This network has gone under the confusing name CNN as it is a neural network framework implemented in C++
It recently changed name, which I believe prompts this submission.
It has powered a number of NLP research papers and projects.
It has some really interesting features in terms of how data can flow through the graph, as you can dynamically restructure the graph for each datapoint. I assume that is why they've gone with dynet.