In my experience...it doesn't matter.
I have bled it off and left it in...same results either way...
...one thing I have always done is, once I move it into the keezer, I bleed off the co2 in the keg before hooking up to the gas at 12 psi. After about 24 hours to cool down, my Carb is perfect...