| Vol-3117 urn:nbn:de:0074-3117-7 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 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 2022
Fifth Workshop on Narrative Extraction From Texts

### Proceedings of Text2Story — Fifth Workshop on Narrative Extraction From Texts
held in conjunction with the 44th European Conference on Information Retrieval (ECIR 2022)

### Stavanger, Norway, April 10, 2022.

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 Ci2 - Smart Cities Research Center - Polytechnic Institute of Tomar, Quinta do Contador - Estrada da Serra, 2300-313 Tomar, Portugal
4 University of Innsbruck, Austria, Innrain 52, 6020 Innsbruck, Austria
5 IBM Research AI, India, ISID Campus, Plot No. 4, Block C, New Delhi 110070, India
6 Shamoon Academic College of Engineering, Israel, 56 Bialik St. Be'er Sheva 8410802, Israel

## Table of Contents

- Preface
  Summary: There were 21 papers submitted for peer-review to this workshop. Out of these, 12 papers were accepted for this volume, 7 as regular papers, 1 short paper, 1 demo paper, 1 position paper, and 2 work in progress papers.

### Keynote Speakers

- We Have the Best Words: From the Web-scale Extraction and Attribution of Quotes to Analyzing Negativity in U.S. Political Language 1
  Andreas Spitz
- Robust and Multilingual Analysis of Historical Documents 3-4
  Antoine Doucet

### Research Papers

- Dynamic change detection in topics based on rolling LDAs 5-13
  Jonas Rieger, Kai-Robin Lange, Jonathan Flossdorf, Carsten Jentsch
- Simplifying Multilingual News Clustering Through Projection From a Shared Space 15-24
  João Santos, Afonso Mendes, Sebastião Miranda
- Causality Mining in Fiction 25-34
  Margaret Meehan Dane Malenfant, Andrew Piper,
- Changing the Narrative Perspective: From Ranking to Prompt-Based Generation of Entity Mentions 35-43
  Mike Chen, Razvan Bunescu
- Understanding COVID-19 News Coverage using Medical NLP 45-53
  Ali Emre Varol, Veysel Kocaman, Hasham Ul Haq, David Talby
- Extracting Impact Model Narratives from Social Services' Text 55-65
  Bart Gajderowicz, Daniela Rosu, Mark S. Fox
- MARCUS: An Event-Centric NLP Pipeline that generates Character Arcs from Narratives 67-74
  Sriharsh Bhyravajjula, Ujwal Narayan, Manish Shrivastava

### Short and Position Papers, Work in Progress and Demos

- Comprehensive contextual visualization of a news archive for aiding story planning 75-81
  Ishrat Rahman Sami, Tony Russell-Rose, Larisa Soldatova
- Time for some German? Pre-Training a Transformer-based Temporal Tagger for German 83-90
  Satya Almasian, Dennis Aumiller, Michael Gertz
- EnDSUM: Entropy and Diversity based Disaster Tweet Summarization 91-96
  Piyush Kumar Garg, Roshni Chakraborty, Sourav Kumar Dandapat
- Exploring Data Augmentation for Classification of Climate Change Denial: Preliminary Study 97-109
  Jakub Piskorski, Nikolaos Nikolaidis, Nicolas Stefanovitch, Bonka Kotseva, Irene Vianini, Sopho Kharazi, Jens P. Linge
- Text2Icons: linking icons to narrative participants (position paper) 111-116
  Joana Valente, Alípio Jorge, Sérgio Nunes

2022-04-06: submitted by Ricardo Campos and João Cordeiro, metadata incl. bibliographic data published under Creative Commons CC0
yyyy-04-10: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|