Tim, my DW got me one of these for my birthday. Works like a champ at pulling those weeds with long tap roots!
Trenton Gifts Easy Weed Grabber, you can find it on Amazon for under $25. There is a short and long version. The DW purchased the short one and it requires some bending, so if you don't want to break your back, get the long one.