In order to solve this problem, we propose to integrate the supervised attention mechanisms into the hierarchical LSTM model that help to bias the attention scores toward the heuristically important words in the sentences (supervised attention) (Mi et al., 2016).
we rely on linguistic intuitions to heuristically select the informative context words for the problem of police killing detection.