2006 · 302 citations · 15 references
ComputingComputer ScienceComputational LinguisticsMachine LearningNatural Language ProcessingDecision TreesKernel MethodsLanguage ModelsNatural Language UnderstandingSupport Vector MachinesText MiningAccuracyArgument ClassificationLinear ComplexityPredicate ClassificationSimple AlgorithmText Classification
In recent years tree kernels have been proposed for the automatic learning of natural language applications. Unfortunately, they show (a) an inherent super linear complexity and (b) a lower accuracy than traditional attribute/value methods.
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Making Large-Scale SVM Learning Practical
Thorsten Joachims · Technical reports · 2006 · 4.3K citations · Full text
Automatic Labeling of Semantic Roles
Daniel Gildea, Daniel Jurafsky · Computational Linguistics · 2002 · 1.6K citations · Full text
Dependency tree kernels for relation extraction
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Question classification using support vector machines
Dell Zhang, Wee Sun Lee · 2003 · 585 citations
Paul Kingsbury, Martha Palmer · 2002 · 539 citations · Full text