Building Real-world Applications with Intelligent, Neural, and Sustainable approaches
Agencia Estatal de Investigación; Ministerio de Ciencia, Innovación y Universidades
BRAINS is the ELiRF subproject of a coordinated national research project funded by MICIU/AEI and co-funded by the European Union. In BRAINS we apply neural language models to text and speech problems with a clear social impact. The work is organised in four lines: early detection of mental-health risk in Spanish, knowledge extraction from clinical and biomedical documents, automatic summarization and text simplification, and detection of sexism, misogyny and irony in multimodal content. We follow a Green AI approach. We use efficient models tailored to each domain rather than very large general-purpose systems. These models can run on the organisation’s own servers, so sensitive data such as clinical records are processed locally and never leave the institution. Smaller models also use less energy for both training and inference.
Investigadors principals
Investigadors del grup
Publicacions (13)
Veure-ho tot →- MESironic: A Multimodal Dataset and Benchmark for Irony Detection in Spontaneous Spoken Spanish
Vicent Ahuir Esteve , Barceló-Milkova, Alejandro Joaquín , Andreu Casamayor Segarra , Verdegais, Valentina González , Lluís Felip Hurtado Oliver , Periñán-Pascual, Carlos , María José Castro Bleda
Procesamiento del Lenguaje Natural, 77(0), 347-355
- ELiRF-UPV at MisonGyny-IberLEF 2026: Misogyny in Song Lyrics
Vicent Ahuir Esteve , Marín Muñoz, Sergio , María José Castro Bleda
Iberian Languages Evaluation Forum
- Improving Mental Health Screening and Early Risk Detection in Spanish
Andreu Casamayor Segarra , Vicent Ahuir Esteve , Antonio Molina Marco , Lluís Felip Hurtado Oliver
- Automatic Extraction of Food-Gut Microbiota Relations in Scientific Publications
Pere Marco García , Garcia-Gamero, Gabriel , Antonio Molina Marco , Lluís Felip Hurtado Oliver , D'auria, Giuseppe , Francino, M. Pilar
Proceedings of the 28th International Conference of the Catalan Association for Artificial Intelligence, 431, 291 – 294 · DOI: https://doi.org/10.3233/FAIA261048
- Beyond Surface Metrics: Modeling Abstractivity in Summarization via Action-Based Spectrums
Vicent Ahuir Esteve , María José Castro Bleda , Lluís Felip Hurtado Oliver
IEEE Access, 14, 23983-23995 · DOI: 10.1109/ACCESS.2026.3662813
- ELiRF-UPV at BioNNE-R Task: Transfer Learning on Transformer-based Models for Biomedical Relation Classification
Pere Marco García , Vicent Ahuir Esteve , Marc Hurtado Beneyto , Antonio Molina Marco
Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2026), 4283
- ELiRF-UPV at EXIST 2026: Multimodal Fusion and Few-Shot LLMs for Sexism Detection in Memes and Videos
Juan Alfonso Garcia Real , Vicent Ahuir Esteve , María José Castro Bleda
Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2026), 4283
- ELiRF-UPV at SimpleText 2026: Decoupling Action Prediction and Controlled Generation for Text Simplification
Marc Hurtado Beneyto , Vicent Ahuir Esteve , Antonio Molina Marco , María José Castro Bleda
Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2026), 4283
- ELiRF-UPV@ MedExACT 2026: Dynamic Section Conditioning for Medical Decision Span Detection in Discharge Summaries
Vicent Ahuir Esteve , Lluís Felip Hurtado Oliver , María José Castro Bleda
BioNLP 2026 (Shared Tasks), 71-76
- Incremental Context Expansion and Domain-Adapted Transformers for Early Mental Health Risk Detection in Spanish
Andreu Casamayor Segarra , Vicent Ahuir Esteve , Antonio Molina Marco , Lluís Felip Hurtado Oliver
IEEE Access, 14, 145510-145538 · DOI: 10.1109/ACCESS.2026.3734589
- Overview of SpeechMATICS at IberLEF 2026: Speech Multimodal Audio-Text Irony Classification in Spanish
Vicent Ahuir Esteve , Barceló-Milkova, Alejandro Joaquín , Andreu Casamayor Segarra , Lluís Felip Hurtado Oliver , María José Castro Bleda
Procesamiento del Lenguaje Natural, 77, 689–697 · DOI: 10.26342/2026-77-49
- Digitization and recognition of Jacquard cards for textile design
María José Castro Bleda , Salvador España Boquera , Lorente, M.R. , Ribes, E.
Multimedia Tools and Applications · DOI: 10.1007/s11042-025-20917-9
- Leveraging Transformers-based models and linked data for deep phenotyping in radiology
Lluís Felip Hurtado Oliver , Luis Marco Ruiz , Encarna Segarra Soriano , María José Castro Bleda , Bustos Moreno, Aurelia , de la Iglesia Vayá, Maria , Vallalta Rueda, Juan Francisco
Computer Methods and Programs in Biomedicine, 260 · DOI: 10.1016/j.cmpb.2024.108567