In both cases, the graphs are constructed based on surface text; it is not a representation of propositional semantics like AMR.
given an initial step size η, the update for β on iteration t is: generation from AMR-like representations has received some attention, e.g., by Langkilde and Knight (1998) who described a statistical method.