You would need to first reset it and then update chosen dynamically.
$(".category-filter").val("");
$(".category-filter").trigger("chosen:updated"); //version v1.0.0
$(".category-filter").trigger("chzn:updated"); //other than version v1.0.0
Hope this helps.