Instead of defining a more complicated structure and learning everything jointly, we employ a two-stage approach as the solution for modeling entity-entity relationships after we found that S-MART achieves high precision and reasonable recall.
in the first stage, the system identifies all possible entities with basic features, which enables the extraction of entity-entity features.