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I like Folland's Quantum Field Theory: a tourist guide for mathematicians. (although it might not be as mathematically soft as the OP had in mind) In the first chapters he quickly deals with classical mechanics, special relativity and quantum mechanics, so that he can focus on QFT straight away.