In a small sauce pan, heat the olive oil and add the flour and stir until you have a smooth paste. Add milk whisking until the flour mixture is entirely incorporated and the milk begins to thicken. Add cheddar cheese, salt and smoked paprika. Whisk well until smooth. Keep warm.