Then, we simplify (2) by fixing the alignments a 0 : This optimization has no latent variables and is therefore convex and straightforward.
while we did use this as a rapid training procedure during development, fixing the alignments a priori is both unsatisfying and also less effective than a procedure which allows the alignments a to adapt during training.