Two methods have been proposed on how to jointly provide highlights along with classification. (1) an extraction-based method (Lei et al., 2016) , which first extracts evidences from the original text and then makes a prediction solely based on the extracted evidences; (2) an attentionbased method <cite>(Lin et al., 2017</cite>; Mullenbach et al., 2018) , which leverages the self-attention mechaMedical Report: The patient was admitted to the Neurological Intensive Care Unit for close observation.