We observe that the description of a KB constant that appears in the logical form (Article) is often semantically similar to some word in the utterance ("paper").
we can obtain signal for the identity of a KB constant by solving an alignment problem: each slot can be aligned to words in the utterance that have similar meaning to that of the gold KB constant.