This talk will discuss projects focused on advancing AI for the common good, including the dramatic creation of the COVID-19 Open Research Dataset (CORD-19) and the broad range of efforts, both inside and outside of the Semantic Scholar project, to garner insights into COVID-19 and its treatment based on this data. It will also highlight key advances in NLP that have enabled this work.