Analyzing Film Adaptation through Narrative Alignment
Tanzir Pial, Shahreen Salim Aunti, Charuta Pethe, Allen Kim, Steven Skiena
摘要
Novels are often adapted into feature films, but the differences between the two media usually require dropping sections of the source text from the movie script. Here we study this screen adaptation process by constructing narrative alignments using the Smith-Waterman local alignment algorithm coupled with SBERT embedding distance to quantify text similarity between scenes and book units. We use these alignments to perform an automated analysis of 40 adaptations, revealing insights into the screenwriting process concerning (i) faithfulness of adaptation, (ii) importance of dialog, (iii) preservation of narrative order, and (iv) gender representation issues reflective of the Bechdel test.
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- Language Models are Few-Shot LearnersTom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah 等NeurIPS 2020 · 被引用 64,255 次
- What time is it? Temporal Analysis of NovelsAllen Kim, Charuta Pethe, Steven SkienaEMNLP 2020 · 被引用 14 次
- Joint Estimation and Analysis of Risk Behavior Ratings in Movie ScriptsVictor R. Martinez, Krishna Somandepalli, Yalda T. Uhls, Shrikanth NarayananEMNLP 2020 · 被引用 8 次
- GNAT: A General Narrative Alignment ToolTanzir Pial, Steven SkienaEMNLP 2023 · 被引用 3 次
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