[1] https://www.comp.nus.edu.sg/~yuhf/yuh-sybillimit.pdf
[2] http://www.internetsociety.org/sites/default/files/dane.pdf
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EDIT: Wow, I've read that paper you linked to. So they use the data-set from SNAP like Facebook A and Facebook B.
But, if I understand correctly, these data-sets were formed by combining "egonets", which means they took a set of people and a small ball around them, and put all those balls in the graph. That explains the horrendous eigenvalues.