In the supervised setting, neural network models have demonstrated substantial improvement over approaches using hand-crafted features.
piecewise convolutional neural networks (PCNN, Zeng et al., 2015) are now widely used as a basis for other improvements, such as the instance-level selective attention mechanism of Lin et al.