Certified GKH Gardening Expert
Spot treating with Round-up may be necessary but you'll have to be careful not to get it on your other plants. You could try using a product called Finale. It breaks down easily so that it doesn't remain in the soil. Your best bet, however, may simply be digging it up and then spraying the sprouts that pop up until it is finally eradicated.