This is similar in spirit to work on learning entailment rules (Szpektor et al., 2004;Zanzotto et al., 2006;Szpektor and Dagan, 2008).
for us even entailment rules are just a by-product of our goal to improve prediction, and it is this goal we directly optimize for and evaluate.