Well for me when I do it, I either keep my chin locked to my outside shoulder so that when they go for it, they wind up getting my shoulder too, very easy to get out of.
In the heat of battle I sometimes put my head across their body and either push them forward or lift them over my shoulder.
I've never tried head up, but it makes sense, I think I'll give that a drill.