It's because they run on "some" oil but not "heaps" -- I usually fill when I notice its barely smoking, add a few small drips and you're away for a few more runs

No oil to heat (or keep the element within a certain heat range) lets the element burn red-hot til it snaps = no more smoke (unless repaired/replaced)