NLP-DS 2024
Doctoral Symposium on Natural Language Processing 2024

Table of Contents

• Preface
  Summary: There were 24 papers submitted for peer-review to this Doctoral Symposium. All of these 24 papers were accepted for this volume.

• An Approach to a Cost-Effective and Controllable Text Generation Architecture 1-8
  Ivan Martínez-Murillo

• Natural Language Processing Models for Knowledge Discovery in Medical Texts 9-14
  Eduardo Grande

• Analysing Linguistic Markers on Fake News to Enhance the Explainability of Deception Detection Systems 15-23
  Alba Pérez-Montero

• Educational Material to Knowledge Graph Conversion: A Methodology to Enhance Digital Education 24-32
  Miquel Canal-Esteve

• Bias Mitigation in Corpora for LLMs Training Applied to Text Simplification 33-41
  Victoria Muñoz-García

• Natural Language Processing in the Detection and Treatment of Mental Health Issues 42-50
  Alba María Mármol-Montero

• Reusing, Recycling and Reducing Large Models for Developing Green and Responsible Language Technology 51-59
  Ainhoa Vivel-Couso

• Towards User-Reliable Machine Translation Evaluation 60-68
  Sofía García González

• Improving AutoML for LLMs via Knowledge-Based Meta-Learning 69-77
  Ernesto Luis Estevanell-Valladares

• Improving Robustness and Reproducibility in Validation of Natural Language Generation Systems 78-86
  Javier González Corbelle

• Evaluation of Large Language Models in Multilingual Settings 87-95
  Maite Heredia Arribas

• Artificial Intelligence and Natural Language Processing Applied to Design 96-104
  María Villalba

• Can Natural Language Processing Technologies Help the Digital Transformation of Local Public Administrations? 105-113
  Ángel Lloret

• Using Argumentation Theory to Fight Misinformation 114-122
  Blanca Calvo Figueras

• Multimodal Emotion Recognition in the Political Domain in Spanish 123-131
  Ronghao Pan

• Analysis of Lexical Ambiguity in Vector Models 132-139
  Marta Vázquez Abuín

• Leveraging Temporal Analysis to Predict the Impact of Political Messages on Social Media in Spanish 140-148
  Ibai Guillén Pacho

• Enhancing Trustworthy in NLP Systems Through Explainability 149-155
  Santiago González Silot

• Adaptation of Large Language Models for Spanish Text Generation in Responsible AI Problems 156-163
  María Estrella Vallecillo Rodríguez

• Word Sense Disambiguation for Linking Domain-Specific Resources 164-172
  Lucía Palacios

• Separating Linguistic Competence from Factual Knowledge in Large Language Models 173-177
  Jaime Collado-Montañez

• Automatic Medical Knowledge Graph Construction 178-186
  Joel Pardo-Ferrera

• Application of Artificial Intelligence to Knowledge Discovery for the Maintenance and Conservation of Botanical Gardens 187-192
  Claudia Aguilar-Rajme

• Automatic Text Classification using Readability Levels in Galician and Spanish 193-201
  Sandra Rodríguez Rey