I'm not sure what statistical test to use in the following situation:

I have three different algorithms producing regressions for an observation. 

I now want to know, which of the algorithm yields the best prediction for the true values, i.e. which algorithms output correlates best to the observation. Specifically: is one of the algorithms significantly better than the others?