One of the interesting things to keep in mind is that these new Xeon Phi cards can be used as standalone CPUs, not just as PCIe cards like a GPU. This is the "self-hosted mode" the article talks about. So one can now think about comparing a lone Xeon Phi doing both jobs versus a CPU plus an NVidia GPU.