Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study.

Aditya Siddhant Zachary C. Lipton

Published in: EMNLP (2018)

Keyphrases

empirical studies
active learning
natural language processing
experimental design
machine learning
empirical analysis
real world data sets
crowd sourced
computational linguistics
real world
natural language

real life
text mining
belief nets
learning strategies
selective sampling
information extraction
knowledge representation
maximum likelihood
computational biology
small scale
posterior probability

music emotion classification
semantic analysis
posterior distribution
artificial intelligence
labeled data
wordnet
semi supervised
machine translation
relevance feedback
markov random field
data sets

e learning
systematic review
feature engineering
bayesian learning
supervised learning
text summarization
training examples
conditional random fields
random sampling
named entities
free text