With increasing complexity of models for tasks like classification (Joulin et al., 2016), machine comprehension (Rajpurkar et al., 2016;Seo et al., 2017), and visual question answering (Zhu et al., 2016), models are becoming increasingly challenging to debug, and to determine whether they are ready for deployment.
these complex models are prone to brittleness: different ways of phrasing the same sentence can often cause the model to In the United States especially, several high-profile cases such as Debra LaFave, Pamela Rogers, and Mary Kay Letourneau have caused increased scrutiny on teacher misconduct.