No, not oven gloves. Overgloves. As in, to put on over another pair.
Overgloves make your other gloves waterproof. Even when they are waterproof, a pair of overgloves is still useful to keep the outer fabric dry. Having completely dry gloves immediately after a heavy rain will considerably increase your comfort during the rest of the ride.