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https://ceur-ws.org/Vol-3797/preface.pdf
CEUR Workshop Proceedings
Proceedings of the Doctoral Symposium on Natural Language Processing 2024
(NLP-DS-2024)
Papers
An Approach to a Cost-Effective and Controllable Text Generation Architecture
Iván Martínez-Murillo …………………………….......…………………………………………………..1-8
Natural Language Processing Models for Knowledge Discovery in Medical Texts
Eduardo Grande……………………………………………………………………………………........9-14
Analysing Linguistic Markers on Fake News to Enhance the Explainability of Deception Detection
Systems
Alba Pérez-Montero...……………………………………………………………………………….....15-23
Educational Material to Knowledge Graph Conversion: A Methodology to Enhance Digital
Education
Miquel Canal-Esteve....………………………….….…...…………………….……..…….......…......24-32
Bias Mitigation in Corpora for LLMs Training Applied to Text Simplification
Victoria Muñoz-García…………………………...................……….…...……….……......…..........33-41
Natural Language Processing in the Detection and Treatment of Mental Health Issues
Alba María Mármol-Romero....…………………………...………………..……..………………..…42-50
Reusing, Recycling and Reducing Large Models for Developing Green and Responsible Language
Technology
Ainhoa Vivel-Couso….…………………………………..…………………..……….…….……….…51-59
CEUR
ceur-ws.org
Workshop ISSN 1613-0073
Proceedings
Towards User-Reliable Machine Translation Evaluation
Sofía García González.……………………………………………...…..……..………………….....60-68
Improving AutoML for LLMs via Knowledge-Based Meta-Learning
Ernesto Luis Estevanell-Valladares..………...………...……………………….…….…….….....….69-77
Improving Robustness and Reproducibility in Validation of Natural Language Generation Systems
Javier González Corbelle...…………………………………………….……………………………...78-86
Evaluation of Large Language Models in Multilingual Settings
Maite Heredia Arribas…………...…………………………………….…………………….…..….....87-95
Artificial Intelligence and Natural Language Processing Applied to Design
María Villalba……...……………………….………….………………………………………...........96-104
Can Natural Language Processing Technologies Help the Digital Transformation of Local Public
Administrations?
Ángel Lloret …………………...….……………………………….…………………….…….….....105-113
Using Argumentation Theory to Fight Misinformation
Blanca Calvo Figueras……….……………….…………………….……....................................114-122
Multimodal Emotion Recognition in the Political Domain in Spanish
Ronghao Pan………………………….……….…………………….……....................................123-131
Analysis of Lexical Ambiguity in Vector Space Models
Marta Vázquez Abuín……….………………….…………….…….…….....................................132-139
Leveraging Temporal Analysis to Predict the Impact of Political Messages on Social Media in
Spanish
Ibai Guillén Pacho…………….……………….………………….…….......................................140-148
Enhancing Trustworthy in NLP Systems Through Explainability
Santiago González-Silot……………………….…………………….……...................................149-155
Adaptation of Large Language Models for Spanish Text Generation in Responsible AI Problems
María Estrella Vallecillo Rodríguez..………….…………………….……...................................156-163
Word Sense Disambiguation for Linking Domain-Specific Resources
Lucía Palacios.………………………………….…………………….……...................................164-172
Separating Linguistic Competence from Factual Knowledge in Large Language Models
Jaime Collado-Montañez...………………….…………………….……......................................173-177
Automatic Medical Knowledge Graph Construction
Joel Pardo-Ferrera………...………………….…………………….…….....................................178-186
Application of Artificial Intelligence to Knowledge Discovery for the Maintenance and Conservation
of Botanical Gardens
Claudia Aguilar-Rajme…...………………….…………………….……......................................187-192
