They use a metal shunt that slides into the center of the transformer core changing the magnetic coupling. When you turn the knob to change the current you are moving the shunt in or out.

There may be other methods but this is the one I am familiar with.

As a point of interest, I was told that microwave oven transformers use fixed shunts to limit the amount of current delivered if the magnetron happens to arc.