However, we stress that the main concern of this work is not just heuristicbased empirical improvement, but also structured learning.
although using an regularizer l 2 and the methods of (Moore, 2004) would yield a strictly concave version of IBM 1 as well (with improvements), it is not at all obvious how to choose the learning rate or set the penalty on the lexical parameters.