But even if we force the model to learn some deeper methods for identifying/discarding the distractors, it only has limited ability in recognizing semantic differences because its current inputs do not capture crucial aspects of lexical semantics such as antonymy (which were inserted by <cite>Jia and Liang (2017)</cite> when generating the <cite>AddSent</cite> adversaries; see Sec. 3).