Does overactive bladder ever go away?

Sometimes. If major cause was stress or anxiety and these factors are resolved. Similar if related to diet or caffeine & this is corrected. Good luck.
Not likely. There are medications that can reduce the symptoms, such as Ditropan and detrol, (tolterodine) but they do not cure the condition.