... capital letters for ran-dom variables and lowercase letters for instantiations of randomvariables.P (Zi=zi, sm1, tn1| θ), 1<i<, where zi=z(s)i, z(t)i,in the formQ(zi) ... formQ(zi) ∝fins(tbi) for z(s)i= ; z(t)i= tbifdel(sai) for z(s)i= sai; z(t)i= fsub(sai, tbi) for (z(s)i, z(t)i) = (sai, tbi)0 ... pronunciations and asked to find themost likely corresponding words. Formally, for eachFigure 5: Length unrolling model.surface form, tn1, we need to find the set of wordsˆW s.t.ˆW = argmaxwP...