Daniel Fernández-González, Ph.D.

Assistant Professor at University of Vigo.

Department of Computer Science, University of Vigo, Edificio Politécnico, As Lagoas s/n, 32004 Ourense, Spain.

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ORCID

Main Publications

• Daniel Fernández-González, Structured Sentiment Analysis as Transition-based Dependency Parsing. arXiv preprint
• Daniel Fernández-González, Shift-Reduce Task-Oriented Semantic Parsing with Stack-Transformers, Cognitive Computation, 2024. ISSN 1866-9964. DOI 10.1007/s12559-024-10339-4. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Discontinuous Grammar as a Foreign Language, Neurocomputing, 524:43-58, 2023. ISSN 0925-2312. DOI 10.1016/j.neucom.2022.12.045. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Dependency Parsing with Bottom-up Hierarchical Pointer Networks, Information Fusion, 91:494-503, 2023. ISSN 1566-2535. DOI 10.1016/j.inffus.2022.10.023. [bibtex]
• Daniel Fernández-González, Transition-based Semantic Role Labeling with Pointer Networks, Knowledge-Based Systems, 260:110127. 2023. ISSN 0950-7051. DOI 10.1016/j.knosys.2022.110127. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Multitask Pointer Network for Multi-Representational Parsing, Knowledge-Based Systems, 236:107760. 2022. ISSN 0950-7051. DOI 10.1016/j.knosys.2021.107760. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Reducing Discontinuous to Continuous Parsing with Pointer Network Reordering, EMNLP 2021. The Conference on Empirical Methods in Natural Language Processing. Proceedings of the Conference, pp. 10570-10578, Online and Punta Cana, Dominican Republic, 2021. ISBN 978-1-955917-09-4. DOI 10.18653/v1/2021.emnlp-main.825. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Transition-based Semantic Dependency Parsing with Pointer Networks, ACL 2020. The 58th Annual Meeting of the Association for Computational Linguistics. Proceedings of the Conference, pp. 7035-7046, Seattle, WA, USA (Online), 2020. ISBN 978-1-952148-25-5. DOI 10.18653/v1/2020.acl-main.629. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Enriched In-Order Linearization for Faster Sequence-to-Sequence Constituent Parsing, ACL 2020. The 58th Annual Meeting of the Association for Computational Linguistics. Proceedings of the Conference, pp. 4092-4099, Seattle, WA, USA (Online), 2020. ISBN 978-1-952148-25-5. DOI 10.18653/v1/2020.acl-main.376. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Discontinuous Constituent Parsing with Pointer Networks, Proc. of the 34th AAAI Conference on Artificial Intelligence (AAAI-20), pp. 7724-7731, New York, NY, USA, 2020. ISSN 2159-5399. ISBN 978-1-57735-835-0. DOI 10.1609/aaai.v34i05.6275. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Left-to-Right Dependency Parsing with Pointer Networks, NAACL HLT 2019. The 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Proceedings of the Conference Vol. 1 (Long and Short Papers), pp. 710-716, Minneapolis, MN, USA, 2019. ISBN 978-1-950737-13-0. DOI 10.18653/v1/N19-1076. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Faster Shift-Reduce Constituent Parsing with a Non-Binary, Bottom-Up Strategy, Artificial Intelligence, 275:559-574, 2019. ISSN 0004-3702. DOI 10.1016/j.artint.2019.07.006. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Dynamic Oracles for Top-Down and In-Order Shift-Reduce Constituent Parsing, in Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), pp. 1303-1313, Brussels, Belgium, 2018. ISBN 978-1-948087-84-1. DOI 10.18653/v1/D18-1161. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing, in Proc. of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL HLT 2018), Volume 2 (Short Papers), pp. 386-392, New Orleans, Louisiana, USA, 2018. ISBN 978-1-948087-29-2. DOI 10.18653/v1/N18-2062. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Non-Projective Dependecy Parsing with Non-Local Transitions, in Proc. of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL HLT 2018), Volume 2 (Short Papers), pp. 693-700, New Orleans, Louisiana, USA, 2018. ISBN 978-1-948087-29-2. DOI 10.18653/v1/N18-2109. [bibtex]
• Daniel Fernández-González and Carlos Gómez-Rodríguez, A Full Non-monotonic Transition System for Unrestricted non-Projective Parsing, in Proc. of the 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017), pp. 288-298, Vancouver, Canada, 2017. ISBN 978-1-945626-75-3. DOI 10.18653/v1/P17-1027
• Daniel Fernández-González, Carlos Gómez-Rodríguez and David Vilares, Improving the Arc-Eager Model with Reverse Parsing, Computing and Informatics, 35(3):555-585, 2016. ISSN 1335-9150.
• Carlos Gómez-Rodríguez and Daniel Fernández-González, An Efficient Dynamic Oracle for Unrestricted Non-Projective Parsing, in Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing (ACL-IJCNLP 2015), Volume 2: Short Papers, pp. 256-261, Beijing, China, 2015. ISBN 978-1-941643-73-0. DOI 10.3115/v1/p15-2042
• Daniel Fernández-González and André F. T. Martins. Parsing as Reduction, in Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing (ACL-IJCNLP 2015), Volume 1: Long Papers, pp. 1523-1533, Beijing, China, 2015. ISBN 978-1-941643-72-3. DOI 10.3115/v1/p15-1147
• Carlos Gómez-Rodríguez, Daniel Fernández-González and Víctor M. Darriba, Undirected Dependency Parsing, Computational Intelligence, 31(2):348-384, 2015. ISSN 1467-8640. DOI 10.1111/coin.12027
• Joakim Nivre and Daniel Fernández-González, Arc-Eager Parsing with the Tree Constraint, Computational Linguistics, 40(2):259-267, 2014. ISSN 0891-2017. DOI 10.1162/COLI_a_00185
• Carlos Gómez-Rodríguez and Daniel Fernández-González, Dependencias no dirigidas para el análisis basado en transiciones, Procesamiento del Lenguaje Natural, 48:43-50, 2012. ISSN 1135-5948.
• Daniel Fernández-González and Carlos Gómez-Rodríguez, Improving Transition-Based Dependency Parsing with Buffer Transitions, in Proceedings of the Conference on Empirical Methods in Natural Language Processing and Natural Language Learning (EMNLP-CoNLL 2012), pp. 308-319, Jeju, Korea, 2012. ISBN 978-1-937284-43-5.
• Carlos Gómez-Rodríguez and Daniel Fernández-González, Dependency Parsing with Undirected Graphs, in Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics. Proceedings of the Conference (EACL 2012), pp. 66-76, Avignon, France, 2012. ISBN 978-1-937284-19-0.

