OR-Library is a collection of test data sets for a variety of OR problems.
A full list of the test data sets available in OR-Library can be found here.
OR-Library does not have any test problems for stochastic programming.
However test problems are available here, here, here and here
The web site http://www.stoprog.org/ also contains links to test problems