Paper Info
Title
The Event and Implied Situation Ontology (ESO): Application and Evaluation.
Abstract
This paper presents the Event and Implied Situation Ontology (ESO), a manually constructed resource which formalizes the pre and post situations of events and the roles of the entities affected by an event. The ontology is built on top of existing resources such as WordNet, SUMO and FrameNet. The ontology is injected to the Predicate Matrix, a resource that integrates predicate and role information from amongst others FrameNet, VerbNet, PropBank, NomBank and WordNet. We illustrate how these resources are used on large document collections to detect information that otherwise would have remained implicit. The ontology is evaluated on two aspects: recall and precision based on a manually annotated corpus and secondly, on the quality of the knowledge inferred by the situation assertions in the ontology. Evaluation results on the quality of the system show that 50% of the events typed and enriched with ESO assertions are correct.
Year
Venue
Keywords
2016
LREC 2016 - TENTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION
Ontology,Semantic Role Labeling,Text Mining,Semantic Web
Field
DocType
Citations 
Ontology,On Language,Information retrieval,Computer science,Natural language processing,Artificial intelligence
Conference
1
PageRank 
References 
Authors
0.37
10
6
Name
Order
Citations
PageRank
Roxane Segers114811.05
Marco Rospocher240144.29
Piek Vossen338761.59
Egoitz Laparra413814.37
German Rigau51135121.03
Anne-Lyse Minard6478.53