What is your model supposed to learn?
Is it just a simple linear mapping of the form f(x) = w*x+b without any hidden layers or are you using multiple layers?
Could you post the value ranges of the input and output?
Maybe your model just didn’t finish to learn the scaling.
Normalizing the output might help, but let’s first see, what you are dealing with.