This document describes HEPData, a service that provides access to data underlying plots and tables from high energy physics publications. It summarizes that HEPData allows physicists to access processed collision data and analysis results published in papers. The service is being redeveloped with a new interface based on Invenio and an interactive data visualization component to more easily submit and access this underlying data.