TiMoS

Tropes in Movie Synopses (TiMoS) is a dataset of movie tropes collected from a Wikipedia-style website, TVTropes3 with 5623 movie synopses associated with 95 most occurred tropes. The movies are diverse in genre, filming year, length, and style, making the task challenging and unable to rely on patterns from a specific domain. The tropes involve character trait, role interaction, situation, and storyline, which could be sensed by a non-expert human but remains challenging for machines that have more than 100 million parameters and pre-trained with 11,000 books and the whole Wikipedia (23.97 F1 score while a human could reach 64.87).