TY - GEN
T1 - Analyzing Film Adaptation through Narrative Alignment
AU - Pial, Tanzir
AU - Salim, Shahreen
AU - Pethe, Charuta
AU - Kim, Allen
AU - Skiena, Steven
N1 - Publisher Copyright:
©2023 Association for Computational Linguistics.
PY - 2023
Y1 - 2023
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/85184816518
U2 - 10.18653/v1/2023.emnlp-main.962
DO - 10.18653/v1/2023.emnlp-main.962
M3 - Conference contribution
AN - SCOPUS:85184816518
T3 - EMNLP 2023 - 2023 Conference on Empirical Methods in Natural Language Processing, Proceedings
SP - 15560
EP - 15579
BT - EMNLP 2023 - 2023 Conference on Empirical Methods in Natural Language Processing, Proceedings
A2 - Bouamor, Houda
A2 - Pino, Juan
A2 - Bali, Kalika
PB - Association for Computational Linguistics (ACL)
T2 - 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023
Y2 - 6 December 2023 through 10 December 2023
ER -