| Vol-2593 urn:nbn:de:0074-2593-5 Copyright © 2020 for the individual papers by the papers' authors. Copyright © 2020 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 2020
Narrative Extraction From Texts

### Proceedings of Text2Story — Third Workshop on Narrative Extraction From Texts
co-located with 42nd European Conference on Information Retrieval (ECIR 2020)

### Lisbon, Portugal, April 14th, 2020 (online event due to Covid-19 outbreak).

Edited by

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

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 - Quinta do Contador - Estrada da Serra, 2300-313 Tomar, Portugal
4 Kyoto University, Japan, Yoshida-Honmachi, Sakyo-ku, Kyoto 606-8501 Japan
5 IBM Research AI, India, ISID Campus, Plot No. 4, Block C, New Delhi 110070, India

## Table of Contents

- Preface

### First Story: Keynote Speakers

- Tailoring Media Monitoring with User Feedback 1
  Sebastião Miranda
- Recent Advances in Narrative Natural Language Processing 3
  Mark Finlayson

### Second Story: Full Papers

- Teargas, Water Cannons and Twitter: A case study on detecting protest repression events in Turkey 2013 5-13
  Fatma Elsafoury
- Measuring Narrative Fluency by Analyzing Dynamic Interaction Networks in Textual Narratives 15-22
  O-Joun Lee, Jin-Taek Kim
- Breaking the Subtopic Barrier in Cross-Document Event Coreference Resolution 23-29
  Michael Bugert, Nils Reimers, Shany Barhom, Ido Dagan, Iryna Gurevych
- Time-centric Exploration of Court Documents 31-37
  Philip Hausner, Dennis Aumiller, Michael Gertz
- Incorporating Context and Knowledge for Better Sentiment Analysis of Narrative Text 39-45
  Chenyang Lyu, Tianbo Ji, Yvette Graham
- Scene Linking Annotation and Automatic Scene Characterization in TV Series 47-53
  Aman Berhe, Camille Guinaudeau, Claude Barras
- Batch Clustering for Multilingual News Streaming 55-61
  Mathis Linger, Mhamed Hajaiej
- A Framework towards Computational Narrative Analysis on Blogs 63-69
  Kiran Kumar Bandeli, Muhammad Nihal Hussain, Nitin Agarwal
- Temporal Embeddings and Transformer Models for Narrative Text Understanding 71-77
  Vani K, Simone Mellace, Alessandro Antonucci
- Eve2Sign: Creating Signed Networks of News Events 79-87
  Roshni Chakraborty, Srishti Bhandari, Nilotpal Chakraborty, Ritwika Das

### Third Story: Position Papers

- Towards a Cross-article Narrative Comparison of News 89-94
  Martino Mensio, Harith Alani, Alistair Willis
- The Need to Move beyond Triples 95-104
  Fabian Suchanek

### Fourth Story: Demo Papers

- Timelines: Entity-centric Event Extraction from Online News 105-114
  Jakub Piskorski, Vanni Zavarella, Martin Atkinson, Marco Verile

Complete proceedings in one ZIP file

2020-04-12: submitted by Ricardo Campos and João Cordeiro, metadata incl. bibliographic data published under Creative Commons CC0
2020-04-12: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|