Results 1 to 10 of about 265 (65)
Unsupervised image translation with distributional semantics awareness
Computational Visual Media, 2023 Unsupervised image translation (UIT) studies the mapping between two image domains. Since such mappings are under-constrained, existing research has pursued various desirable properties such as distributional matching or two-way consistency.
Tianjia Shao, Zhexi Peng
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Compositional Distributional Semantics with Syntactic Dependencies and Selectional Preferences
Applied Sciences (Switzerland), 2021 This article describes a compositional model based on syntactic dependencies which has been designed to build contextualized word vectors, by following linguistic principles related to the concept of selectional preferences.
Pablo Gamallo, Gamallo Pablo
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Mapping Distributional Semantics to Property Norms with Deep Neural Networks
Big Data and Cognitive Computing, 2019 Word embeddings have been very successful in many natural language processing tasks, but they characterize the meaning of a word/concept by uninterpretable “context signatures”.
Douglas Summers-Stay +1 more
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Frontiers in Psychology, 2019 In this paper, we present a novel context-dependent approach to modeling word meaning, and apply it to the modeling of metaphor. In distributional semantic approaches, words are represented as points in a high dimensional space generated from co ...
Kathleen Agres +2 more
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Information Theory–based Compositional Distributional Semantics
Computational Linguistics, 2022 In the context of text representation, Compositional Distributional Semantics models aim to fuse the Distributional Hypothesis and the Principle of Compositionality.
Enrique Amigó +3 more
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Coordination in Categorical Compositional Distributional Semantics [PDF]
Electronic Proceedings in Theoretical Computer Science, 2016 An open problem with categorical compositional distributional semantics is the representation of words that are considered semantically vacuous from a distributional perspective, such as determiners, prepositions, relative pronouns or coordinators.
Dimitri Kartsaklis
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Toward an Integrative Approach for Making Sense Distinctions
Frontiers in Artificial Intelligence, 2022 Word senses are the fundamental unit of description in lexicography, yet it is rarely the case that different dictionaries reach any agreement on the number and definition of senses in a language.
John P. McCrae +4 more
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Quantifier Scope in Categorical Compositional Distributional Semantics [PDF]
Electronic Proceedings in Theoretical Computer Science, 2016 In previous work with J. Hedges, we formalised a generalised quantifiers theory of natural language in categorical compositional distributional semantics with the help of bialgebras.
Mehrnoosh Sadrzadeh
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A Corpus-based Toy Model for DisCoCat [PDF]
Electronic Proceedings in Theoretical Computer Science, 2016 The categorical compositional distributional (DisCoCat) model of meaning rigorously connects distributional semantics and pregroup grammars, and has found a variety of applications in computational linguistics.
Stefano Gogioso
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A Special Issue on Statistical and Logical Models of Meaning
Journal of Language Modelling, 2019 In this special issue we collect five papers derived from the workshop on Statistical and Logical Models of Meaning (SaLMoM) celebrated 11th–15th July 2016 as part of the North American Summer School in Logic, Language and Information at Rutgers ...
Mehrnoosh Sadrzadeh, Glyn Morrill
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