“Philosophy of science is about as useful to scientists as ornithology is to birds”, said Richard Feynman. Some philosophers interpret that Feynman was also philosopher who simply rejected the jargon employed to express a definite idea. But, Einstein, Bohr, and Heisenberg thought that verbal expressions are required as parallel explanations to their mathematical theorems and implications, in the form of treatises on philosophy of physics. What are their roles in forming our ideas of physical realities?