Supervised Activity classification: Given that movies are concatenations of picture frames, the sector of exercise recognition and classification can be relevant. Furthermore we added a classification token at the end of the final utterance, which is ignored by the language modeling loss, but used as input for the classification loss. Provided that assessment durations usually differ when it comes to the amount of words per assessment, we pad or truncate reviews such that enter matrices have the same variety of dimensions.