The document discusses designing diversity-aware metrics for recommending scientific entities like researchers, papers, and events. It proposes metrics that consider dimensions like relevance, reputation, and diversity to surface a more well-rounded set of recommendations. The goal is to apply these metrics to applications like matching papers to reviewers and assigning conference talks to achieve more diverse perspectives.