Classification of semantic relations between nominals

Roxana Girju, Preslav Nakov, Vivi Nastase, Stan Szpakowicz, Peter Turney, Deniz Yuret

Research output: Contribution to journalArticle

34 Citations (Scopus)

Abstract

The NLP community has shown a renewed interest in deeper semantic analyses, among them automatic recognition of semantic relations in text. We present the development and evaluation of a semantic analysis task: automatic recognition of relations between pairs of nominals in a sentence. The task was part of SemEval-2007, the fourth edition of the semantic evaluation event previously known as SensEval. Apart from the observations we have made, the long-lasting effect of this task may be a framework for comparing approaches to the task. We introduce the problem of recognizing relations between nominals, and in particular the process of drafting and refining the definitions of the semantic relations. We show how we created the training and test data, list and briefly describe the 15 participating systems, discuss the results, and conclude with the lessons learned in the course of this exercise.

Original languageEnglish
Pages (from-to)105-121
Number of pages17
JournalLanguage Resources and Evaluation
Volume43
Issue number2
DOIs
Publication statusPublished - 1 Jun 2009
Externally publishedYes

Fingerprint

semantics
evaluation
edition
Evaluation
Nominals
Semantic Relations
event
community
Exercise
Natural Language Processing
Semantic Analysis

Keywords

  • Classification
  • Nominals
  • Semantic relations
  • SemEval

ASJC Scopus subject areas

  • Linguistics and Language
  • Library and Information Sciences

Cite this

Girju, R., Nakov, P., Nastase, V., Szpakowicz, S., Turney, P., & Yuret, D. (2009). Classification of semantic relations between nominals. Language Resources and Evaluation, 43(2), 105-121. https://doi.org/10.1007/s10579-009-9083-2

Classification of semantic relations between nominals. / Girju, Roxana; Nakov, Preslav; Nastase, Vivi; Szpakowicz, Stan; Turney, Peter; Yuret, Deniz.

In: Language Resources and Evaluation, Vol. 43, No. 2, 01.06.2009, p. 105-121.

Research output: Contribution to journalArticle

Girju, R, Nakov, P, Nastase, V, Szpakowicz, S, Turney, P & Yuret, D 2009, 'Classification of semantic relations between nominals', Language Resources and Evaluation, vol. 43, no. 2, pp. 105-121. https://doi.org/10.1007/s10579-009-9083-2
Girju, Roxana ; Nakov, Preslav ; Nastase, Vivi ; Szpakowicz, Stan ; Turney, Peter ; Yuret, Deniz. / Classification of semantic relations between nominals. In: Language Resources and Evaluation. 2009 ; Vol. 43, No. 2. pp. 105-121.
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