The liquid base used in soft serve ice cream typically consists of a mixture of milk, sugar, and stabilizers. Stabilizers, such as gelatin or cornstarch, are added to the base to help create a smooth and creamy texture. These ingredients work together to create a soft and airy consistency that is unique to soft serve.