Following the work of Church and Hanks (1990) in learning word associations via mutual information, and the DIRT system introduced by Lin and Pantel (2001) ,<cite> Chambers and Jurafsky (2008)</cite> propose a PMI-based system for learning script-like structures called narrative chains.