Unsupervised Machine Translation in Real-World Scenarios

no code implementations • LREC 2022 • Ona de Gibert Bonet, Iakes Goenaga, Jordi Armengol-Estapé, Olatz Perez-de-Viñaspre, Carla Parra Escartín, Marina Sanchez, Mārcis Pinnis, Gorka Labaka, Maite Melero

In this work, we present the work that has been carried on in the MT4All CEF project and the resources that it has generated by leveraging recent research carried out in the field of unsupervised learning.

Translation Unsupervised Machine Translation

Explanatory Argument Extraction of Correct Answers in Resident Medical Exams

no code implementations • 1 Dec 2023 • Iakes Goenaga, Aitziber Atutxa, Koldo Gojenola, Maite Oronoz, Rodrigo Agerri

Comprehensive experimentation with language models for Spanish shows that sometimes multilingual models fare better than monolingual ones, even outperforming models which have been adapted to the medical domain.

Multiple-choice

HiTZ@Antidote: Argumentation-driven Explainable Artificial Intelligence for Digital Medicine

no code implementations • 9 Jun 2023 • Rodrigo Agerri, Iñigo Alonso, Aitziber Atutxa, Ander Berrondo, Ainara Estarrona, Iker Garcia-Ferrero, Iakes Goenaga, Koldo Gojenola, Maite Oronoz, Igor Perez-Tejedor, German Rigau, Anar Yeginbergenova

Providing high quality explanations for AI predictions based on machine learning is a challenging and complex task.

Decision Making Explainable artificial intelligence +1

IxaMed at PharmacoNER Challenge 2019

no code implementations • WS 2019 • Xabier Lahuerta, Iakes Goenaga, Koldo Gojenola, Aitziber Atutxa Salazar, Maite Oronoz

In order to identify named entities we have made use of a Bi-LSTM with a CRF on top in combination with different types of word embeddings.

Word Embeddings

Overview of the SPMRL 2013 Shared Task: A Cross-Framework Evaluation of Parsing Morphologically Rich Languages

no code implementations • WS 2013 • Djam{\'e} Seddah, Reut Tsarfaty, S K{\"u}bler, ra, C, Marie ito, Jinho D. Choi, Rich{\'a}rd Farkas, Jennifer Foster, Iakes Goenaga, Koldo Gojenola Galletebeitia, Yoav Goldberg, Spence Green, Nizar Habash, Marco Kuhlmann, Wolfgang Maier, Joakim Nivre, Adam Przepi{\'o}rkowski, Ryan Roth, Wolfgang Seeker, Yannick Versley, Veronika Vincze, Marcin Woli{\'n}ski, Alina Wr{\'o}blewska, Eric Villemonte de la Clergerie

Exploiting the Contribution of Morphological Information to Parsing: the BASQUE TEAM system in the SPRML`2013 Shared Task

no code implementations • WS 2013 • Iakes Goenaga, Koldo Gojenola, Nerea Ezeiza

Dependency Parsing

Combining Rule-Based and Statistical Syntactic Analyzers

no code implementations • WS 2012 • Iakes Goenaga, Koldobika Gojenola, Mar{\'\i}a Jes{\'u}s Aranzabe, Arantza D{\'\i}az de Ilarraza, Kepa Bengoetxea

Part-Of-Speech Tagging