Learning Similarity between Movie Characters and Its Potential Implications on Understanding Human Experiences
Published in Proceedings of the Third Workshop on Narrative Understanding (NAACL 2021), 2021
Recommended citation: Wang, Z., Lin, W., & Wu, X. (2021, June). Learning Similarity between Movie Characters and Its Potential Implications on Understanding Human Experiences. In Proceedings of the Third Workshop on Narrative Understanding (pp. 24-35). https://aclanthology.org/2021.nuse-1.3/
While many different aspects of human experiences have been studied by the NLP community, none has captured its full richness. We propose a new task to capture this richness based on an unlikely setting: movie characters. We sought to capture theme-level similarities between movie characters that were community-curated into 20,000 themes. By introducing a two-step approach that balances performance and efficiency, we managed to achieve 9-27% improvement over recent paragraph-embedding based methods. Finally, we demonstrate how the thematic information learnt from movie characters can potentially be used to understand themes in the experience of people, as indicated on Reddit posts.
Recommended citation: Wang, Z., Lin, W., & Wu, X. (2021, June). Learning Similarity between Movie Characters and Its Potential Implications on Understanding Human Experiences. In Proceedings of the Third Workshop on Narrative Understanding (pp. 24-35).