Is this Corpus for Sarcasm real or is this report of a corpus of sarcasm sarcasm?
Marginally related: on cs.CL the other day was "Punny Captions: Witty Wordplay in Image Descriptions"[0]. A mashup of these two projects would bring us that much closer to the dream of Social Media In A Box.