We used the narrative cloze evaluation to evaluate our learned narrative models in two ACL papers. Below are the development and test sets along with a format.txt file that explains the rudimentary text format of the files. This wasn't originally created for nice distribution, sorry for the crude formatting :)
See the format.txt file for details.
Unsupervised Learning of Narrative Schemas and their Participants
Nathanael Chambers and Dan Jurafsky
ACL-09, Singapore. 2009.
Unsupervised Learning of Narrative Event Chains
Nathanael Chambers and Dan Jurafsky
ACL-08, Ohio, USA. 2008.