A generative model is a mathematical formulation that generates a sample similar to real data. Many such models have been proposed using machine learning methods,…
Machine learning
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For mathematical models of language, their potential, limitations, and ways of improvement are investigated in terms of whether they reproduce the complex properties of language….
State-of-the-art word embedding methods represent a word with a single vector and presume a linear vector space, which does not easily incorporate nonlinearity that is…