In addition, downsampling with stride 2 essentially doubles the effective coverage (i.e., coverage in the original document) of the convolution kernel; therefore, after going through downsampling L times, associations among words within a distance in the order of 2 L can be represented.
deep pyramid CNN is computationally efficient for representing long-range associations and so more global information.