Hi Afghan Lady,
You need to make sure you pull them before they bloom so they don't set more seeds and eventually you will get rid of them all. Unfortunately, the only quick way to get rid of them is to rototil the whole thing under and apply toxic pre-emergent herbicides or let the sun bake the soil by putting black plastic over the freshly turned garden.
Katelyn