A floating row cleaner assembly comprising a tool arm row cleaner mount, a row cleaner frame mounting plate, a row cleaner frame pivotally attached to the tool arm row cleaner mount and the row cleaner frame mounting plate. The periphery of the u-shaped row cleaner frame is composed of a combination of angled and curved portions to reduce the length and width of the frame to allow row cleaners to be used in combination with a coulter, or other tillage tool, and planter row unit spacing below 30 inches, while allowing necessary clearance between the row cleaner(s) and the coulter for terrain responsive operation.