For comparison, we use the same setting as Zhang et al (2006) by applying a 5-fold cross-validation on a subset of the 2004 data, containing 348 documents and 4400 relation instances.
all the reported performances in this paper on the ACE RDC 2004 corpus are evaluated using 5-fold cross validation on the entire corpus .