Moreover, we observed poor parsing accuracy for headlines which would make syntactic annotations for headlines hardly useful.
instead of taking the headline as it is, we use it to find a proper extractive compression of the sen-tence by matching lemmas of content words (nouns, verbs, adjectives, adverbs) and coreference IDs of entities from the headline with those of the sentence.