In an upcoming oral presentation at the 2017 Neural Information Processing Systems (NIPS) Conference, our teams from the University of Illinois at Urbana-Champaign and IBM Research AI have proposed a new supervised learning algorithm to solve a well-known problem in AI called textual grounding.