2017 · 12 citations · 20 references
ComputingComputer ScienceData ScienceComputational LinguisticsNatural Language ProcessingText AnalyticsLanguage ModelingLexical RelationsSemantic NetworksText Similarity AnalysisWord EmbeddingsWord Sense DisambiguationCosine SimilarityFeature-based SimilarityLow-dimensional EmbeddingsText Similarity FeaturesWord Representation Learning
This paper looks at the task of predicting word association strengths across three datasets; WordNet Evocation We achieve results of r = 0.357 and = 0.379, r = 0.344 and = 0.300, an = 0.292 and = 0.363, respectively. We find Word2Vec Furthermore, we examine the usefulness of Gaussian embeddings
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Adam: A Method for Stochastic Optimization
Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text
Distributed Representations of Words and Phrases and their Compositionality
Tomáš Mikolov, Ilya Sutskever, Kai Chen et al. · arXiv (Cornell University) · 2013 · 18.1K citations · Full text
Distributed Representations of Sentences and Documents
Quoc V. Le, Tomáš Mikolov · arXiv (Cornell University) · 2014 · 5.1K citations · Full text