6 citations · 8 across the 4 of their papers we have counts for
6 papers
SpaceQA: Answering Questions about the Design of Space Missions and Space Craft Concepts
Andrés García-Silva, Cristian Berrío, José Manuel Gómez-Pérez +3
We present SpaceQA, to the best of our knowledge the first open-domain QA system in Space mission design. SpaceQA is part of an initiative by the European Space Agency (ESA) to fac…
On the Impact of Knowledge-based Linguistic Annotations in the Quality of Scientific Embeddings
Andres Garcia-Silva, Ronald Denaux, Jose Manuel Gomez-Perez
In essence, embedding algorithms work by optimizing the distance between a word and its usual context in order to generate an embedding space that encodes the distributional repres…
Understanding Transformers for Bot Detection in Twitter
Andres Garcia-Silva, Cristian Berrio, Jose Manuel Gomez-Perez
In this paper we shed light on the impact of fine-tuning over social media data in the internal representations of neural language models. We focus on bot detection in Twitter, a k…
Classifying Scientific Publications with BERT -- Is Self-Attention a Feature Selection Method?
Andres Garcia-Silva, Jose Manuel Gomez-Perez
We investigate the self-attention mechanism of BERT in a fine-tuning scenario for the classification of scientific articles over a taxonomy of research disciplines. We observe how…
Enabling FAIR Research in Earth Science through Research Objects
Andres Garcia-Silva, Jose Manuel Gomez-Perez, Raul Palma +24
Data-intensive science communities are progressively adopting FAIR practices that enhance the visibility of scientific breakthroughs and enable reuse. At the core of this movement,…
Not just about size - A Study on the Role of Distributed Word Representations in the Analysis of Scientific Publications
Andres Garcia, Jose Manuel Gomez-Perez
The emergence of knowledge graphs in the scholarly communication domain and recent advances in artificial intelligence and natural language processing bring us closer to a scenario…