| Vol-3671 urn:nbn:de:0074-3671-3 Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# Text2Story 2024
Narrative Extraction From Texts 2024

### Proceedings of Text2Story — Seventh Workshop on Narrative Extraction From Texts
held in conjunction with the 46th European Conference on Information Retrieval (ECIR 2024)

### Glasgow, Scotland, March 24, 2024.

Edited by

### Ricardo Campos 1,3
Alípio Mário Jorge 1,2
Adam Jatowt 4
Sumit Bhatia 5
Marina Litvak 6

1 INESC TEC, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
2 FCUP, University of Porto, Rua do Campo Alegre, s/n, 4169-007 Porto, Portugal
3 University of Beira Interior, Rua Marquês d'Ávila e Bolama, 6201-001 Covilhã, Portugal
4 University of Innsbruck, Austria, Innrain 52, 6020 Innsbruck, Austria
5 Adobe Media and Data Science Research Lab, India, MDSR Lab, Adobe Systems, India
6 Shamoon Academic College of Engineering, Israel, 56 Bialik St. Be'er Sheva 8410802, Israel

## Table of Contents

- Preface
  Summary: There were 26 papers submitted for peer review to this workshop. Out of these, 14 were accepted for this volume, 10 as regular papers, and 4 in the Work in Progress, Demos, and Dissemination category.

### Keynote Speakers

- Homo Narrans: From Information to Narratives 001-002
  Jochen L. Leidner
- Visual Storytelling with Question-Answer Plans 003-004
  Mirella Lapata

### Research Papers

- Dataset Annotation and Model Building for Identifying Biases in News Narratives 005-015
  Shaina Raza, Mizanur Rahman, Shardul Ghuge
- Evaluating the Ability of Computationally Extracted Narrative Maps to Encode Media Framing 017-028
  Sebastián Concha Macías, Brian Keith Norambuena
- From Nodes to Narratives: A Knowledge Graph-based Storytelling Approach 029-040
  Mike de Kok, Youssra Rebboud, Pasquale Lisena, Raphaël Troncy, Ilaria Tiddi
- Estimating Narrative Durations: Proof of Concept 041-052
  Mustafa Ocal, Akul Singh, Mark Finlayson
- ROGER: Extracting Narratives Using Large Language Models from Robert Gerstmann's Historical Photo Archive of the Sacambaya Expedition in 1928 053-064
  Mauricio Matus, Diego Urrutia, Claudio Meneses, Brian Keith
- Representing Complex Relative Chronology Across Narrative Levels in Movie Plots 065-076
  Pablo Gervás, Jose Luis López Calle
- Untangling a Web of Temporal Relations in News Articles 077-092
  Purificação Silvano, Evelin Amorim, António Leal, Inês Cantante, Alípio Jorge, Ricardo Campos, Nana Yu
- The Geography of ‘Fear’, ‘Sadness’, ‘Anger’ and ‘Joy’: Exploring the Emotional Landscapes in the Holocaust Survivors’ Testimonies 093-103
  Ignatius Ezeani, Paul Rayson, Ian Gregory, Tim Cole, Erik Steiner, Zephyr Frank
- Event Extraction Alone Is Not Enough 105-114
  Junbo Huang, Longquan Jiang, Cedric Moeller, Ricardo Usbeck
- Unexpected Gender Stereotypes in AI-Generated Stories: Hairdressers are Female, But so are Doctors 115-128
  Laura Spillner

### Work in Progress, Demos and Dissemination

- Computational Narrative Framing: Towards Identifying Frames through Contrasting the Evolution of Narrations 129-135
  Markus Reiter-Haas, Beate Klösch, Markus Hadler, Elisabeth Lex
- Tagging Narrative with Propp's Character Functions Using Large Language Models 137-148
  Pablo Gervás, Gonzalo Mendez
- Integrating Cognitive Neuroscience Insights into NLP: A New Approach to Understanding Narrative Processing (Abstract) 149-149
  Avital Hahamy, Haim Dubossarsky, Timothy Behrens
- On the Limitations of Zero-Shot Classification of Causal Relations by LLMs 151-160
  Vani Kanjirangat, Alessandro Antonucci, Marco Zaffalon

2024-03-26: submitted by Ricardo Campos and João Cordeiro, metadata incl. bibliographic data published under Creative Commons CC0
2024-04-27: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|