thing as this thing here and this thing here and this thing here so that must be the same object um it's simply that the shirt was occluded by the tie and goes beneath it and now appears again it's not a different it's not part of the tie and it's not part of the um of a different object it's actually part of the shirt so the long range attention you can see at these examples sometimes here okay this might not be an instance of super duper long range dependencies this is simply where the model performs better so you can see