The correct answer is: The particles bump into each other, moving back and forth but after it passes they remain where they were initially.
In a sound wave, the particles of the medium (such as air, water, or solids) vibrate back and forth around their equilibrium positions as the wave travels through the medium, but they do not travel with the wave itself.