Although it's not recognizable from a distance, as you approach the entrance, you discover an opening to the other side. So it's not a "cave," but rather a hollowed-out hole.
It's a very interesting visit if you're hiking nearby; don't let the distance and extra effort deter you from missing this opportunity.