A good (but technical) overview of complex networks literature (PDF). If you do pick it up, just glance through “III. Properties of networks”. It gives a good sense of what little we know of real-world networks.
Complex networks literature overview
I recommend this technical overview of complex networks literature, especially the section on network properties. It offers a grounded perspective on the limited current understanding of real-world network structures and their underlying statistical characteristics.