It's at least a bit dependent on who is asking. I would expect somebody from Western Europe, Australia, etc to know Washington DC and SF (and London, Manchester, Frankfurt, etc).

I wouldn't have the same expectation of somebody from Asia. Not only is language a possible problem, but there are a TON of large cities in China (and other parts of Asia) I know nothing about.