While these results show that in general it is better to remove degeneracies, we think it is likely that an explicit treatment of the composition constraint as a linear equality constraint (rather than a linear inequality constraint) (Appendix B.1) and treatment of the permutation constraint through data augmentation or a permutation-invariant kernel (Appendix B.2) will reveal an even more pronounced superiority over the bounds-only case.