Another dimension to sharing data-sets along with papers is that papers with data-sets attached get more citations http://www.plosone.org/article/info:doi%2F10.1371%2Fjournal....

Readers prefer papers with data-sets attached to them, because you can check the data and see how the conclusions of the paper stand up. That preference may be part of what drives the higher citation rates.