
Semantics and Syntaxrelated Subvectors in the Skipgram Embeddings
We show that the skipgram embedding of any word can be decomposed into ...
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Dimension reduction as an optimization problem over a set of generalized functions
Classical dimension reduction problem can be loosely formulated as a pro...
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Context Vectors are Reflections of Word Vectors in Half the Dimensions
This paper takes a step towards theoretical analysis of the relationship...
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Fourier Neural Networks: A Comparative Study
We review neural network architectures which were motivated by Fourier s...
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Fourier analysis perspective for sufficient dimension reduction problem
A theory of sufficient dimension reduction (SDR) is developed from an op...
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Reusing Weights in Subwordaware Neural Language Models
We propose several ways of reusing subword embeddings and other weights ...
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Patterns versus Characters in Subwordaware Neural Language Modeling
Words in some natural languages can have a composite structure. Elements...
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Searching for an algebra on CSP solutions
The Constraint Satisfaction Problem (CSP) is a problem of computing a ho...
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Syllableaware Neural Language Models: A Failure to Beat Characteraware Ones
Syllabification does not seem to improve wordlevel RNN language modelin...
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Rustem Takhanov
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