The reasons that I had for implementing the paper (things that I loved about the paper):

1. Compared to other structural node embedding techniques it is fast.

2. It was easy to build it on high performance implicit factorization packages (e.g. gensim).

3. The structural features are learned from motifs.

4. Structural properties of neighbors are also included.

5. The paper has some theoretical aesthetics.