Tunneling probability refers to the likelihood that a particle can pass through a potential energy barrier that it classically shouldn't be able to overcome due to insufficient energy. This phenomenon arises from the principles of quantum mechanics, where particles exhibit wave-like behavior and can exist in states that allow for the possibility of tunneling, leading to significant implications in fields like nuclear physics and semiconductor technology.