International Research Stays

• Instituto Superior Técnico, Lisbon, Portugal. Supervised by André F. T. Martins. 1st July 2014 - 17th August 2014.
• Uppsala University, Sweden. Supervised by Joakim Nivre. 4th April 2013 - 19th May 2013.
• INRIA (Institut nacional de Recherche en Informatique et Automatique), Paris, France. Supervised by Eric Villemonte De La Clergerie. 1st November 2009 - 20th December 2009.

Academic Services

• Reviewer for Transactions of the Association for Computational Linguistics (TACL).
• Member of the committee in the “tagging, chunking, syntax and parsing” track for: ACL 2023, EACL 2023, EMNLP 2022, AACL-IJCNLP 2022, ACL 2022, NAACL 2021, EACL 2021, EMNLP 2021, ACL 2021, EMNLP 2020, ACL 2020, AACL 2020, AAAI 2020, COLING 2020, EMNLP 2019, EMNLP 2018, EMNLP 2017, ACL 2016, EMNLP 2016, EMNLP 2015.
• Reviewer for CICLING 2013, CICLING 2014.
• Reviewer for SEPLN 2012, SEPLN 2013.
• Reviewer for LATA 2012.

Teaching Experience

• Automata Theory and Formal Languages subject of the Computer Science degree. Universidade de Vigo. 90 hours. 2022-2023.
• Computational Logic subject of the Computer Science degree. Universidade de Vigo. 90 hours. 2022-2023.
• Empirical Methods for Natural Language Processing subject of the Master degree in Artificial Intelligence Research. AEPIA-UIMP (Asociación Española para la Inteligencia Artificial – Universidad Internacional Menéndez Pelayo). Teaching Assistant. 2020-2021.
• TRAINING FOR CA ACADEMIC STAFF: “BLENDED LEARNING, LINGUISTICS, NATURAL LANGUAGE PROCESSING AND QUALITY ASSESSMENT”. Universidade da Coruña. 3 hours. 2017-2018.
• Automata Theory and Formal Languages subject of the Computer Science degree. Universidade de Vigo. 60 hours. 2014-2015.
• Language Processing subject of the Computer Science degree. Universidade de Vigo. 60 hours. 2013-2014.

Grants and Awards

• Outstanding Phd Award. Universidade da Coruña. 2016.
• FPU Fellowship. Spanish Ministry of Education, Culture and Sport. 2011.
• PhD Fellowship. Regional Government of Galicia. 2011 (declined).
• Collaboration Scholarship. Universidade de Vigo. 2009.
• Collaboration Scholarship. Regional Government of Galicia. 2008.
• Outstanding Graduate Award. Universidade de Vigo. 2011.
• Outstanding Graduate Award. Universidade de Vigo. 2008.
• Outstanding Graduate Award. Regional Government of Galicia. 2008.