A typical way of modeling a sentence is to treat it as a sequence and input the sequence to a long short-term memory (LSTM;(Hochreiter and Schmidhuber, 1997) model, which is capable of learning semantic features automatically.
information may present different impact to individual firms and therefore, we need a way to represent information conveyed in a news sentence depending on a specific firm.