When an incorrect arc is preferred by the ensemble over the gold arc (hence assigned a cost/margin of 0), the model will still incur a loss if s(h y (m), m, x) < s(h y (m), m, x).
the score of any incorrect arc (including those strongly preferred by the ensemble) cannot be higher than the score of the gold arc.