Colombo, Pierre

13 publications

ICLR 2025 ColPali: Efficient Document Retrieval with Vision Language Models Manuel Faysse, Hugues Sibille, Tony Wu, Bilel Omrani, Gautier Viaud, Celine Hudelot, Pierre Colombo

TMLR 2025 CroissantLLM: A Truly Bilingual French-English Language Model Manuel Faysse, Patrick Fernandes, Nuno M Guerreiro, António Loison, Duarte Miguel Alves, Caio Corro, Nicolas Boizard, João Alves, Ricardo Rei, Pedro Henrique Martins, Antoni Bigata Casademunt, François Yvon, Andre Martins, Gautier Viaud, Celine Hudelot, Pierre Colombo

TMLR 2025 Towards Cross-Tokenizer Distillation: The Universal Logit Distillation Loss for LLMs Nicolas Boizard, Kevin El Haddad, Celine Hudelot, Pierre Colombo

TMLR 2024 A Pseudo-Metric Between Probability Distributions Based on Depth-Trimmed Regions Guillaume Staerman, Pavlo Mozharovskyi, Pierre Colombo, Stephan Clémençon, Florence d'Alché-Buc

NeurIPS 2024 SaulLM-54b & SaulLM-141b: Scaling up Domain Adaptation for the Legal Domain Pierre Colombo, Telmo Pires, Malik Boudiaf, Rui Melo, Dominic Culver, Etienne Malaboeuf, Gabriel Hautreux, Johanne Charpentier, Michael Desa

TMLR 2024 Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism Hippolyte Gisserot-Boukhlef, Manuel Faysse, Emmanuel Malherbe, Celine Hudelot, Pierre Colombo

AAAI 2024 Unsupervised Layer-Wise Score Aggregation for Textual OOD Detection Maxime Darrin, Guillaume Staerman, Eduardo Dadalto Câmara Gomes, Jackie C. K. Cheung, Pablo Piantanida, Pierre Colombo

TMLR 2023 A Halfspace-Mass Depth-Based Method for Adversarial Attack Detection Marine Picot, Federica Granese, Guillaume Staerman, Marco Romanelli, Francisco Messina, Pablo Piantanida, Pierre Colombo

NeurIPS 2022 Beyond Mahalanobis Distance for Textual OOD Detection Pierre Colombo, Eduardo Dadalto, Guillaume Staerman, Nathan Noiry, Pablo Piantanida

NeurIPS 2022 The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset Hugo Laurençon, Lucile Saulnier, Thomas Wang, Christopher Akiki, Albert Villanova del Moral, Teven Le Scao, Leandro Von Werra, Chenghao Mou, Eduardo González Ponferrada, Huu Nguyen, Jörg Frohberg, Mario Šaško, Quentin Lhoest, Angelina McMillan-Major, Gerard Dupont, Stella Biderman, Anna Rogers, Loubna Ben Allal, Francesco De Toni, Giada Pistilli, Olivier Nguyen, Somaieh Nikpoor, Maraim Masoud, Pierre Colombo, Javier de la Rosa, Paulo Villegas, Tristan Thrush, Shayne Longpre, Sebastian Nagel, Leon Weber, Manuel Muñoz, Jian Zhu, Daniel Van Strien, Zaid Alyafeai, Khalid Almubarak, Minh Chien Vu, Itziar Gonzalez-Dios, Aitor Soroa, Kyle Lo, Manan Dey, Pedro Ortiz Suarez, Aaron Gokaslan, Shamik Bose, David Adelani, Long Phan, Hieu Tran, Ian Yu, Suhas Pai, Jenny Chim, Violette Lepercq, Suzana Ilic, Margaret Mitchell, Sasha Alexandra Luccioni, Yacine Jernite

NeurIPS 2022 What Are the Best Systems? New Perspectives on NLP Benchmarking Pierre Colombo, Nathan Noiry, Ekhine Irurozki, Stephan Clémençon

AAAI 2020 Guiding Attention in Sequence-to-Sequence Models for Dialogue Act Prediction Pierre Colombo, Emile Chapuis, Matteo Manica, Emmanuel Vignon, Giovanna Varni, Chloé Clavel

NeurIPS 2020 Heavy-Tailed Representations, Text Polarity Classification & Data Augmentation Hamid Jalalzai, Pierre Colombo, Chloé Clavel, Eric Gaussier, Giovanna Varni, Emmanuel Vignon, Anne Sabourin