Therefore, we use two different sets of regularization parameters for nearby languages and distant languages, respectively.
β for the "distant languages" group is set as β 1 = β 2 = β 3 = 0.1, tuned on the Arabic development set, and for the "nearby languages" group β is set as β 1 = β 2 = β 3 = 1, tuned on the Spanish development set.