2011 · 21 citations · 12 references
ComputingComputer ScienceComputational LinguisticsNatural Language ProcessingText AnalyticsAnnotationCorpus AnnotationInformation ExtractionKnowledge AnnotationOpen DataWord Sense DisambiguationLinked DataOpen-access ResourcesText AnnotationWordnet-based Disambiguation
paper presents and evaluates two existing word sense disambiguation approaches which are adapted to annotate text with several popular Linked Open Data datasets. One of the algorithms is based on relationships between resources, while the other one takes advantage of resource definitions provided by the datasets. The aim is to test their applicability when annotating text with resources from WordNet, OpenCyc and DBpedia. The experiments expose several shortcomings related to the current approaches, which are mostly connected to overfitting the datasets. Based on the findings, we indicate future work directions regarding text annotation with Linked Open Data resources, which can bridge these shortcomings.
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Ted Pedersen, Siddharth Patwardhan, Jason Michelizzi · 2004 · 817 citations · Full text
Language Studies, Computer Science, Computational Linguistics +9
Personalizing PageRank for word sense disambiguation
Eneko Agirre, Aitor Soroa · 2009 · 535 citations · Full text