Computational Analysis of Character Development in Holocaust Testimonies

Fuente: arXiv
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Main Authors: Shizgal, Esther, Wagner, Eitan, Keydar, Renana, Abend, Omri
Format: Preprint
Published: 2024
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author Shizgal, Esther
Wagner, Eitan
Keydar, Renana
Abend, Omri
author_facet Shizgal, Esther
Wagner, Eitan
Keydar, Renana
Abend, Omri
contents This work presents a computational approach to analyze character development along the narrative timeline. The analysis characterizes the inner and outer changes the protagonist undergoes within a narrative, and the interplay between them. We consider transcripts of Holocaust survivor testimonies as a test case, each telling the story of an individual in first-person terms. We focus on the survivor's religious trajectory, examining the evolution of their disposition toward religious belief and practice along the testimony. Clustering the resulting trajectories in the dataset, we identify common sequences in the data. Our findings highlight multiple common structures of religiosity across the narratives: in terms of belief, most present a constant disposition, while for practice, most present an oscillating structure, serving as valuable material for historical and sociological research. This work demonstrates the potential of natural language processing techniques for analyzing character evolution through thematic trajectories in narratives.
format Preprint
id arxiv_https___arxiv_org_abs_2412_17063
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Computational Analysis of Character Development in Holocaust Testimonies
Shizgal, Esther
Wagner, Eitan
Keydar, Renana
Abend, Omri
Computation and Language
This work presents a computational approach to analyze character development along the narrative timeline. The analysis characterizes the inner and outer changes the protagonist undergoes within a narrative, and the interplay between them. We consider transcripts of Holocaust survivor testimonies as a test case, each telling the story of an individual in first-person terms. We focus on the survivor's religious trajectory, examining the evolution of their disposition toward religious belief and practice along the testimony. Clustering the resulting trajectories in the dataset, we identify common sequences in the data. Our findings highlight multiple common structures of religiosity across the narratives: in terms of belief, most present a constant disposition, while for practice, most present an oscillating structure, serving as valuable material for historical and sociological research. This work demonstrates the potential of natural language processing techniques for analyzing character evolution through thematic trajectories in narratives.
title Computational Analysis of Character Development in Holocaust Testimonies
topic Computation and Language
url https://arxiv.org/abs/2412.17063