Is there a hyphen in point-blank?

A compound Word is "a Word composed of two or more Words joined with a hyphen or written in solid form, as 'fly-by-night' or 'shoestring'."

I guess it all depends on how the Word is written; I've seen it written acceptably as "point-blank", "pointblank", AND "point blank"