Make anchor links refer to the current page when using <base>

Question

When I use the html tag to define a base URL for all relative links on a page, anchor links also refer directly to the base URL. Is there a way to

Answer 1

Building upon @James Tomasino answer, this one is slightly more efficient, solves a bug with double hashes in the url and a syntax error.

$(document).ready(function() {
    var pathname = window.location.href.split('#')[0];
    $('a[href^="#"]').each(function() {
        var $this = $(this),
            link = $this.attr('href');
        $this.attr('href', pathname + link);
    });
});