An Empirical Study on Compositionality in Compound Nouns
作者： Diana McCarthy , Suresh Manandhar , Siva Reddy
DOI:
关键词: Artificial intelligence 、 Relation (database) 、 Natural language processing 、 Phrase 、 Principle of compositionality 、 Noun 、 Multiplicative function 、 Additive model 、 Range (mathematics) 、 Function (mathematics) 、 Computer science
摘要: A multiword is compositional if its meaning can be expressed in terms of the constituents. In this paper, we collect and analyse compositionality judgments for a range compound nouns using Mechanical Turk. Unlike existing datasets, our dataset has on contribution constituent words as well phrase whole. We use to study relation between at level that whole phrase. then evaluate two different types distributional models detection – based composition function models. Both show competitive performance though perform slightly better. both types, additive better than their multiplicative counterparts.
aclweb.org参考文章(24)
Emiliano Guevara, Computing semantic compositionality in distributional semantics IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics. pp. 135- 144 ,(2011)
Daniel Jurafsky, Patrick Schone, Is Knowledge-Free Induction of Multiword Unit Dictionary Headwords a Solved Problem? empirical methods in natural language processing. ,(2001)
Aravind Joshi, Sriram Venkatapathy, Diana McCarthy, Detecting Compositionality of Verb-Object Combinations using Selectional Preferences empirical methods in natural language processing. pp. 369- 379 ,(2007)
Ivan A. Sag, Timothy Baldwin, Francis Bond, Ann Copestake, Dan Flickinger, Multiword Expressions: A Pain in the Neck for NLP international conference on computational linguistics. pp. 1- 15 ,(2002) , 10.1007/3-540-45715-1_1
Ted Pedersen, Identifying collocations to measure compositionality: shared task system description DiSCo '11 Proceedings of the Workshop on Distributional Semantics and Compositionality. pp. 33- 37 ,(2011)
Eugenie Giesbrecht, In Search of Semantic Compositionality in Vector Spaces international conference on conceptual structures. pp. 173- 184 ,(2009) , 10.1007/978-3-642-03079-6_14
Magnus Sahlgren, The Word-Space Model : Using distributional analysis to represent syntagmatic and paradigmatic relations between words in high-dimensional vector spaces Univ. Stockholm. ,(2006)
Chris Biemann, Eugenie Giesbrecht, Distributional semantics and compositionality 2011: shared task description and results DiSCo '11 Proceedings of the Workshop on Distributional Semantics and Compositionality. pp. 21- 28 ,(2011)
Rion Snow, Brendan O'Connor, Daniel Jurafsky, Andrew Y. Ng, Cheap and fast---but is it good? Proceedings of the Conference on Empirical Methods in Natural Language Processing - EMNLP '08. pp. 254- 263 ,(2008) , 10.3115/1613715.1613751
Sriram Venkatapathy, Aravind K. Joshi, Measuring the relative compositionality of verb-noun (V-N) collocations by integrating features Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing - HLT '05. pp. 899- 906 ,(2005) , 10.3115/1220575.1220688