526 citations · 3.7k across the 67 of their papers we have counts for
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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…