526 citations · 3.7k across the 67 of their papers we have counts for
Showing 2014Show all
3 papers · 1 filter
cs.LG2014★ 3 cited
Conditional Random Field Autoencoders for Unsupervised Structured Prediction
Waleed Ammar, Chris Dyer, Noah A. Smith
We introduce a framework for unsupervised learning of structured predictors with overlapping, global features. Each input's latent representation is predicted conditional on the ob…
cs.LG2014★ 62 cited
Notes on Noise Contrastive Estimation and Negative Sampling
Chris Dyer
Estimating the parameters of probabilistic models of language such as maxent models and probabilistic neural models is computationally difficult since it involves evaluating partit…
cs.CL2014
Learning Word Representations with Hierarchical Sparse Coding
Dani Yogatama, Manaal Faruqui, Chris Dyer +1
We propose a new method for learning word representations using hierarchical regularization in sparse coding inspired by the linguistic study of word meanings. We show an efficient…