Event: link multiple entities (via "entity1_index", "entity2_index", "geo_index") and represent a transient activity (i.e. travel)
Fact: link multiple entities like "Events" but represent (transient or permanent) relationships (i.e. being president)
Summary: generally link one entity to a free text (i.e. a quotation: "Obama says...").