It depends on the circuitry.
Some will not start charging again until they are unplugged and replugged (the safest option IMO).
Some will start charging once it reaches a certain threshold voltage.

Then there’s the crappy “charging” flashlights that simply apply 4.2v constantly and never stop trickle charging, killing the cells.