3 citations · 3 across the 1 of their papers we have counts for
2 papers
cs.CL2019★ 3 cited
A Critique of the Smooth Inverse Frequency Sentence Embeddings
Aidana Karipbayeva, Alena Sorokina, Zhenisbek Assylbekov
We critically review the smooth inverse frequency sentence embedding method of Arora, Liang, and Ma (2017), and show inconsistencies in its setup, derivation, and evaluation.
cs.CL2019
Low-Rank Approximation of Matrices for PMI-based Word Embeddings
Alena Sorokina, Aidana Karipbayeva, Zhenisbek Assylbekov
We perform an empirical evaluation of several methods of low-rank approximation in the problem of obtaining PMI-based word embeddings. All word vectors were trained on parts of a l…