Board Thread:Skyrim/@comment-112.210.97.129-20130417182822/@comment-6881629-20130418094046

I can definitely say you can only change the bonus if Paarthurnax is alive, i would imagine you would keep the bonus if you killed him but i've never killed him in any playthough so i don't know for certain.