Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis. - Hippolyte Gisserot-Boukhlef; Ricardo Rei; Emmanuel Malherbe; Céline Hudelot; Pierre Colombo; Nuno Miguel Guerreiro (WMT, 2024)

Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism. - Hippolyte Gisserot-Boukhlef; Manuel Faysse; Emmanuel Malherbe; Céline Hudelot; Pierre Colombo (Trans. Mach. Learn. Res., 2024)

MMTEB: Massive Multilingual Text Embedding Benchmark. - Kenneth C. Enevoldsen; Isaac Chung; Imene Kerboua; Márton Kardos; Ashwin Mathur; David Stap; Jay Gala; Wissam Siblini; Dominik Krzeminski; Genta Indra Winata; Saba Sturua; Saiteja Utpala; et al. (CoRR, 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)

Should We Still Pretrain Encoders with Masked Language Modeling? - Hippolyte Gisserot-Boukhlef; Nicolas Boizard; Manuel Faysse; Duarte M. Alves; Emmanuel Malherbe; André F. T. Martins; Céline Hudelot; Pierre Colombo (CoRR, 2025)