Measuring Transitivity Using Untrained Annotators

作者: Jordan Boyd-Graber , Philip Resnik , Nitin Madnani

DOI:

关键词: Natural language processingLexical semanticsComputer sciencePragmaticsSentenceSchema (psychology)Artificial intelligenceTransitive relationSyntax

摘要: Hopper and Thompson (1980) defined a multi-axis theory of transitivity that goes beyond simple syntactic captures how much "action" takes place in sentence. Detecting these features requires deep understanding lexical semantics real-world pragmatics. We propose two general approaches for creating corpus sentences labeled with respect to the Hopper-Thompson schema using Amazon Mechanical Turk. Both assume no existing resources incorporate all necessary annotation into single system; this is done allow future generalization other languages. The first task attempts use language-neutral videos elicit human-composed specified attributes. second uses an iterative process label actors objects then annotate sentences' transitivity. examine success techniques perform preliminary classification held-out data.

参考文章(7)
George A. Miller, Nouns in WordNet: A Lexical Inheritance System International Journal of Lexicography. ,vol. 3, pp. 245- 264 ,(1990) , 10.1093/IJL/3.4.245
Paul J. Hopper, Sandra A. Thompson, Transitivity in Grammar and Discourse Language. ,vol. 56, pp. 251- 299 ,(1980) , 10.1353/LAN.1980.0017
Xiaojuan Ma, Perry R. Cook, How well do visual verbs work in daily communication for young and old adults human factors in computing systems. pp. 361- 364 ,(2009) , 10.1145/1518701.1518759
Stephan Greene, Philip Resnik, More than Words: Syntactic Packaging and Implicit Sentiment north american chapter of the association for computational linguistics. pp. 503- 511 ,(2009) , 10.3115/1620754.1620827
Dan Klein, Christopher D. Manning, Accurate unlexicalized parsing Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - ACL '03. pp. 423- 430 ,(2003) , 10.3115/1075096.1075150
M.F. Porter, An algorithm for suffix stripping Program: Electronic Library and Information Systems. ,vol. 40, pp. 313- 316 ,(1997) , 10.1108/EB046814
Mark Hall, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, Ian H. Witten, The WEKA data mining software ACM SIGKDD Explorations Newsletter. ,vol. 11, pp. 10- 18 ,(2009) , 10.1145/1656274.1656278