One thing I sometimes do is use a paper clip with the bookmark. That stops it falling out. I mostly do this with things like my study books, as I'm often flipping back and forth in them. I don't tend to carry my fiction reads from place to place, they stay on my bed, so the bookmarks don't usually fall out of those. But sometimes they do, and I agree its frustrating.