I am a researcher in natural language processing (NLP) in the Lattice team (CNRS). I got my PhD in 2019 from the university of Lille (France). I prepared it in the [Magnet] (https://team.inria.fr/magnet/) team at Inria Lille, under the supervision of Pascal Denis and Marc Tommasi. I then did a post-doc of 18 months at the university of A Coruña (Spain) in the FastParse team of Carlos Gómez-Rodríguez until december 2020.
Research Interests
I am interested in several aspects of natural languages. Most of my work has focused on syntactic analysis in a multilingual environment. But I am also interested in morphological analysis, low resource languages, historical linguistics and cross-lingual annotation consistency, amongst other.
I also work on computability and complexity theory and related areas of computer science and mathematics.
Publications
2021
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A Falta de Pan, Buenas Son Tortas: The Efficacy of Predicted UPOS Tags for Low Resource UD Parsing.
Mark Anderson, Mathieu Dehouck and Carlos Gómez-Rodríguez.
IWPT 2021, Covid-19 virtual venue.
[arXiv] -
Revisiting modal sense classification with state-of-the-art language models.
Mathieu Dehouck and Pascal Denis.
ISLE 6 workshops: Rethinking English modal constructions: From feature-based paradigms to usage-based probabilistic representations, June 2021, Covid-19 virtual venue. (abstract)
[isle] -
La phylogénie des langues au service de l’analyse automatique.
Mathieu Dehouck and Pascal Denis.
La lettre de l’InSHS, n. 69, January 2021.
[cnrs]
2020
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Data Augmentation via Subtree Swapping for Dependency Parsing of Low-Resource Languages.
Mathieu Dehouck and Carlos Gómez-Rodríguez.
Coling 2020, Covid-19 virtual venue.
[acl] -
Efficient EUD Parsing.
Mark Anderson, Mathieu Dehouck and Carlos Gómez-Rodríguez.
IWPT 2020 shared task, Covid-19 virtual venue.
[iwpt]
2019
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Phylogenetic Multi-Lingual Dependency Parsing.
Mathieu Dehouck and Pascal Denis.
NAACL 2019, Minneapolis, USA.
[acl] -
Modal sense classification with task-specific context embeddings.
Bo Li, Mathieu Dehouck and Pascal Denis.
ESANN 2019, Bruges, Belgium.
[esann]
2018
- A Framework for Understanding the Role of Morphology in Universal Dependency Parsing.
Mathieu Dehouck and Pascal Denis.
EMNLP 2018, Brussels, Belgium.
[acl]
2017
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Delexicalized Word Embeddings for Cross-lingual Dependency Parsing.
Mathieu Dehouck and Pascal Denis.
EACL 2017, Valencia, Spain.
[acl] -
Learning Morpho-Syntactic Attributes Representation for Cross-Lingual Dependency Parsing.
Mathieu Dehouck and Pascal Denis.
CLIN27, Leuven, Belgium. (abstract)
[clin]
2013
- Pragmatic Visualizations for Roassal: a Florilegium.
Mathieu Dehouck, Usman Bhatti, Alexandre Bergel, and Stéphane Ducasse.
IWST 2013, Annecy, France.
[hal]
Thesis
- Multi-Lingual Dependency Parsing : Word Representation and Joint Training for Syntactic Analysis.
Mathieu Dehouck.
PhD thesis, 2019.
[theses]