As of Fedora 17 I am using KDE and so am somewhat new to some of the default applications. The default text editor seems to be kwrite and although there is an option for spell checking , there was no dictionary enabled by default.
I was able to enable spell checking by installing enchant-aspell =)
yum install enchant-aspell
Worked for kate as well.