For most alternative binary classifier architectures, you would have to use a Dataset definition that more closely resembles one designed for multi-class classification than for binary classification.

IMDB reviews – For any movie junkie, this is an ideal dataset. Used for binary sentiment classification and has unlabelled data as well apart from train and test review examples. The size is 80 ...