Distributional semantics

Known as: Distribution, Distributional hypothesis 
Distributional semantics is a research area that develops and studies theories and methods for quantifying and categorizing semantic similarities… (More)
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Highly Cited
2014
Highly Cited
2014
Distributional semantic models derive computational representations of word meaning from the patterns of co-occurrence of words… (More)
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Highly Cited
2014
Highly Cited
2014
The lexicon of any natural language encodes a huge number of distinct word meanings. Just to understand this article, you will… (More)
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Highly Cited
2013
Highly Cited
2013
We present a model for compositional distributional semantics related to the framework of Coecke et al. (2010), and emulating… (More)
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Highly Cited
2013
Highly Cited
2013
The openly available biomedical literature contains over 5 billion words in publication abstracts and full texts. Recent advances… (More)
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Highly Cited
2013
Highly Cited
2013
This paper introduces distributional semantic similarity methods for automatically measuring the coherence of a set of words… (More)
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Highly Cited
2012
Highly Cited
2012
Extracting concepts (such as drugs, symptoms, and diagnoses) from clinical narratives constitutes a basic enabling technology to… (More)
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Highly Cited
2012
Highly Cited
2012
Our research aims at building computational models of word meaning that are perceptually grounded. Using computer vision… (More)
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Highly Cited
2010
Highly Cited
2010
In distributional semantics studies, there is a growing attention in compositionally determining the distributional meaning of… (More)
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Highly Cited
2010
Highly Cited
2010
In this paper we explore the computational modelling of compositionality in distributional models of semantics. In particular, we… (More)
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Highly Cited
2009
Highly Cited
2009
The hypothesis that word co-occurrence statistics extracted from text corpora can provide a basis for semantic representations… (More)
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