Providing such rationales during manual classification is a natural interaction for annotators, and requires little additional effort (Settles, 2011;McDonnell et al., 2016).
when training new classification systems, it is natural to acquire supervision at both the document and sentence level, with the aim of inducing a better predictive model, potentially with less effort.