Before revision:  Our results and experiments strongly suggest that our new task and data will support significant future research efforts .
After revision:  Our experiments indicate that SciFact will provide a challenging testbed for the development of new systems designed to retrieve and reason over corpora containing specialized domain knowledge. Data and code for this new task are publicly available at URL A leaderboard and COVID-19 fact-checking demo are available at URL .