8 citations · 9 across the 3 of their papers we have counts for
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cs.CL2016★ 1 cited
PMI Matrix Approximations with Applications to Neural Language Modeling
Oren Melamud, Ido Dagan, Jacob Goldberger
The negative sampling (NEG) objective function, used in word2vec, is a simplification of the Noise Contrastive Estimation (NCE) method. NEG was found to be highly effective in lear…
cs.CL2016
The Role of Context Types and Dimensionality in Learning Word Embeddings
Oren Melamud, David McClosky, Siddharth Patwardhan +1
We provide the first extensive evaluation of how using different types of context to learn skip-gram word embeddings affects performance on a wide range of intrinsic and extrinsic…