Automatic Text Classification using Readability Levels in Galician and Spanish
Sandra Rodríguez Rey…...………………….…………………….…….....................................193-201
CEUR Workshop Proceedings
Proceedings of the Doctoral Symposium on Natural Language Processing 2024
(NLP-DS-2024)
Organization
Organizing committee
Alba Bonet Jover Universidad de Alicante alba.bonet@dlsi.ua.es
David Vilares Calvo Universidad de A Coruña david.vilares@udc.es
Elena Lloret Pastor Universidad de Alicante elloret@dlsi.ua.es
M. Dolores Molina González Universidad de Jaén mdmolina@ujaen.es
Salud María Jiménez Zafra Universidad de Jaén sjzafra@ujaen.es
Edited in: Universidad de Jaén, Universidad de Alicante and Universidad de A Coruña
Year: 2024
Editors
Alba Bonet Jover Universidad de Alicante alba.bonet@dlsi.ua.es
David Vilares Calvo Universidad de A Coruña david.vilares@udc.es
Elena Lloret Pastor Universidad de Alicante elloret@dlsi.ua.es
M. Dolores Molina González Universidad de Jaén mdmolina@ujaen.es
Salud María Jiménez Zafra Universidad de Jaén sjzafra@ujaen.es
Published by: CEUR Workshop Proceedings
Program Committee
Pilar López Úbeda HT Médica
Alberto Díaz Esteban Universidad Complutense de Madrid
Andrés Montoyo Guijarro Universidad de Alicante
Estela Saquete Boró Universidad de Alicante
José Manuel Perea Ortega Universidad de Extremadura
Manuel Carlos Díaz Galiano Universidad de Jaén
Miguel Ángel García Cumbreras Universidad de Jaén
Arturo Montejo Ráez Universidad de Jaén
Miguel Ángel Alonso Pardo Universidad de A Coruña
Rafael Valencia García Universidad de Murcia
Javier Ortega Universidad de Sevilla
José Antonio Troyano Universidad de Sevilla
Valentín Cardeñoso Universidad de Valladolid
Gemma Bel Universidad Nacional Autónoma de México
Julio Gonzalo Universidad Nacional de Educación a Distancia
Mariona Coll Ardanuy Universidad Politécnica de Valencia
Emilio Sanchís Arnal Universidad Politécnica de Valencia
Encarnación Segarra Universidad Politécnica de Valencia
Núria Bel Universitat Pompeu Fabra
Rodrigo Agerri UPV/EHU
Aitziber Atucha UPV/EHU
German Rigau UPV/EHU
Francisco Rangel Symanto Research
Montserrat Cuadros Vicomtech
Acknowledgements
These proceedings have been partially supported by projects with reference 2022/TL22/00215337,
2022/TL22/00215336, 2022/TL22/00215335 and 2022/TL22/00215334 funded by Ministerio de Asuntos
Económicos y Transformación Digital and Plan de Recuperación, Transformación y Resiliencia - Funded by
the European Union - NextGenerationEU; and Cátedra HiTZ de Inteligencia Artificial y Tecnología de la
Lengua (TSI100923-2023-1) supported by Plan de Recuperación, Transformación y Resiliencia - Funded
by the European Union, as well as the Secretaría de Estado de Telecomunicaciones e Infraestructuras
Digitales.
CEUR Workshop Proceedings
Proceedings of the Doctoral Symposium on Natural Language Processing 2024
(NLP-DS-2024)
Preamble
The Spanish Society for Natural Language Processing has organized the 7th edition of the Doctoral
Symposium on Natural Language Processing held in Valladolid on September 26, 2024 as part of the XL
International Conference of the Spanish Society for Natural Language Processing (SEPLN 2024).
The aim of the Doctoral Symposium is to promote scientific vocations in the field of Language Technologies
and Natural Language Processing (NLP). To this end, it organizes a meeting point where PhD students in
the area of NLP can present their work. Moreover, they receive constructive feedback and guidance from
experienced researchers in their area of work.
In the 2024 edition, 24 PhD students participated. All participants submitted a paper describing their
proposals, all of them being accepted after review by two members of the program committee and by the
organizing committee.
September 2024
The editors
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 BY4.0).