Before revision:  Our algorithm creates explicit representations for each entity, where given a new sentence, spans are proposed and subsequently scored against each entity representation, leading to emergent clusters.
After revision:  Given a new sentence, spans are proposed and subsequently scored against each entity representation, leading to emergent clusters.