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 also had same problem. Purposely my build output path was "..\bin" and it works for me when I set the build output path as "\bin".