Any recommendations for getting puncture vine (goat heads) out of my lawn grass?

I have so much of this damn weed in my yard, and weed and feed doesn't help. On the advice of someone at Home Depot, I tried Weed B Gone as well. It did help a little along the edges of the yard, but did nothing elsewhere.

Have you found anything that will work, other than round out half my lawn?