When I right click on Eval.svc within Visual Studio 2012 and view in browser, I get the following -
Eval.svc
The type \'EvalServiceLibary.Eval\',
I had the same problem. Make sure you include assembly name in Factory property in your .svc file. Maybe you need to clean IIS cache if you had renamed project assembly name.
Factory
.svc