Before revision:  Comprehensive evaluations demonstrated that our corpus requires abilities beyond simple reasoning  such as word matching , as well as demanding difficult reasoning similar to inferences based on single-or-multiple-sentence information.
After revision:  Comprehensive evaluations demonstrated that our corpus requires abilities beyond simple reasoning such as word matching , as well as demanding difficult reasoning based on single-or-multiple-sentence information.