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Publications

Indexed Journals

  • JR Martinez-Rico, L Araujo, J Martinez-Romo (2024). Building a framework for fake news detection in the health domain. Plos one 19 (7), e0305362

  • Fernandez-Hernandez, J., Araujo, L., & Martinez-Romo, J. (2024). Generation of social network user profiles and their relationship with suicidal behaviour. Procesamiento del Lenguaje Natural, 72, 87-98.

  • Morales-Sánchez, R., Montalvo, S., Riaño, A., Martínez, R., & Velasco, M. (2024). Early diagnosis of HIV cases by means of text mining and machine learning models on clinical notes. Computers in Biology and Medicine, 179, 108830.

  • Lebeña, N., Pérez, A., & Casillas, A. (2024). Quantifying decision support level of explainable automatic classification of diagnoses in Spanish medical records. Computers in Biology and Medicine, 182, 109127.

  • Iñigo Alonso, Maite Oronoz, Rodrigo Agerri (2024). MedExpQA: Multilingual benchmarking of Large Language Models for Medical Question Answering. Artificial Intelligence in Medicine, 2024.

  • Iakes Goenaga, Aitziber Atutxa, Koldo Gojenola, Maite Oronoz, Rodrigo Agerri (2024), Explanatory argument extraction of correct answers in resident medical exams, Artificial Intelligence in Medicine Volume 157, November 2024, 102985


Conferences and Workshops

  • Martinez-Romo, J., Huesca-Barril, J. F., Araujo, L., & Marin, E. D. L. C. (2024). UNED-UNIOVI at EmoSPeech-IberLEF2024: Emotion Identification in Spanish by Combining Multimodal Textual Analysis and Machine Learning Methods. In Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2024), co-located with the 40th Conference of the Spanish Society for Natural Language Processing (SEPLN 2024), CEURWS. Org.

  • Sierra-Callau, M., Rodríguez-García, M. Á., Montalvo-Herranz, S., & Martínez-Unanue, R. (2024). UNED_MRES Team at MentalRiskES2024: Exploring Hybrid Approaches to Detect Mental Disorder Risks in Social Media.

  • Arana, J., Idoyaga, M., Urruela, M., Espina, E., Salazar, A. A., & Gojenola, K. (2024, May). A Virtual Patient Dialogue System Based on Question-Answering on Clinical Records. In Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) (pp. 2017-2027).

  • Fabregat, H., Deniz, D., Duque, A., Araujo, L., & Martinez-Romo, J. (2024). NLP-UNED at eRisk 2024: approximate nearest neighbors with encoding refinement for early detecting signs of anorexia. Working Notes of CLEF, 9-12.

  • Sánchez de Castro, A., Araujo, L., & Martinez-Romo, J. (2024). Generative LLMs for Multilingual Temporal Expression Normalization. In ECAI 2024 (pp. 3789-3796). IOS Press.

  • Larrayoz, X., Casillas, A., Oronoz, M., & Pérez, A. (2024). Mental Disorder Detection in Spanish: hands on skewed class distribution to leverage training. In IberLEF (Working Notes). CEUR Workshop Proceedings.

  • Anar Yeginbergen, Maite Oronoz, Rodrigo Agerri (2024). Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques. Proceedings of the 2024 Main Conference of the Association for Computational Linguistics (ACL 2024). August 11th to 16th, 2024. Bangkok, Thailand

  • Fernandez-Hernandez, J., Fabregat, H., Duque, A., Araujo, L., & Martinez-Romo, J. (2024). UNED-GELP at MentalRiskES 2024: Transformer-Based Encoders and Similarity Techniques for Early Risk Prediction of Mental Disorders. In IberLEF (Working Notes). CEUR Workshop Proceedings.

  • Jordan Koontz, Maite Oronoz, Alicia Pérez: (2024). Ixa-Med at Discharge Me! Retrieval-Assisted Generation for Streamlining Discharge Documentation. BioNLP@ACL 2024: 658-663

  • Anchordoqui, M. O., Urzelai, S. G., Hidalgo, J. M. G., & Ramírez, A. P. (2024). Suizidio-zantzuak sare sozialetan: ingelesez eta gaztelaniaz hizkuntza-ezaugarriak berdinak al dira?. EKAIA EHUko Zientzia eta Teknologia aldizkaria.

  • Jordan Koontz, Maite Oronoz, Alicia Pérez: (2023). Evaluating Data Augmentation for Medication Identification in Clinical Notes. RANLP 2023: 578-585

  • Iker De la Iglesia, Iakes Goenaga, Johanna Ramirez-Romero, Jose Maria Villa-Gonzalez, Josu Goikoetxea, Ander Barrena. Ranking Over Scoring: Towards Reliable and Robust Automated Evaluation of LLM-Generated Medical Explanatory Arguments

  • Nuria Lebeña, Arantza Casillas, and Alicia Pérez. 2024. Temporal Name Entity Recognition and Relation Extraction in Clinical Electronic Health Records with Span-based Entity and Relation Transformer. In Proceedings of the 2024 14th International Conference on Bioscience, Biochemistry and Bioinformatics (ICBBB '24). Association for Computing Machinery, New York, NY, USA, 48–54. https://doi.org/10.1145/3640900.3640901.


Degree, Master and PhD Theses

PROYECTOS DE GENERACIÓN DEL CONOCIMIENTO 2022 - ENIGMA (PID2022-136522OB-C21) and EDHIA (PID2022-136522OB-C22)