What do you mean with stability precisely? BSODs? Dropped packets/connections?
In my experience it mostly depends on the implementation. Intel is generally just fine, as is Realtek, as well as the others. I have seen some mainboards with really flaky (Broadcom, nVidia NForce) NIC implementations whereby a $5 Realtek NIC solved all issues.