Abstract
We propose a method for labelling prepositional phrases according to two different semantic role classifications, as contained in the Penn treebank and the CoNLL 2004 Semantic Role Labelling data set. Our results illustrate the difficulties in determining preposition semantics, but also demonstrate the potential for PP semantic role labelling to improve the performance of a holistic semantic role labelling system.
Keywords
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Marcus, M.P., Marcinkiewicz, M.A., Santorini, B.: Building a large annotated corpus of English: the Penn treebank. Computational Linguistics 19, 313–330 (1993)
O’Hara, T., Wiebe, J.: Preposition semantic classification via treebank and FrameNet. In: Proc. of the 7th Conference on Natural Language Learning (CoNLL-2003), Edmonton, Canada (2003)
Miller, G.A.: WordNet: a lexical database for English. Communications of the ACM 38, 39–41 (1995)
Berger, A.L., Pietra, V.J.D., Pietra, S.A.D.: A maximum entropy approach to natural language processing. Computational Linguistics 22, 39–71 (1996)
Carreras, X., Màrquez, L.: Introduction to the CoNLL-2004 shared task: Semantic role labeling. In: Proc. of the 8th Conference on Natural Language Learning (CoNLL-2004), Boston, USA, pp. 89–97 (2004)
Briscoe, T., Carroll, J.: Robust accurate statistical annotation of general text. In: Proc. of the 3rd International Conference on Language Resources and Evaluation (LREC 2002), Las Palmas, Canary Islands, pp. 1499–1504 (2002)
Hacioglu, K., Pradhan, S., Ward, W., Martin, J.H., Jurafsky, D.: Semantic role labeling by tagging syntactic chunks. In: Proc. of the 8th Conference on Natural Language Learning (CoNLL-2004), Boston, USA (2004)
Punyakanok, V., Roth, D., Yih, W.T., Zimak, D., Tu, Y.: Semantic role labeling via generalized inference over classifiers. In: Proc. of the 8th Conference on Natural Language Learning (CoNLL-2004), Boston, USA (2004)
Carreras, X., Màrquez, L., Chrupa, G.: Hierarchical recognition of propositional arguments with perceptrons. In: Proc. of the 8th Conference on Natural Language Learning (CoNLL-2004), Boston, USA (2004)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Ye, P., Baldwin, T. (2005). Semantic Role Labelling of Prepositional Phrases. In: Dale, R., Wong, KF., Su, J., Kwong, O.Y. (eds) Natural Language Processing – IJCNLP 2005. IJCNLP 2005. Lecture Notes in Computer Science(), vol 3651. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11562214_68
Download citation
DOI: https://doi.org/10.1007/11562214_68
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-29172-5
Online ISBN: 978-3-540-31724-1
eBook Packages: Computer ScienceComputer Science (R0)