The Metagrammar Compiler: An NLP Application with a Multi-paradigm Architecture. - Denys Duchier; Joseph Le Roux; Yannick Parmentier 001 (MOZ, 2004)

XMG : un Compilateur de Méta-Grammaires Extensible. - Denys Duchier; Joseph Le Roux; Yannick Parmentier 001 (TALN (Articles longs), 2005)

XMG - An Expressive Formalism for Describing Tree-Based Grammars. - Yannick Parmentier 001; Joseph Le Roux; Benoît Crabbé (EACL, 2006)

A Constraint Driven Metagrammar. - Joseph Le Roux; Benoît Crabbé; Yannick Parmentier 001 (TAG, 2006)

Lexical Disambiguation with Polarities and Automata. - Guillaume Bonfante; Joseph Le Roux; Guy Perrier (CIAA, 2006)

Modélisation de la coordination dans les grammaires d'interaction. - Joseph Le Roux; Guy Perrier (Trait. Autom. des Langues, 2006)

La coordination dans les grammaires d'interaction. (Coordination in Interaction Grammars). - Joseph Le Roux (2007)

A Toolchain for Grammarians. - Bruno Guillaume; Joseph Le Roux; Jonathan Marchand; Guy Perrier; Karën Fort; Jennifer Planul (COLING (Demos), 2008)

Feature Unification in TAG Derivation Trees. - Sylvain Schmitz; Joseph Le Roux (TAG, 2008)

Calculs d'unification sur les arbres de dérivation TAG. - Sylvain Schmitz; Joseph Le Roux (TALN (Articles courts), 2008)

Deductive Parsing in Interaction Grammars. - Joseph Le Roux (IWPT, 2009)

Analyse déductive pour les grammaires d'interaction. - Joseph Le Roux (TALN (Articles longs), 2009)

Handling Unknown Words in Statistical Latent-Variable Parsing Models for Arabic, English and French. - Mohammed Attia; Jennifer Foster; Deirdre Hogan; Joseph Le Roux; Lamia Tounsi; Josef van Genabith (SPMRL@NAACL-HLT, 2010)

#hardtoparse: POS Tagging and Parsing the Twitterverse. - Jennifer Foster; Özlem Çetinoglu; Joachim Wagner 001; Joseph Le Roux; Stephen Hogan; Joakim Nivre; Deirdre Hogan; Josef van Genabith (Analyzing Microtext, 2011)

MACAON An NLP Tool Suite for Processing Word Lattices. - Alexis Nasr; Frédéric Béchet; Jean-François Rey; Benoît Favre; Joseph Le Roux (ACL (System Demonstrations), 2011)

Data Driven Lemmatization and Parsing of Italian. - Djamé Seddah; Joseph Le Roux; Benoît Sagot (EVALITA, 2011)

From News to Comment: Resources and Benchmarks for Parsing the Language of Web 2.0. - Jennifer Foster; Özlem Çetinoglu; Joachim Wagner 001; Joseph Le Roux; Joakim Nivre; Deirdre Hogan; Josef van Genabith (IJCNLP, 2011)

Modèles génératif et discriminant en analyse syntaxique : expériences sur le corpus arboré de Paris 7 (Generative and discriminative models in parsing: experiments on the Paris 7 Treebank). - Joseph Le Roux; Benoît Favre; Seyed Abolghasem Mirroshandel; Alexis Nasr (TALN (Articles longs), 2011)

Generative Constituent Parsing and Discriminative Dependency Reranking: Experiments on English and French. - Joseph Le Roux; Benoît Favre; Alexis Nasr; Seyed Abolghasem Mirroshandel (SPMRL@ACL 2012, 2012)

Statistical Parsing of Spanish and Data Driven Lemmatization. - Joseph Le Roux; Benoît Sagot; Djamé Seddah (SPMRL@ACL 2012, 2012)

Semi-supervised Dependency Parsing using Lexical Affinities. - Seyed Abolghasem Mirroshandel; Alexis Nasr; Joseph Le Roux (ACL (1), 2012)

Combining PCFG-LA Models with Dual Decomposition: A Case Study with Function Labels and Binarization. - Joseph Le Roux; Antoine Rozenknop; Jennifer Foster (EMNLP, 2013)

LIPN-CORE: Semantic Text Similarity using n-grams, WordNet, Syntactic Analysis, ESA and Information Retrieval based Features. - Davide Buscaldi; Joseph Le Roux; Jorge J. García Flores; Adrian Popescu 001 (*SEM@NAACL-HLT, 2013)

XMG: eXtensible MetaGrammar. - Benoît Crabbé; Denys Duchier; Claire Gardent; Joseph Le Roux; Yannick Parmentier 001 (Comput. Linguistics, 2013)

Combining compound recognition and PCFG-LA parsing with word lattices and conditional random fields. - Matthieu Constant; Joseph Le Roux; Anthony Sigogne (ACM Trans. Speech Lang. Process., 2013)

Syntactic Parsing and Compound Recognition via Dual Decomposition: Application to French. - Joseph Le Roux; Antoine Rozenknop; Matthieu Constant (COLING, 2014)

