Roundup, WD40 or gasoline will kill anything it touches, including the
grass and plants growing around the weeds. For spot killing I've always
had good luck with Killex. Comes in a handy squirt bottle and is easy
to use. Found at most garden centres. But it really doesn't hurt to get
on your hands and knees, use a little elbow grease, and dig them out by
hand.