Well, theory predicts these reactions and experiments eg. with particle colliders have shown that the predictions match exactly what actually happens, to a high precision.

Indeed the theory (the so-called standard model of particle physics) is so successful that phycisists are frustrated because despite its success, it’s also incomplete, but not even the LHC has found even a hint of any new physics beyond the standard model.