It's similar to the Favorites feature, but more temporary — if you have a post you want to view again later, but don't want to put it in your favorites, just bookmark it. There's a new bookmark button up top that will show you your current bookmarks.
Bookmarks are deleted when the bookmarked post is more than 2 weeks old.