To remove paragraph marks go to Home tab. Under paragraph section click on show/hide paragraph marks icon.
To remove page numbers , citations or other document properties marks go to Developer tab. Under Controls section click on Design Mode.
Marks have been removed. You can always turn them back with the same buttons.