No, actually they do not. This is a false claim, often made by people believe who have not looked into the election demographics.
Here is an article that talks about the majority of White woman voting for Romney in 2012.
I go by the eyes and ears test rather than a liberal rag. And Romney is a liberal...just what they are looking for.