Knowledge artifacts increase your knowledge. This means you can remember more of each spell.
Foremost Scroll of Knowledge: knowledge +5
Superior Scroll of Knowledge: knowledge +4
Major Scroll of Knowledge: knowledge +3
Minor Scroll of Knowledge: knowledge +2