32 citations · 51 across the 9 of their papers we have counts for
9 papers
SLaDe: A Portable Small Language Model Decompiler for Optimized Assembly
Jordi Armengol-Estapé, Jackson Woodruff, Chris Cummins +1
Decompilation is a well-studied area with numerous high-quality tools available. These are frequently used for security tasks and to port legacy code. However, they regularly gener…
Matching Linear Algebra and Tensor Code to Specialized Hardware Accelerators
Pablo Antonio Martínez, Jackson Woodruff, Jordi Armengol-Estapé +3
Dedicated tensor accelerators demonstrate the importance of linear algebra in modern applications. Such accelerators have the potential for impressive performance gains, but requir…
esCorpius: A Massive Spanish Crawling Corpus
Asier Gutiérrez-Fandiño, David Pérez-Fernández, Jordi Armengol-Estapé +2
In the recent years, transformer-based models have lead to significant advances in language modelling for natural language processing. However, they require a vast amount of data t…
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-…
MarIA: Spanish Language Models
Asier Gutiérrez-Fandiño, Jordi Armengol-Estapé, Marc Pàmies +7
This work presents MarIA, a family of Spanish language models and associated resources made available to the industry and the research community. Currently, MarIA includes RoBERTa-…
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…