How do organic farmers control weeds?

One of the most expensive parts of organic farming is weed control, which is done exclusive by tractor early in the growing cycle and then by hand later. When we transition a new field to organic, we have to work really hard for years to get the weed seed population down with diligent manual weed control and then it gets easier after a few years.