The new world boss plan drops:
Depending on the last Heroic Realm boss you have killed.

For example, the most advanced boss you have killed is the Plague Lord, who drops Guardian swords and staffs.
Your world boss drops if you place 1st, 2nd or 3rd would be a Guardian sword or staff.