Some expressions are sometimes used to express a certain topic, such as settlements in "Israeli settlements in Gaza and West Bank"; but at other times are used to express a certain sentiment, such as the same word in "All parties signed courtmediated compromise settlements".
we will use whole sentences to model topic relevance, while we will use the automatically extracted sentiment expressions to model sentiment relevance, in Sections 5.3 and 5.4.