This invention concerns magnetoelastic torque sensor systems and methods that computationally compensate in real-time for magnetic hysteresis in signals output from sense elements that are indicative of a torque parameter sensed from a remanently circumferentially magnetized region of an associated torque-transmitting member when it experiences an applied torque. In preferred embodiments, temperature effects can also be compensated for by such methods and systems.