A few years back, I wrote a post in which I argued that the term "supervenience" doesn't do the work that physicalists seem to think it does (see here). I have been reading the essay on physicalism in The Blackwell Guide to Philosophy of Mind written by Andrew Melnyk. In it he makes the same observation I was trying to make.