We would like to improve predictions made by Equation 7 by improving the mapping matrix W (en→pt) .
when training using the Portuguese to English training data, we want our objective to both minimize the loss defined in Equation 3 and simultaneously to let W (en→pt) mimic predictions made through the pathŷ i (en)← (es)← (pt) as "soft targets" within a margin.