"In general, unusually bad performance improves after punishment, but good performance tends not to improve and sometimes even gets worse after praise is administered."

I interpreted this to mean that punishment and praise results in that general effect on the performance. If you mean that the immediate next action is better than the current one, then that's really misleadin.