We present here FANCY (FActivity, Negation, Common-sense, hYpernimy), a new dataset with 4000 sentence pairs concerning complex linguistic phenomena such as factivity, negation, common-sense knowledge, hypernymy and hyponymy. The analysis is developed on two levels: coarse-grained for the labels of...