Head out the Madison St entrance (south side of the Center). There's a cab stand just outside the Center and to your left -- the corner of Madison and Canal. Even if there's no cabs there, you probably wont have to wait more than a minute or two for one to show up.
Or if there's a line of ppl and you don't want to wait, then I'd probably start walking east into the Loop til you can flag one down.