To incorporate shallow linguistic knowledge, we process the news article collection for each nation pairs to extract (1) verbal predicates and (2) nouns  and proper nouns from each sentence.
we use a dependency parser to detect verbal predicates and their subjects and objects, and only include predicates for which both subjects and objects were found.