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I assume that "coffee" is used an adjective in this case. i.e. What type of cake is it? It's coffee (or chocolate/warm/old etc.) cake.
[Though I'm surprised it's not a compound word, since coffee cake isn't coffee-flavored.]
January 5, 2016