Deep Learning Based on Hierarchical Self-Attention for Finance Distress Prediction Incorporating Text

Figure 3

A page from MD&A parsed from a positive sample. In the sentence-level attention, corresponding to the top three total scores of column weights, the three sentences that best summarize the article information are highlighted. Similarly, the keywords in each sentence are also marked according to word-level attention respectively, where word-level attention is not depicted here.