EuroLLM-22B: Technical Report.

Pierre Colombo Pierre Jean A. Colombo

Miguel Moura Ramos Duarte M. Alves Hippolyte Gisserot-Boukhlef João Alves 0003 Pedro Henrique Martins Patrick Fernandes José Pombal Nuno Miguel Guerreiro Ricardo Rei Nicolas Boizard M. Amin Farajian Mateusz Klimaszewski José G. C. de Souza Barry Haddow François Yvon Pierre Colombo Alexandra Birch André F. T. Martins EuroLLM-22B: Technical Report. 2026 February abs/2602.05879 CoRR https://doi.org/10.48550/arXiv.2602.05879 db/journals/corr/corr2602.html#abs-2602-05879 streams/journals/corr

Nicolas Boizard Kevin El Haddad Céline Hudelot Pierre Colombo Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=bwRxXiGO9A db/journals/tmlr/tmlr2025.html#BoizardHHC25

Manuel Faysse Patrick Fernandes Nuno Miguel Guerreiro António Loison Duarte M. Alves Caio Corro Nicolas Boizard João Alves 0003 Ricardo Rei Pedro Henrique Martins Antoni Bigata Casademunt François Yvon André F. T. Martins Gautier Viaud Céline Hudelot Pierre Colombo CroissantLLM: A Truly Bilingual French-English Language Model. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=uA19Xo1o31 db/journals/tmlr/tmlr2025.html#FaysseFGLACB0RM25

Max Conti Manuel Faysse Gautier Viaud Antoine Bosselut Céline Hudelot Pierre Colombo Context is Gold to find the Gold Passage: Evaluating and Training Contextual Document Embeddings. 22594-22608 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.1150 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#ContiFVBHC25 streams/conf/emnlp Manuel Faysse Hugues Sibille Tony Wu Bilel Omrani Gautier Viaud Céline Hudelot Pierre Colombo ColPali: Efficient Document Retrieval with Vision Language Models. 2025 ICLR https://openreview.net/forum?id=ogjBpZ8uSi conf/iclr/2025 db/conf/iclr/iclr2025.html#FaysseSWOVHC25

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 0003 Kevin El Haddad Manuel Faysse Maxime Peyrard Nuno Miguel Guerreiro Patrick Fernandes Ricardo Rei Pierre Colombo EuroBERT: Scaling Multilingual Encoders for European Languages. 2025 March abs/2503.05500 CoRR https://doi.org/10.48550/arXiv.2503.05500 db/journals/corr/corr2503.html#abs-2503-05500 streams/journals/corr

Max Conti Manuel Faysse Gautier Viaud Antoine Bosselut Céline Hudelot Pierre Colombo Context is Gold to find the Gold Passage: Evaluating and Training Contextual Document Embeddings. 2025 May abs/2505.24782 CoRR https://doi.org/10.48550/arXiv.2505.24782 db/journals/corr/corr2505.html#abs-2505-24782 streams/journals/corr

Pedro Henrique Martins João Alves 0003 Patrick Fernandes Nuno Miguel Guerreiro Ricardo Rei M. Amin Farajian Mateusz Klimaszewski Duarte M. Alves José Pombal Nicolas Boizard Manuel Faysse Pierre Colombo François Yvon Barry Haddow José G. C. de Souza Alexandra Birch André F. T. Martins EuroLLM-9B: Technical Report. 2025 June abs/2506.04079 CoRR https://doi.org/10.48550/arXiv.2506.04079 db/journals/corr/corr2506.html#abs-2506-04079 streams/journals/corr

Hippolyte Gisserot-Boukhlef Nicolas Boizard Manuel Faysse Duarte M. Alves Emmanuel Malherbe André F. T. Martins Céline Hudelot Pierre Colombo Should We Still Pretrain Encoders with Masked Language Modeling? 2025 July abs/2507.00994 CoRR https://doi.org/10.48550/arXiv.2507.00994 db/journals/corr/corr2507.html#abs-2507-00994 streams/journals/corr

Nicolas Boizard Hippolyte Gisserot-Boukhlef Kevin El Haddad Céline Hudelot Pierre Colombo When Does Reasoning Matter? A Controlled Study of Reasoning's Contribution to Model Performance. 2025 September abs/2509.22193 CoRR https://doi.org/10.48550/arXiv.2509.22193 db/journals/corr/corr2509.html#abs-2509-22193 streams/journals/corr

