37 citations · 64 across the 6 of their papers we have counts for
3 papers · 1 filter
On the accuracy of self-normalized log-linear models
Jacob Andreas, Maxim Rabinovich, Dan Klein +1
Calculation of the log-normalizer is a major computational obstacle in applications of log-linear models with large output spaces. The problem of fast normalizer computation has th…
Variational consensus Monte Carlo
Maxim Rabinovich, Elaine Angelino, Michael I. Jordan
Practitioners of Bayesian statistics have long depended on Markov chain Monte Carlo (MCMC) to obtain samples from intractable posterior distributions. Unfortunately, MCMC algorithm…
Online Inference for Relation Extraction with a Reduced Feature Set
Maxim Rabinovich, Cédric Archambeau
Access to web-scale corpora is gradually bringing robust automatic knowledge base creation and extension within reach. To exploit these large unannotated---and extremely difficult…