Briefly, each utterance has a single topic z j , drawn from the objects in the non-linguistic context O j , and then for each word w ji we first flip a coin x ji to determine if it refers to the topic or not.
precision is the fraction of gold pairs among the sampled set and recall is the fraction of sampled pairs among the gold standard pairs.