Proposal of a Method for Analyzing the Explainability of Similarity Between Short Texts in Spanish

Isidro Jara Matas, Luis de la Fuente Valentin, Alfonso Ortega de la Puente, Javier Sanz Fayos

2025

Abstract

The aim of this project is the design and implementation of a system for analyzing the explainability of similarity between short texts (< 200 words), in Spanish language, with a special focus on the academic domain. For the system implementation, different models based on the BERT architecture will be used. A concise analysis of the explainability of the proposed system will be conducted, aiming to understand the intrinsic functioning of the method and to provide feedback to stakeholders, such as the author of the evaluated text or the professional deciding to use the system. Furthermore, based on the obtained results, an estimation of the system's goodness will be carried out through statistical analysis. This will enable both a comparison with other possible implementations and the proposal of future improvements that could have a positive impact on a more realistic assessment of texts.

Paper Citation

in Harvard Style

Jara Matas I., de la Fuente Valentin L., Ortega de la Puente A. and Sanz Fayos J. (2025). Proposal of a Method for Analyzing the Explainability of Similarity Between Short Texts in Spanish. In Proceedings of the 17th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART; ISBN 978-989-758-737-5, SciTePress, pages 1017-1022. DOI: 10.5220/0013249500003890

in Bibtex Style

@conference{icaart25,
author={Isidro Jara Matas and Luis de la Fuente Valentin and Alfonso Ortega de la Puente and Javier Sanz Fayos},
title={Proposal of a Method for Analyzing the Explainability of Similarity Between Short Texts in Spanish},
booktitle={Proceedings of the 17th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART},
year={2025},
pages={1017-1022},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013249500003890},
isbn={978-989-758-737-5},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 17th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART
TI - Proposal of a Method for Analyzing the Explainability of Similarity Between Short Texts in Spanish
SN - 978-989-758-737-5
AU - Jara Matas I.
AU - de la Fuente Valentin L.
AU - Ortega de la Puente A.
AU - Sanz Fayos J.
PY - 2025
SP - 1017
EP - 1022
DO - 10.5220/0013249500003890
PB - SciTePress