COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP. - Fanny Jourdan; Agustin Martin Picard; Thomas Fel; Laurent Risser; Jean-Michel Loubes; Nicholas Asher (ACL (Findings), 2023)

Breaking Bias: How Optimal Transport Can Help to Tackle Gender Biases in NLP Based Job Recommendation Systems? - Fanny Jourdan; Titon Tshiongo Kaninku; Nicholas Asher; Jean-Michel Loubes; Laurent Risser (EWAF, 2023)

Is a Fairness Metric Score Enough to Assess Discrimination Biases in Machine Learning? - Fanny Jourdan; Ronan Pons; Nicholas Asher; Jean-Michel Loubes; Laurent Risser (EWAF, 2023)

COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP tasks. - Fanny Jourdan; Agustin Martin Picard; Thomas Fel; Laurent Risser; Jean-Michel Loubes; Nicholas Asher (CoRR, 2023)

Are fairness metric scores enough to assess discrimination biases in machine learning? - Fanny Jourdan; Laurent Risser; Jean-Michel Loubes; Nicholas Asher (CoRR, 2023)

TaCo: Targeted Concept Removal in Output Embeddings for NLP via Information Theory and Explainability. - Fanny Jourdan; Louis Béthune; Agustin Picard; Laurent Risser; Nicholas Asher (CoRR, 2023)

How Optimal Transport Can Tackle Gender Biases in Multi-Class Neural Network Classifiers for Job Recommendations. - Fanny Jourdan; Titon Tshiongo Kaninku; Nicholas Asher; Jean-Michel Loubes; Laurent Risser (Algorithms, 2023)

Advancing Fairness in Natural Language Processing: From Traditional Methods to Explainability. - Fanny Jourdan (CoRR, 2024)

Advancing fairness in natural language processing : from traditional methods to explainability. (L'équité dans le traitement automatique des langues : des méthodes traditionnelles vers l'explicabilité). - Fanny Jourdan (2024)

ConSim: Measuring Concept-Based Explanations' Effectiveness with Automated Simulatability. - Antonin Poché; Alon Jacovi; Agustin Martin Picard; Victor Boutin; Fanny Jourdan (ACL (1), 2025)

FairTranslate: an English-French Dataset for Gender Bias Evaluation in Machine Translation by Overcoming Gender Binarity. - Fanny Jourdan; Yannick Chevalier; Cécile Favre (FAccT, 2025)

EuroBERT: Scaling Multilingual Encoders for European Languages. - Nicolas Boizard; Hippolyte Gisserot-Boukhlef; Duarte M. Alves; André F. T. Martins; Ayoub Hammal; Caio Corro; Céline Hudelot; Emmanuel Malherbe; Etienne Malaboeuf; Fanny Jourdan; Gabriel Hautreux; João Alves 003; et al. (CoRR, 2025)