Selective Abstention

Selective abstention is an engineering implementation of AI metacognitive capability, in which a model actively refuses to respond or requests clarification when it determines that its knowledge is insufficient or that a query falls outside its training distribution, rather than generating incorrect content. The mechanism is designed to improve the trustworthiness of AI systems.