The physicist who states a law of nature with the aid of a mathematical formula is abstracting a real feature of a real material world, even if he has to speak of numbers, vectors, tensors, state-functions, or whatever to make the abstraction.
Hilary Putnam (1979). “Philosophical Papers: Volume 1, Mathematics, Matter and Method”, p.60, Cambridge University Press