127 citations · 139 across the 4 of their papers we have counts for
4 papers
Representing Sentences as Low-Rank Subspaces
Jiaqi Mu, Suma Bhat, Pramod Viswanath
Sentences are important semantic units of natural language. A generic, distributional representation of sentences that can capture the latent semantics is beneficial to multiple do…
Prepositions in Context
Hongyu Gong, Jiaqi Mu, Suma Bhat +1
Prepositions are highly polysemous, and their variegated senses encode significant semantic information. In this paper we match each preposition's complement and attachment and the…
All-but-the-Top: Simple and Effective Postprocessing for Word Representations
Jiaqi Mu, Suma Bhat, Pramod Viswanath
Real-valued word representations have transformed NLP applications; popular examples are word2vec and GloVe, recognized for their ability to capture linguistic regularities. In thi…
Geometry of Polysemy
Jiaqi Mu, Suma Bhat, Pramod Viswanath
Vector representations of words have heralded a transformational approach to classical problems in NLP; the most popular example is word2vec. However, a single vector does not suff…