Comment by nonameiguess

This is an empirical observation regarding implementation details of machine learning models specifically, not math models in general. Clearly, in principle, specialized models can beat general models simply because at least some applications have exact models. No learned functional approximator will beat an ALU or even an abacus at simple arithmetic.