The 8 and 16 CPUs, how are the distributed w.r.t. RAM? That is, for 8 CPUs, for instance, are they located in 8 separate boxes, or in 4 machines with two sockets, or 2 machines with 4 sockets, for instance? Same for the 16.
Competition for RAM, cache and communication bandwidth will depend critically on these factors.