Malherbe, Emmanuel

1. EuroBERT: Scaling Multilingual Encoders for European Languages
   2025/03/07 by Boizard, Nicolas, Gisserot-Boukhlef, Hippolyte, Alves, Duarte M. +16 · 8 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
2. Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants
   2024/02/06 by Sakho, Abdoulaye, Malherbe, Emmanuel, Scornet, Erwan · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Should We Still Pretrain Encoders with Masked Language Modeling?
   2025/07/01 by Hippolyte Gisserot-Boukhlef, Gisserot-Boukhlef, Hippolyte, Nicolas Boizard +13 · 5 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
4. Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism
   2024/02/20 by Hippolyte Gisserot-Boukhlef, Gisserot-Boukhlef, Hippolyte, Manuel Faysse +7 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
5. Harnessing Mixed Features for Imbalance Data Oversampling: Application to Bank Customers Scoring
   2025/03/26 by Abdoulaye Sakho, Sakho, Abdoulaye, Emmanuel Malherbe +5 · 2 citations
   Business, Management and Accounting · Computer Science · #Data Stream Mining Techniques #FOS: Computer and information sciences #Financial Distress and Bankruptcy Prediction #Imbalanced Data Classification Techniques #Machine Learning (cs.LG)
6. Learned Hallucination Detection in Black-Box LLMs using Token-level Entropy Production Rate
   2025/09/01 by Moslonka, Charles, Randrianarivo, Hicham, Garnier, Arthur +1 · 2 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
7. Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis
   2024/09/30 by Hippolyte Gisserot-Boukhlef, Gisserot-Boukhlef, Hippolyte, Ricardo Rei +8 · 1 citation
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
8. Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin Tone
   2025/07/15 by Veronika Shilova, Emmanuel Malherbe, Shilova, Veronika +7 · 2 citations
   Computer Science · Materials Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition #Face recognition and analysis #Machine Learning (cs.LG) #Textile materials and evaluations