2005 · 13 citations · 8 references
ComputingComputer ScienceComputational LinguisticsMachine LearningNatural Language ProcessingLanguage ModelingNatural Language UnderstandingParsingSemantic Role LabelingSemantic RolesSupport Vector MachinesRole LabelsSemantic Role AnalysisSemantic Role AnnotationSemantic Role Labeling EvaluationWord Representation Learning
In this paper, we describe our systems for the CoNLL-2005 shared task. The aim of the task is semantic role labeling using a machine-learning algorithm. We apply the Support Vector Machines to the task. We added new features based on full parses and manually categorized words. We also report on system performance and what effect the newly added features had.
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Introduction to the CoNLL-2005 shared task
Xavier Carreras, Lluı́s Màrquez · 2005 · 649 citations · Full text
Chunking with support vector machines
Taku Kudo, Yūji Matsumoto · 2001 · 533 citations
Computing, Computer Science, English +14
Text Chunking using Transformation-Based Learning
Lance Ramshaw, Mitchell P. Marcus · ArXiv.org · 1995 · 474 citations · Full text
Erik F. Tjong Kim Sang, Jorn Veenstra · 1999 · 459 citations · Full text