There are a few different ways to make a chocolate cake with walnuts. The most popular method, and the one described in this recipe, enhances a simple chocolate cake recipe with walnut extract and chopped nuts. There's also an Italian version of this cake called Torta di Noci that incorporates ground walnuts into the cake batter. This is truly a classic flavor combination that deserves a little more love and attention!