You are curling your fingers back at you as the bow weight gets heavier, and with split finger, you are pinching the nock and pushing the arrow off the shelf.
Point your fingers straight back at you, and when the bow gets heavier in the draw, they will want to uncurl instead, and the nock pinch will keep the arrow on the shelf.