Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial Applications. - Manuel Faysse; Gautier Viaud; Céline Hudelot; Pierre Colombo (EMNLP, 2023)

Copyright Traps for Large Language Models. - Matthieu Meeus; Igor Shilov; Manuel Faysse; Yves-Alexandre de Montjoye (ICML, 2024)

EuroLLM: Multilingual Language Models for Europe. - Pedro Henrique Martins; Patrick Fernandes; João Alves 003; Nuno Miguel Guerreiro; Ricardo Rei; Duarte M. Alves; José Pombal; M. Amin Farajian; Manuel Faysse; Mateusz Klimaszewski; Pierre Colombo; Barry Haddow; et al. (CoRR, 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)

ColPali: Efficient Document Retrieval with Vision Language Models. - Manuel Faysse; Hugues Sibille; Tony Wu; Bilel Omrani; Gautier Viaud; Céline Hudelot; Pierre Colombo (ICLR, 2025)

SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It). - Matthieu Meeus; Igor Shilov; Shubham Jain; Manuel Faysse; Marek Rei; Yves-Alexandre de Montjoye (SaTML, 2025)

CroissantLLM: A Truly Bilingual French-English Language Model. - Manuel Faysse; Patrick Fernandes; Nuno Miguel Guerreiro; António Loison; Duarte M. Alves; Caio Corro; Nicolas Boizard; João Alves 003; Ricardo Rei; Pedro Henrique Martins; Antoni Bigata Casademunt; François Yvon; et al. (Trans. Mach. Learn. Res., 2025)

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)

ViDoRe Benchmark V2: Raising the Bar for Visual Retrieval. - Quentin Macé; António Loison; Manuel Faysse (CoRR, 2025)

Context is Gold to find the Gold Passage: Evaluating and Training Contextual Document Embeddings. - Max Conti; Manuel Faysse; Gautier Viaud; Antoine Bosselut; Céline Hudelot; Pierre Colombo (CoRR, 2025)

EuroLLM-9B: Technical Report. - Pedro Henrique Martins; João Alves 003; Patrick Fernandes; Nuno Miguel Guerreiro; Ricardo Rei; M. Amin Farajian; Mateusz Klimaszewski; Duarte M. Alves; José Pombal; Nicolas Boizard; Manuel Faysse; Pierre Colombo; 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)