Are you sure it is mice? Mice are only interested in digging up the seed. Once the seed is growing they are not interested.
Could be birds, pheasants or crows the most likely. Pigeons do not eat them. Are there beak like marks i.e. with straight edges and/or V shaped.
Try putting a net over and see if it stops.