The theory of semirings with applications in mathematics and theoretical computer science
The theory of semirings with applications in mathematics and theoretical computer science
A vector space model for automatic indexing
Communications of the ACM
Conceptual Spaces: The Geometry of Thought
Conceptual Spaces: The Geometry of Thought
Explorations in Automatic Thesaurus Discovery
Explorations in Automatic Thesaurus Discovery
Introduction To Automata Theory, Languages, And Computation
Introduction To Automata Theory, Languages, And Computation
Group Theory and Computational Linguistics
Journal of Logic, Language and Information
Advances in Neural Information Processing Systems 5, [NIPS Conference]
An Efficient Relevant Evaluation Model in Information Retrieval and Its Application
CIT '04 Proceedings of the The Fourth International Conference on Computer and Information Technology
Dependency-Based Construction of Semantic Space Models
Computational Linguistics
Learning optimal ranking with tensor factorization for tag recommendation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
In Search of Semantic Compositionality in Vector Spaces
ICCS '09 Proceedings of the 17th International Conference on Conceptual Structures: Conceptual Structures: Leveraging Semantic Technologies
Towards a matrix-based distributional model of meaning
HLT-SRWS '10 Proceedings of the NAACL HLT 2010 Student Research Workshop
Holographic reduced representations
IEEE Transactions on Neural Networks
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Compositional expectation: a purely distributional model of compositional semantics
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Structured composition of semantic vectors
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Introducing scalable quantum approaches in language representation
QI'11 Proceedings of the 5th international conference on Quantum interaction
A context-theoretic framework for compositionality in distributional semantics
Computational Linguistics
Compositional matrix-space models for sentiment analysis
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Exploring supervised lda models for assigning attributes to adjective-noun phrases
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Probabilistic models of similarity in syntactic context
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Evaluating distributional models of semantics for syntactically invariant inference
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Semantic compositionality through recursive matrix-vector spaces
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Statistical metaphor processing
Computational Linguistics
Representing objects, relations, and sequences
Neural Computation
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We propose CMSMs, a novel type of generic compositional models for syntactic and semantic aspects of natural language, based on matrix multiplication. We argue for the structural and cognitive plausibility of this model and show that it is able to cover and combine various common compositional NLP approaches ranging from statistical word space models to symbolic grammar formalisms.