Marta Villegas

Marta Villegas

Universidad Pompeu Fabra

H-index: 21

Europe-Spain

About Marta Villegas

Marta Villegas, With an exceptional h-index of 21 and a recent h-index of 16 (since 2020), a distinguished researcher at Universidad Pompeu Fabra, specializes in the field of Natural Language Processing.

His recent articles reflect a diverse array of research interests and contributions to the field:

Transferencia de Tareas basada en Implicación Textual para la Clasificación de Textos en Catalán en Escenarios de Pocos Datos

Language Report Spanish

Predicting the evolution of COVID-19 mortality risk: A Recurrent Neural Network approach

Language Report Catalan

A weakly supervised textual entailment approach to zero-shot text classification

Vickybot, a chatbot for anxiety-depressive symptoms and work-related burnout in primary care and health care professionals: Development, feasibility, and potential …

Entailment-based Task Transfer for Catalan Text Classification in Small Data Regimes

Anticipating the Debate: Predicting Controversy in News with Transformer-based NLP

Marta Villegas Information

University

Position

Researcher

Citations(all)

1632

Citations(since 2020)

929

Cited By

929

hIndex(all)

21

hIndex(since 2020)

16

i10Index(all)

31

i10Index(since 2020)

21

Email

University Profile Page

Universidad Pompeu Fabra

Google Scholar

View Google Scholar Profile

Marta Villegas Skills & Research Interests

Natural Language Processing

Top articles of Marta Villegas

Title

Journal

Author(s)

Publication Date

Transferencia de Tareas basada en Implicación Textual para la Clasificación de Textos en Catalán en Escenarios de Pocos Datos

Procesamiento del lenguaje natural

Marta Villegas Montserrat

Oier López de Lacalle Lekuona

Irene Baucells de la Peña

Blanca Calvo Figueras

2023

Language Report Spanish

Maite Melero

Pablo Peñarrubia

David Cabestany

Blanca Calvo

Mar Rodríguez

...

2023/6/7

Predicting the evolution of COVID-19 mortality risk: A Recurrent Neural Network approach

Computer Methods and Programs in Biomedicine Update

Marta Villegas

Aitor Gonzalez-Agirre

Asier Gutiérrez-Fandiño

Jordi Armengol-Estapé

Casimiro Pio Carrino

...

2023/1/1

Language Report Catalan

Maite Melero

Blanca Calvo

Mar Rodríguez

Marta Villegas

2023/6/7

A weakly supervised textual entailment approach to zero-shot text classification

Marc Pàmies

Joan Llop

Francesco Multari

Nicolau Duran-Silva

César Parra-Rojas

...

2023/5

Vickybot, a chatbot for anxiety-depressive symptoms and work-related burnout in primary care and health care professionals: Development, feasibility, and potential …

Journal of medical Internet research

Gerard Anmella

Miriam Sanabra

Mireia Primé-Tous

Xavier Segú

Myriam Cavero

...

2023/4/3

Entailment-based Task Transfer for Catalan Text Classification in Small Data Regimes

Procesamiento del Lenguaje Natural

Irene Baucells de la Peña

Blanca Calvo Figueras

Marta Villegas

Oier Lopez de Lacalle

2023/9/13

Anticipating the Debate: Predicting Controversy in News with Transformer-based NLP

Procesamiento del Lenguaje Natural

Blanca Calvo Figueras

Asier Gutiérrez-Fandiño

Marta Villegas

2023/3/31

Sex and gender bias in natural language processing

Davide Cirillo

Hila Gonen

Enrico Santus

Alfonso Valencia

Marta R Costa-jussà

...

2022/1/1

Assessing the Limits of Straightforward Models for Nested Named Entity Recognition in Spanish Clinical Narratives

Matías Rojas

Casimiro Pio Carrino

Aitor Gonzalez-Agirre

Jocelyn Dunstan

Marta Villegas

2022/12

PRESTOapp for health workers with mental health symptoms related to the COVID-19 pandemic

European Psychiatry

M Primé Tous

G Anmella

X Segú

MDR Fernández Canseco

C Carrino

...

2022/6/1

ParlamentParla: A speech corpus of catalan parliamentary sessions

Baybars Kulebi

Carme Armentano-Oller

Carlos Rodríguez-Penagos

Marta Villegas

2022/6

Pretrained biomedical language models for clinical NLP in Spanish

Casimiro Pio Carrino

Joan Llop

Marc Pàmies

Asier Gutiérrez-Fandiño

Jordi Armengol-Estapé

...

2022/5

Spanish biomedical crawled corpus: A large, diverse dataset for spanish biomedical language models

arXiv preprint arXiv:2109.07765

Casimiro Pio Carrino

Jordi Armengol-Estapé

Ona de Gibert Bonet

Asier Gutiérrez-Fandiño

Aitor Gonzalez-Agirre

...

2021/9/16

Biomedical and clinical language models for spanish: On the benefits of domain-specific pretraining in a mid-resource scenario

arXiv preprint arXiv:2109.03570

Casimiro Pio Carrino

Jordi Armengol-Estapé

Asier Gutiérrez-Fandiño

Joan Llop-Palao

Marc Pàmies

...

2021/9/8

The catalan language club

arXiv preprint arXiv:2112.01894

Carlos Rodriguez-Penagos

Carme Armentano-Oller

Marta Villegas

Maite Melero

Aitor Gonzalez

...

2021/12/3

Are multilingual models the best choice for moderately under-resourced languages? A comprehensive assessment for Catalan

In Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021

Jordi Armengol-Estapé

Casimiro Pio Carrino

Carlos Rodriguez-Penagos

Ona de Gibert Bonet

Carme Armentano-Oller

...

2021/7/16

Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology

arXiv preprint arXiv:2101.07752

David Pérez-Fernández

Asier Gutiérrez-Fandiño

Jordi Armengol-Estapé

Marta Villegas

2021/1/19

Spanish language models

arXiv preprint arXiv:2107.07253

Asier Gutiérrez-Fandiño

Jordi Armengol-Estapé

Marc Pàmies

Joan Llop-Palao

Joaquín Silveira-Ocampo

...

2021/7

Persistent homology captures the generalization of neural networks without a validation set

Asier Gutiérrez-Fandiño

David Pérez Fernández

Jordi Armengol-Estapé

Marta Villegas

2021/11/9

See List of Professors in Marta Villegas University(Universidad Pompeu Fabra)