Collaborating with advisors Yejin Choi in the Paul G. Allen School of Computer Science and Engineering and Zaid Harchaoui in the Statistics Department at the University of Washington on projects that leverages statistical tools to advance methods in natural language processing. Current work centers on detoxification and membership inferences.