Foundations of statistical natural language processing
Foundations of statistical natural language processing
Knowledge representation: logical, philosophical and computational foundations
Knowledge representation: logical, philosophical and computational foundations
Modern Information Retrieval
Multiword Expressions: A Pain in the Neck for NLP
CICLing '02 Proceedings of the Third International Conference on Computational Linguistics and Intelligent Text Processing
Automatic word sense discrimination
Computational Linguistics - Special issue on word sense disambiguation
Automatic identification of non-compositional phrases
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Methods for the qualitative evaluation of lexical association measures
ACL '01 Proceedings of the 39th Annual Meeting on Association for Computational Linguistics
A statistical approach to the semantics of verb-particles
MWE '03 Proceedings of the ACL 2003 workshop on Multiword expressions: analysis, acquisition and treatment - Volume 18
An empirical model of multiword expression decomposability
MWE '03 Proceedings of the ACL 2003 workshop on Multiword expressions: analysis, acquisition and treatment - Volume 18
The Harmonic Mind: From Neural Computation to Optimality-Theoretic GrammarVolume I: Cognitive Architecture (Bradford Books)
Automatic identification of non-compositional multi-word expressions using latent semantic analysis
MWE '06 Proceedings of the Workshop on Multiword Expressions: Identifying and Exploiting Underlying Properties
Compositional matrix-space models of language
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
A regression model of adjective-noun compositionality in distributional semantics
GEMS '10 Proceedings of the 2010 Workshop on GEometrical Models of Natural Language Semantics
Computing semantic compositionality in distributional semantics
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Exemplar-based word-space model for compositionality detection: shared task system description
DiSCo '11 Proceedings of the Workshop on Distributional Semantics and Compositionality
An unsupervised ranking model for noun-noun compositionality
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
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In spite of the widespread usage of geometric models of meaning in computational linguistics and information retrieval research, they have been until recently mostly utilized for modeling lexical meaning. The ability to deal with concept combination, however, is the essential capacity of human language, and any semantic theory should be able to handle it. Making use of Word Space Models (Schütze 1998) and Random Indexing (Sahlgren 2005), we explore the hypothesis that compositional meaning can be captured in such models by adopting a number of mathematical operations for vector composition (summation, component product, tensor product and convolution) to model semantic composition in a multiword unit identification task.