If they are really big around, use a branch cutter to cut the stalk down then dig up the roots.
Or just keep lopping them off? This would work if they are not perennials and you keep them from reseeding. At least, this is what my farmer husband does with pasture thistles. Now I am curious, are they biennials maybe?