In contrast, qualitative analysis of the unparameterized transition model show that its alignments learn desirable correspondences (see Figure 2).
among our proposed models (trained on in-domain data only) the transducer with unparameterized transitions satisfies our desiderata of displaying both good predictive power for word generation, and learning interpretable alignments.