Two things. 1) We would like to look at the labels themselves to know exactly who had the best algorithm for prediction.  We also wanted to see how far percent accuracy changes from validation to test data sets.

That said, 2) Two sites are particularly good in these matters.  http://kaggle.com/ and http://tunedit.org/ (the second may be easier to set up), if people wanted.