Before revision:  In this work, we analyse 17 network embedding methods on 7 real-world datasets and find , using a consistent evaluation pipeline,  only thin progress over the recent years.
After revision:  In this work, we analyse 17 network embedding methods on 7 real-world datasets and find , using a consistent evaluation pipeline, that only thin progress over the recent years.