5 citations · 8 across the 4 of their papers we have counts for
5 papers
Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan
Jordi Armengol-Estapé, Casimiro Pio Carrino, Carlos Rodriguez-Penagos +5
Multilingual language models have been a crucial breakthrough as they considerably reduce the need of data for under-resourced languages. Nevertheless, the superiority of language-…
Persistent Homology Captures the Generalization of Neural Networks Without A Validation Set
Asier Gutiérrez-Fandiño, David Pérez-Fernández, Jordi Armengol-Estapé +1
The training of neural networks is usually monitored with a validation (holdout) set to estimate the generalization of the model. This is done instead of measuring intrinsic proper…
Spanish Biomedical and Clinical Language Embeddings
Asier Gutiérrez-Fandiño, Jordi Armengol-Estapé, Casimiro Pio Carrino +3
We computed both Word and Sub-word Embeddings using FastText. For Sub-word embeddings we selected Byte Pair Encoding (BPE) algorithm to represent the sub-words. We evaluated the Bi…
Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology
David Pérez-Fernández, Asier Gutiérrez-Fandiño, Jordi Armengol-Estapé +1
Characterizing the structural properties of neural networks is crucial yet poorly understood, and there are no well-established similarity measures between networks. In this work,…
A Vulnerability Study on Academic Collaboration Networks Based on Network Dynamics
Asier Gutiérrez-Fandiño, Jordi Armengol-Estapé, Marta Villegas
Researchers that work for the same institution use their email as the main communication tool. Email can be one of the most fruitful attack vectors of research institutions as they…