On your blog page, could you use a different template.
Then make a new menu in the dashboard > Appearance > Menus section, a menu that will hold your proper URLs.
Then in the blog page's template file, select that menu in arguments of the wp_nav_menu function.
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Andrew Nevins on "One page navigation"
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