It's one of the questions asked while initially making a claim and filing for UE benefits, in my State anyways. 10% federal and 7% State tax taken out or withheld.
Now on the $600 (now $400), I was under the impression it came as a flat $600 ($400), haven't heard of a tax on it (yet anyways)...lol