Breathing with the nose is easier, it prevents that dry-mouth feeling.

For the mouth thing, try turning your head to the side and/or propping it with a pillow either on the side of the face or under the chin.

My personal experiences with WILD mainly occurred while sitting reclined in a chair which eliminated the problem of my mouth coming open. Still, if you turn your head it should help.