In cases where the dataset contains, apart from snippetlevel, also token-level annotations, the attention module can be directly supervised: we add a term ... to the model's loss that minimizes the error of the attention scores, with respect to token-level annotations.
• We introduce two novel tasks pertaining to shallow movie understanding that can be tackled in the context of television series data.