16 citations · 19 across the 7 of their papers we have counts for
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cs.CL2016
Matrix Factorization using Window Sampling and Negative Sampling for Improved Word Representations
Alexandre Salle, Marco Idiart, Aline Villavicencio
In this paper, we propose LexVec, a new method for generating distributed word representations that uses low-rank, weighted factorization of the Positive Point-wise Mutual Informat…
cs.CL2016★ 16 cited
Enhancing the LexVec Distributed Word Representation Model Using Positional Contexts and External Memory
Alexandre Salle, Marco Idiart, Aline Villavicencio
In this paper we take a state-of-the-art model for distributed word representation that explicitly factorizes the positive pointwise mutual information (PPMI) matrix using window s…