My interests are generally in artificial intelligence, with focus on natural language processing, and machine learning. My work is grounded in providing new user experiences and applications, through which my research agenda is materialized.

Before joining Facebook I was in Apple working on question answering for Siri where we developed models that provided answers to millions of users. Prior to that, I was in Microsoft Research, where our team researched, designed and shipped new AI experiences across multiple products, including Bing, Outlook, and Dynamics.