Given a training corpus with hand-annotated sentiment polarity labels, following Kim (2014), we train a deep convolutional neural network (CNN) on it.
instead of using it as a classifier, as Kim did, we use the values from its hidden layer as features for a much more advanced classifier, which gives superior accuracy.