One of the authors here -- would love to answer any questions about the work! :)
Is this a significant improvement over evolutionary computation methods? Has that been attempted in the past?
Is it because the scoring metric has a point where enough of a good start outscores an alternative in the beam search that could lead to a more complete solution? In non-trivial real-world examples, would the be a major problem?