In an effort to overcome this brittleness machine learning methods have been applied to port systems to new domains and extraction tasks with minimal manual intervention.
some IE systems using machine learning techniques only extract events which are described within a single sentence, examples include (Soderland, 1999;Chieu and Ng, 2002;Zelenko et al., 2003).