I don't own a Taylor 12F, but do have another acoustic with slotted tuners. Check the screw that goes into the gear, loosening that tension will often make it turn better, as will a small (small!!) drop of oil into that gear. If this fails, call Taylor and they may have an idea for you, or may even just send you a new one as their cust-servcie is stellar.
Edward