Sift crushed vanilla wafers, powdered suger and cocoa together. Stir in pecans. Combine rum and corn syrup, then stir into vanilla wafer material until completely absorbed. Allow mixture to set until it can be form into 1 inch balls that stick together. Roll each rum ball in chocolate sprinkles. Store in air tight container 48 hours before serving.