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 paper, we aim to shed light on the state-of-the-art of network embedding methods on 7 real-world datasets and find , using a consistent evaluation pipeline, only thin progress over the recent years.