As we can see here, Carlin was clearly Eminem's biological father:
http://www.youtube.com/watch?v=wTayQhIkB58
So the question is, why did Carlin split?
My guess is he had a one night cocaine-induced stand with Debbie, woke up, went, "OMG, WTF?!", and ran out.