Some OIE systems are: TextRunner (Yates et al., 2007) WOE (Wu and Weld, 2010): They use a sequence-labeling graphical model on extractions labeled automatically using heuristics or distant supervision.
long-range dependencies, holistic and lexical aspects of relations tend to get ignored.