LIPN: Introducing a new Geographical Context Similarity Measure and a Statistical Similarity Measure based on the Bhattacharyya coefficient. - Davide Buscaldi; Jorge García Flores; Joseph Le Roux; Nadi Tomeh; Belém Priego Sánchez (SemEval@COLING, 2014)

A Pipeline Approach to Supervised Error Correction for the QALB-2014 Shared Task. - Nadi Tomeh; Nizar Habash; Ramy Eskander; Joseph Le Roux (ANLP@EMNLP, 2014)

Foreebank: Syntactic Analysis of Customer Support Forums. - Rasoul Kaljahi; Jennifer Foster; Johann Roturier; Corentin Ribeyre; Teresa Lynn; Joseph Le Roux (EMNLP, 2015)

Dependency Parsing with Bounded Block Degree and Well-nestedness via Lagrangian Relaxation and Branch-and-Bound. - Caio Corro; Joseph Le Roux; Mathieu Lacroix 001; Antoine Rozenknop; Roberto Wolfler Calvo (ACL (1), 2016)

Deep Lexical Segmentation and Syntactic Parsing in the Easy-First Dependency Framework. - Matthieu Constant; Joseph Le Roux; Nadi Tomeh (HLT-NAACL, 2016)

Efficient Discontinuous Phrase-Structure Parsing via the Generalized Maximum Spanning Arborescence. - Caio Corro; Joseph Le Roux; Mathieu Lacroix 001 (EMNLP, 2017)

Transforming Dependency Structures to LTAG Derivation Trees. - Caio Corro; Joseph Le Roux (TAG, 2017)

Modèles en Caractères pour la Détection de Polarité dans les Tweets (Character-level Models for Polarity Detection in Tweets ). - Davide Buscaldi; Joseph Le Roux; Gaël Lejeune (CORIA-TALN-RJC (DeFT), 2018)

Representation Learning and Dynamic Programming for Arc-Hybrid Parsing. - Joseph Le Roux; Antoine Rozenknop; Mathieu Lacroix 001 (CoNLL, 2019)

Indexation et appariements de documents cliniques pour le Deft 2019 (Indexing and pairing texts of the medical domain ). - Davide Buscaldi; Dhaou Ghoul; Joseph Le Roux; Gaël Lejeune (PFIA (Défi Fouille de Textes), 2019)

Multitask Easy-First Dependency Parsing: Exploiting Complementarities of Different Dependency Representations. - Yash Kankanampati; Joseph Le Roux; Nadi Tomeh; Dima Taji; Nizar Habash (COLING, 2020)

Calcul de similarité entre phrases : quelles mesures et quels descripteurs ? (Sentence Similarity : a study on similarity metrics with words and character strings ). - Davide Buscaldi; Ghazi Felhi; Dhaou Ghoul; Joseph Le Roux; Gaël Lejeune; Xudong Zhang (JEP-TALN-RECITAL (DEFT), 2020)

Controlling the Interaction Between Generation and Inference in Semi-Supervised Variational Autoencoders Using Importance Weighting. - Ghazi Felhi; Joseph Le Roux; Djamé Seddah (CoRR, 2020)

Disentangling semantics in language through VAEs and a certain architectural choice. - Ghazi Felhi; Joseph Le Roux; Djamé Seddah (CoRR, 2020)

Challenging the Semi-Supervised VAE Framework for Text Classification. - Ghazi Felhi; Joseph Le Roux; Djamé Seddah (CoRR, 2021)

Higher-Order Dependency Parsing for Arc-Polynomial Score Functions via Gradient-Based Methods and Genetic Algorithm. - Xudong Zhang; Joseph Le Roux; Thierry Charnois (AACL/IJCNLP (1), 2022)

Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs. - Ghazi Felhi; Joseph Le Roux; Djamé Seddah (NAACL-HLT, 2022)

AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization. - Moussa Kamal Eddine; Nadi Tomeh; Nizar Habash; Joseph Le Roux; Michalis Vazirgiannis (WANLP@EMNLP, 2022)

Towards Unsupervised Content Disentanglement in Sentence Representations via Syntactic Roles. - Ghazi Felhi; Joseph Le Roux; Djamé Seddah (CoRR, 2022)

Attention sur les spans pour l'analyse syntaxique en constituants. - Nicolas Floquet; Nadi Tomeh; Joseph Le Roux; Thierry Charnois (CORIA-TALN (2), 2023)

Predicting Accurate Lagrangian Multipliers for Mixed Integer Linear Programs. - Francesco Demelas; Joseph Le Roux; Mathieu Lacroix 001; Axel Parmentier (CoRR, 2023)

Predicting Lagrangian Multipliers for Mixed Integer Linear Programs. - Francesco Demelas; Joseph Le Roux; Mathieu Lacroix 001; Axel Parmentier (ICML, 2024)

Bregman Conditional Random Fields: Sequence Labeling with Parallelizable Inference Algorithms. - Caio Corro; Mathieu Lacroix 001; Joseph Le Roux (ACL (1), 2025)

Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement. - Nicolas Floquet; Joseph Le Roux; Nadi Tomeh; Thierry Charnois (NAACL (Short Papers), 2025)