"Just reset" means turning the phone off, then on without actually turning the power off. It's also called a soft boot. (Turning the power of is a hard boot.) It doesn't do anything.
Factory reset removes everything you've put on the phone, so it's a last resort.
You should clear the system cache (in Settings in Storage).