Content Selection From Semantic Web Data

So far, there has been little success in Natural Language Generation in coming up with general models of the content selection process. Nonetheless, there has been some work on content selection that employ Machine learning or heuristic search. On the other side, there is a clear tendency in NLG towards the use of resources encoded in standard Semantic Web representation formats. For these reasons, we believe that time has come to propose an initial challenge on content selection from Semantic Web data. In this paper, we briefly outline the idea and plan for the execution of this task.

[1]  Ion Androutsopoulos,et al.  Generating Multilingual Personalized Descriptions from OWL Ontologies on the Semantic Web : the NaturalOWL System ∗ , 2007 .

[2]  Nikiforos Karamanis,et al.  Investigating Content Selection for Language Generation using Machine Learning , 2009, ENLG.

[3]  Kristiina Jokinen,et al.  Generating Responses and Explanations from RDF/XML and DAML+OIL , 2003 .

[4]  Mirella Lapata,et al.  Collective Content Selection for Concept-to-Text Generation , 2005, HLT.

[5]  C. Mellish,et al.  ILEX: an architecture for a dynamic hypertext generation system , 2001, Natural Language Engineering.

[6]  Jeff Z. Pan,et al.  Natural language directed inference from ontologies , 2008, Artif. Intell..

[7]  Wei Zhang,et al.  Semantic Network Language Generation based on a Semantic Networks Serialization Grammar , 2010, World Wide Web.

[8]  Kathleen McKeown,et al.  Statistical Acquisition of Content Selection Rules for Natural Language Generation , 2003, EMNLP.

[9]  Ion Androutsopoulos,et al.  Generating Multilingual Descriptions from Linguistically Annotated OWL Ontologies: the NaturalOWL System , 2007, ENLG.

[10]  Marilyn A. Walker,et al.  Learning Content Selection Rules for Generating Object Descriptions in Dialogue , 2005, J. Artif. Intell. Res..

[11]  Kathleen F. McCoy,et al.  A Discourse-Aware Graph-Based Content-Selection Framework , 2010, INLG.

[12]  Leo Wanner,et al.  Content selection from an ontology-based knowledge base for the generation of football summaries , 2011, ENLG.

[13]  Richard Power,et al.  Expressing OWL axioms by English sentences: dubious in theory, feasible in practice , 2010, COLING.

[14]  Chris Mellish,et al.  ILEX: an architecture for a dynamic hypertext generation system , 2001, Nat. Lang. Eng..

[15]  Kalina Bontcheva,et al.  Automatic Report Generation from Ontologies: The MIAKT Approach , 2004, NLDB.

[16]  Tim Berners-Lee,et al.  Linked Data - The Story So Far , 2009, Int. J. Semantic Web Inf. Syst..

[17]  Dana Dannélls,et al.  Multilingual online generation from semantic web ontologies , 2012, WWW.