We don't actually have a good idea how often women lie about being raped. Short of a confession, very difficult to prove.
But if you've defended rape cases, you've seen alleged victims contradicted by text messages, eyewitnesses, and physical evidence. Fairly often.
Women rarely lie about being raped. They have nothing to gain. In fact, the majority of rapes go unreported because of this.