This restaurant has some unadvertised special dishes that aren't on the menu.

unadvertised 是由前缀 un-（表示"不、非"）和动词 advertise（做广告）的过去分词 advertised 组合而成的形容词。字面意思是"未被广告宣传的"，即"未公开宣传的"。