Extraction and Analysis of Fictional Character Networks: A Survey
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Abstract (arXiv)
A character network is a graph extracted from a narrative, in which vertices represent characters and edges correspond to interactions between them. A number of narrative-related problems can be addressed automatically through the analysis of character networks, such as summarization, classification, or role detection. Character networks are particularly relevant when considering works of fictions (e.g. novels, plays, movies, TV series), as their exploitation allows developing information retrieval and recommendation systems. However, works of fiction possess specific properties making these tasks harder. This survey aims at presenting and organizing the scientific literature related to the extraction of character networks from works of fiction, as well as their analysis. We first describe the extraction process in a generic way, and explain how its constituting steps are implemented in practice, depending on the medium of the narrative, the goal of the network analysis, and other factors. We then review the descriptive tools used to characterize character networks, with a focus on the way they are interpreted in this context. We illustrate the relevance of character networks by also providing a review of applications derived from their analysis. Finally, we identify the limitations of the existing approaches, and the most promising perspectives.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 5 Jul 2019.
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Citing papers per year: 2021: 3; 2022: 0; 2023: 6; 2024: 3; 2025: 1.
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- 2023Can Large Language Models Transform Computational Social Science?cited by 250
- 2021Spectral clustering under degree heterogeneity: a case for the random walk Laplaciancited by 7
- 2024Renard: A Modular Pipeline for Extracting Character Networks from Narrative Textscited by 3
- 2024Mapping News Narratives Using LLMs and Narrative-Structured Text Embeddingscited by 2
- 2023Data Augmentation for Robust Character Detection in Fantasy Novelscited by 1
- 2024Interconnected Kingdoms: Comparing 'A Song of Ice and Fire' Adaptations Across Media Using Complex Networkscited by 1
- 2021Novel Aficionados and Doppelg"angers: a referential task for semantic representations of individual entitiescited by 0
- 2021Reflexivity in Issues of Scale and Representation in a Digital Humanities Projectcited by 0
- 2023Tragic and Comical Networks. Clustering Dramatic Genres According to Structural Propertiescited by 0
- 2023Automatic Annotation of Direct Speech in Written French Narrativescited by 0
- 2023Understanding Social Structures from Contemporary Literary Fiction using Character Interaction Graph -- Half Century Chronology of Influential Bengali Writerscited by 0
- 2023A Corpus for Named Entity Recognition in Chinese Novels with Multi-genrescited by 0
- 2025Taggus: An Automated Pipeline for the Extraction of Characters' Social Networks from Portuguese Fiction Literature5 Aug 2025
- 2024Interconnected Kingdoms: Comparing 'A Song of Ice and Fire' Adaptations Across Media Using Complex Networks7 Oct 2024
- 2024Mapping News Narratives Using LLMs and Narrative-Structured Text Embeddings10 Sep 2024
- 2024Renard: A Modular Pipeline for Extracting Character Networks from Narrative Texts2 Jul 2024
- 2023A Corpus for Named Entity Recognition in Chinese Novels with Multi-genres27 Nov 2023
- 2023Understanding Social Structures from Contemporary Literary Fiction using Character Interaction Graph -- Half Century Chronology of Influential Bengali Writers25 Oct 2023
- 2023Automatic Annotation of Direct Speech in Written French Narratives27 Jun 2023
- 2023Can Large Language Models Transform Computational Social Science?12 Apr 2023
- 2023Tragic and Comical Networks. Clustering Dramatic Genres According to Structural Properties16 Feb 2023
- 2023Data Augmentation for Robust Character Detection in Fantasy Novels9 Feb 2023
- 2021Reflexivity in Issues of Scale and Representation in a Digital Humanities Project29 Sep 2021
- 2021Spectral clustering under degree heterogeneity: a case for the random walk Laplacian3 May 2021
- 2023Can Large Language Models Transform Computational Social Science?cited by 250
- 2021Spectral clustering under degree heterogeneity: a case for the random walk Laplaciancited by 7
- 2024Renard: A Modular Pipeline for Extracting Character Networks from Narrative Textscited by 3
- 2024Mapping News Narratives Using LLMs and Narrative-Structured Text Embeddingscited by 2
- 2023Data Augmentation for Robust Character Detection in Fantasy Novelscited by 1
- 2024Interconnected Kingdoms: Comparing 'A Song of Ice and Fire' Adaptations Across Media Using Complex Networkscited by 1
- 2021Novel Aficionados and Doppelg"angers: a referential task for semantic representations of individual entitiescited by 0
- 2021Reflexivity in Issues of Scale and Representation in a Digital Humanities Projectcited by 0
- 2023Tragic and Comical Networks. Clustering Dramatic Genres According to Structural Propertiescited by 0
- 2023Automatic Annotation of Direct Speech in Written French Narrativescited by 0
- 2023Understanding Social Structures from Contemporary Literary Fiction using Character Interaction Graph -- Half Century Chronology of Influential Bengali Writerscited by 0
- 2023A Corpus for Named Entity Recognition in Chinese Novels with Multi-genrescited by 0
12 most cited of 13 All 13 (JSON)
- 2025Taggus: An Automated Pipeline for the Extraction of Characters' Social Networks from Portuguese Fiction Literature5 Aug 2025
- 2024Interconnected Kingdoms: Comparing 'A Song of Ice and Fire' Adaptations Across Media Using Complex Networks7 Oct 2024
- 2024Mapping News Narratives Using LLMs and Narrative-Structured Text Embeddings10 Sep 2024
- 2024Renard: A Modular Pipeline for Extracting Character Networks from Narrative Texts2 Jul 2024
- 2023A Corpus for Named Entity Recognition in Chinese Novels with Multi-genres27 Nov 2023
- 2023Understanding Social Structures from Contemporary Literary Fiction using Character Interaction Graph -- Half Century Chronology of Influential Bengali Writers25 Oct 2023
- 2023Automatic Annotation of Direct Speech in Written French Narratives27 Jun 2023
- 2023Can Large Language Models Transform Computational Social Science?12 Apr 2023
- 2023Tragic and Comical Networks. Clustering Dramatic Genres According to Structural Properties16 Feb 2023
- 2023Data Augmentation for Robust Character Detection in Fantasy Novels9 Feb 2023
- 2021Reflexivity in Issues of Scale and Representation in a Digital Humanities Project29 Sep 2021
- 2021Spectral clustering under degree heterogeneity: a case for the random walk Laplacian3 May 2021
12 newest of 13 All 13 (JSON)