Adaptive retrieval, like many other recent advancements (e. g., Lee et al., 2018;Lin et al., 2018), limits the amount of information that flows between the information retrieval and machine comprehension modules in order to select better answers.
rankQA does not limit the information, but directly re-ranks the answers to remove noisy candidates.