I think it would, so long as the redirected URL with the search parameter was diarized into browser history. It would however introduce a behavior change that may be undesired (users need to know to press "Next Post" instead of refreshing).

In any case, my Kagi search for the article containing the memorable phrase "rare as rocking-horse s*t" came up empty. Perhaps it's not yet been indexed.