[jnwei]

Orbital energies, or other solutions from the Schrodinger equation, would probably help the prediction if they were included as inputs. If you were to do this, you'd have to be a little careful about the cost of doing the quantum mechanics calculation on a whole data set of reactants in your reaction database, but it could be feasible with a cheap method.