In a small saucepan over low heat combine brown sugar, evaporated milk, and butter. Cook and stir praline sauce until sauce is smooth and syrupy, about 5 minutes. Stir in vanilla extract and pecans. Serve praline sauce warm over ice cream. Makes about 1 1/4 cups of praline sauce.