I assume that you are referring to the location bar and not the title bar. (The title in the title bar should remain static). The anchor information (behind the '#' sign) is used for navigation through the application and is also tied to the back and forward buttons.
There is currently no way to disable this. If you require this functionality I'd recommend entering a feature request in MXDN.