2009 · 497 citations · 24 references
Language StudiesComputer ScienceLinguisticsComputational LinguisticsNatural Language ProcessingSemanticsAnnotationGrammatical RelationsInformation ExtractionLanguage ModelingLexical RelationsRelation ExtractionMulti-relation ExtractionRelation ClassificationRelation Extraction EvaluationSemantic Relation ExtractionSemantic Relations ExtractionSynonymy Extraction
We present a brief overview of the main challenges in the extraction of semantic relations from English text, and discuss the shortcomings of previous data sets and shared tasks. This leads us to introduce a new task, which will be part of SemEval-2010: multi-way classification of mutually exclusive semantic relations between pairs of common nominals. The task is designed to compare different approaches to the problem and to provide a standard testbed for future research, which can benefit many applications in Natural Language Processing.
24
Automatic acquisition of hyponyms from large text corpora
Marti A. Hearst · 1992 · 3.3K citations · Full text
Automatic Labeling of Semantic Roles
Daniel Gildea, Daniel Jurafsky · Computational Linguistics · 2002 · 1.6K citations · Full text
Charles J. Fillmore · International Journal of Lexicography · 2003 · 860 citations · Full text
Overview of BioNLP'09 shared task on event extraction
Jin-Dong Kim, Tomoko Ohta, Sampo Pyysalo et al. · 2009 · 598 citations