Kato and Bruno show that, despite responding to sounds, rodent primary somatosensory cortex (S1) encodes neither the identity of pure auditory stimuli nor simultaneous auditory-tactile stimulus pairs. Moreover, this insensitivity to auditory and audio-tactile stimulus identity remains unchanged even following prolonged passive exposure to audio-tactile correlations and reward-reinforced behavioral training with audio-tactile stimuli.