In the spirit of this approach, we add an additional component to the network architecture, capturing the bag-of-words for the entire document.
as seen in the comparison between lines B1 and D1, discourse depth weighting offers substantial improvements over the bag-of-words approach for lexiconbased sentiment analysis, with raw improvements of 4−5%.