Here, the increased data size does seem to lead to some small improvements in performance  Table 3: Cross-validation results for all systems on each corpus; accuracy in % for some features, but not all.
some of the binary features perform worse on the TOEFL11-Big corpus compared to the smaller TOEFL11 corpus.