Initial experiments showed effectiveness with the unsigned (absolute value of the) margin, which we use in all experiments.
this problem of domain shift is a pervasive problem in NLP in which any kind of model -a parser, a POS tagger, a sentiment classifier -is tested on data that do not match the training data.