, provides a novel declarative method for defining and manipulating textual data, which makes possible the automation of the typical work method described above. In addition to formally defining Spannerlog and illustrating its usefulness for IE tasks, we also report on initial results concerning its expressive power.

Original languageEnglish
Title of host publicationProceedings of the 19th International Workshop on Web and Databases, WebDB 2016
PublisherAssociation for Computing Machinery, Inc
ISBN (Electronic)9781450343107
DOIs
StatePublished - 26 Jun 2016
Externally publishedYes
Event19th International Workshop on Web and Databases, WebDB 2016 - San Francisco, United States
Duration: 26 Jun 20161 Jul 2016

Publication series

NameProceedings of the 19th International Workshop on Web and Databases, WebDB 2016

Conference

Conference19th International Workshop on Web and Databases, WebDB 2016
Country/TerritoryUnited States
CitySan Francisco
Period26/06/161/07/16

Bibliographical note

Publisher Copyright:
© 2016 ACM.

Keywords

  • Datalog
  • Information extraction
  • Relational model
  • Spanners

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