| Vol-3625 urn:nbn:de:0074-3625-0 Copyright © 2023 for the individual papers by the papers' authors. Copyright © 2023 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).

# PLN-DS 2023
Doctoral Symposium on Natural Language Processing from the Proyecto ILENIA 2023

### Proceedings of the Doctoral Symposium on Natural Language Processing from the Proyecto ILENIA (PLN-DS-2023) held as part of the XXXIX edition of the International Conference of the Spanish Society for Natural Language Processing (SEPLN 2023)

### Jaén, Spain, September 28, 2023.

Edited by

### María Teresa Martín-Valdivia *
Eugenio Martínez-Cámara *
M. Dolores Molina-González *
Salud María Jiménez-Zafra *

* SINAI Research Group, Computer Science Department, Universidad de Jaén, Campus Las Lagunillas, E-23071, Jaén, Spain

## Table of Contents

- Preface
  Summary: There were 14 papers submitted for peer-review to this Doctoral Symposium. All of these 14 papers were accepted for this volume.

- Progress in the Modeling of Violent Messages in Spanish Social Networks 1-9
  Beatriz Botella Gil

- Towards An Artificial Intelligence (AI)-based Framework to Automatically Adapt Short Stories in Spanish into Easier and Accessible Versions 10-18
  Isam Diab

- Semantic Planning for Multilingual Fiction Generation 19-27
  Nayla Escribano

- Extraction of Stylometric Information from Spanish Documents 28-36
  César Espín Riofrío

- Automatically Designing Machine Learning Models out of Natural Language 37-44
  Ernesto Luis Estevanell Valladares

- Automatic Detection of Hope Speech 45-51
  Daniel García Baena

- Mitigating Biases in Deep Learning Models: A Path Towards Fairness and Inclusivity 52-59
  Ismael Garrido-Muñoz

- Commonsense Knowledge and Controllable Techniques for an Effective and Efficient Approach to Text Generation 60-67
  Iván Martínez Murillo

- Enriching Natural Language Processing Systems with Semantic-Pragmatic Information through Communicative Intentions 68-76
  María Miró Maestre

- Identification of Complex Words in the Academic Domain in Spanish 77-85
  Jenny Ortiz Zambrano

- Automated Media Bias Detection: Challenges and Opportunities 86-94
  Francisco Javier Rodrigo Ginés

- Exploring Readability Assessment and Text Simplification for Science Documents within a Multilingual Educational Context 95-103
  Suna Şeyma Uçar

- Entity Modelling through Ontologies and Large Language Models 104-110
  Fabio Antonio Yáñez Romero

- Multilingual Information Extraction in Clinical Texts Using Deep Learning Approaches 111-119
  Elena Zotova

2023-12-19: submitted by Salud María Jiménez-Zafra, metadata incl. bibliographic data published under Creative Commons CC0
2024-01-24: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|