Similar experiments were conducted for evaluating unknown intent discovery models in Lin and Xu (2019).
our out-of-scope queries cover a broad range of phenomena and are similar in style and often similar in topic to in-scope queries, representing things a user might say given partial knowledge of the capabilities of a system.