You can access your bookmarks on the desktop by going to http://mobile.twitter.com/i/bookmarks, but it really doesn't make sense to me that they're not integrated into the non-mobile page. I often bookmark things because I want to read them a) later or b) on a bigger screen. Currently, only the first use case is supported by Twitter.