A friend of mine says that the only part of the URL you can change on older browsers and not refresh the page is the anchor-tag part.
OTOH, if you only put search params in the anchor-tag part, the initial search is much slower on slow connections.
Still, infoleaks are BAD. Page load and update speed shouldn't come before safety of a user's private information.