DBpedia is a Semantic Web project aiming to extract structured data from Wikipedia articles. Due to the increasing number of resources linked to it, DBpedia plays a central role in the Linked Open Data community. Currently, the information contained in DBpedia is mainly collected from Wikipedia infoboxes, a set of subject-attribute-value triples that represents a summary of the Wikipedia page. These infoboxes are manually compiled by the Wikipedia contributors, and in more than 50% of the Wikipedia articles the infobox is missing. In this article, we use the distant supervision paradigm to extract the missing information directly from the Wikipedia article, using a Relation Extraction tool trained on the information already present in DBpedia. We evaluate our system on a data set consisting of seven DBpedia properties, demonstrating the suitability of the approach in extending the DBpedia coverage.

Extending the Coverage of DBpedia Properties using Distant Supervision over Wikipedia / Palmero Aprosio, Alessio; Giuliano, Claudio; Lavelli, Alberto. - (2013). ( 1st International Workshop on NLP and DBpedia Sydney, Australia October 22, 2013).

Extending the Coverage of DBpedia Properties using Distant Supervision over Wikipedia

Palmero Aprosio, Alessio;Lavelli, Alberto
2013-01-01

Abstract

DBpedia is a Semantic Web project aiming to extract structured data from Wikipedia articles. Due to the increasing number of resources linked to it, DBpedia plays a central role in the Linked Open Data community. Currently, the information contained in DBpedia is mainly collected from Wikipedia infoboxes, a set of subject-attribute-value triples that represents a summary of the Wikipedia page. These infoboxes are manually compiled by the Wikipedia contributors, and in more than 50% of the Wikipedia articles the infobox is missing. In this article, we use the distant supervision paradigm to extract the missing information directly from the Wikipedia article, using a Relation Extraction tool trained on the information already present in DBpedia. We evaluate our system on a data set consisting of seven DBpedia properties, demonstrating the suitability of the approach in extending the DBpedia coverage.
2013
Proceedings of 1st International Workshop on NLP and DBpedia
Sydney, Australia
CEUR-WS
Palmero Aprosio, Alessio; Giuliano, Claudio; Lavelli, Alberto
Extending the Coverage of DBpedia Properties using Distant Supervision over Wikipedia / Palmero Aprosio, Alessio; Giuliano, Claudio; Lavelli, Alberto. - (2013). ( 1st International Workshop on NLP and DBpedia Sydney, Australia October 22, 2013).
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/454163
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