When you tap to show the Navigation bar, you will briefly see a BookMark widget. If it contains a (+) then tapping it will add a bookmark to this page.
If you see the BookMark without a (+) this means there is already a bookmark on the page. Tap it to remove.
As you saw earlier, the Action Menu will show each bookmark in a document so you can go to that page.