Distributed Latent Variable Models of Lexical Co-occurrences.
John C. Blitzer, Amir Globerson, Fernando M. B. Pereira · 2005
Low-dimensional representations for lexical co-occurrence data have become increasingly important in alleviating the sparse data problem inherent in natural language processing tasks. This work presents a distributed latent variable model for inducing these low-dimensional representations. The model takes