On the other hand, in order for the gold-standard goal edge to be constructed, all gold-standard edges that have been expanded must remain in the chart.
our training algorithm triggers a parameter update whenever a gold-standard edge is removed from the chart, the scores of all chart edges are updated, and the original pruned gold edge is returned to the chart.