As others have said it does go away as soon as the baby is born - usually within about 24 hours.
I've had it twice and both times gone as soon as the baby comes.
It does increase your risk of type 2 diabetes later in life though so you'll probably need to have a GTT every few years as you get older to keep an eye out.