§ LinkedIn’s search problem is unique because of deep role
of personalization – users are integral part of the corpus.
§ Query understanding allows us to optimize for entity-
oriented search against semi-structured content.
§ Ranking requires us to contextually apply global and
personalized user, query, and document features.