In a medium saucepan, combine butter, milk, and cocoa and bring mixture to a boil. Remove from heat and add powdered sugar, stirring well with a whisk or wooden spoon until the sugar melts and the mixture is smooth. Stir in vanilla and pecans, then pour over hot cake.
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