Paul Teiletche Quentin Macé Max Conti António Loison Gautier Viaud Pierre Colombo Manuel Faysse ModernVBERT: Towards Smaller Visual Document Retrievers. 2025 October abs/2510.01149 CoRR https://doi.org/10.48550/arXiv.2510.01149 db/journals/corr/corr2510.html#abs-2510-01149 streams/journals/corr

André Viveiros Patrick Fernandes Saul José Rodrigues dos Santos Sonal Sannigrahi Emmanouil Zaranis Nuno Miguel Guerreiro M. Amin Farajian Pierre Colombo Graham Neubig André F. T. Martins TowerVision: Understanding and Improving Multilinguality in Vision-Language Models. 2025 October abs/2510.21849 CoRR https://doi.org/10.48550/arXiv.2510.21849 db/journals/corr/corr2510.html#abs-2510-21849 streams/journals/corr

Pierre Colombo Malik Boudiaf Allyn Sweet Michael Desa Hongxi Wang Kevin Candra Syméon del Marmol Does It Tie Out? Towards Autonomous Legal Agents in Venture Capital. 2025 December abs/2512.18658 CoRR https://doi.org/10.48550/arXiv.2512.18658 db/journals/corr/corr2512.html#abs-2512-18658 streams/journals/corr

Nuno Miguel Guerreiro Ricardo Rei Daan van Stigt Luísa Coheur Pierre Colombo André F. T. Martins xcomet : Transparent Machine Translation Evaluation through Fine-grained Error Detection. 979-995 2024 12 Trans. Assoc. Comput. Linguistics https://doi.org/10.1162/tacl_a_00683 db/journals/tacl/tacl12.html#GuerreiroRSCCM24 streams/journals/tacl

Hippolyte Gisserot-Boukhlef Manuel Faysse Emmanuel Malherbe Céline Hudelot Pierre Colombo Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism. 2024 2024 Trans. Mach. Learn. Res. https://openreview.net/forum?id=iMKUMWfRIj db/journals/tmlr/tmlr2024.html#Gisserot-Boukhlef24

Guillaume Staerman Pavlo Mozharovskyi Pierre Colombo Stéphan Clémençon Florence d'Alché-Buc A Pseudo-Metric between Probability Distributions based on Depth-Trimmed Regions. 2024 2024 Trans. Mach. Learn. Res. https://openreview.net/forum?id=QySD5r7PeE db/journals/tmlr/tmlr2024.html#StaermanMCCd24

Maxime Darrin Guillaume Staerman Eduardo Dadalto Câmara Gomes Jackie C. K. Cheung Pablo Piantanida Pierre Colombo Unsupervised Layer-Wise Score Aggregation for Textual OOD Detection. 17880-17888 2024 AAAI https://doi.org/10.1609/aaai.v38i16.29742 conf/aaai/2024 db/conf/aaai/aaai2024.html#DarrinSGCPC24 Anas Himmi Ekhine Irurozki Nathan Noiry Stéphan Clémençon Pierre Colombo Towards More Robust NLP System Evaluation: Handling Missing Scores in Benchmarks. 11759-11785 2024 EMNLP (Findings) https://doi.org/10.18653/v1/2024.findings-emnlp.688 https://aclanthology.org/2024.findings-emnlp.688 conf/emnlp/2024f db/conf/emnlp/emnlp2024f.html#HimmiINCC24 Anas Himmi Guillaume Staerman Marine Picot Pierre Colombo Nuno Miguel Guerreiro Enhanced Hallucination Detection in Neural Machine Translation through Simple Detector Aggregation. 18573-18583 2024 EMNLP https://doi.org/10.18653/v1/2024.emnlp-main.1033 https://aclanthology.org/2024.emnlp-main.1033 conf/emnlp/2024 db/conf/emnlp/emnlp2024.html#HimmiSPCG24 Pierre Colombo Telmo Pessoa Pires Malik Boudiaf Rui Melo Gabriel Hautreux Etienne Malaboeuf Johanne Charpentier Dominic Culver Michael Desa SaulLM-54B & SaulLM-141B: Scaling Up Domain Adaptation for the Legal Domain. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/ea3f85a33f9ba072058e3df233cf6cca-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#ColomboPBMHMCCD24 Hippolyte Gisserot-Boukhlef Ricardo Rei Emmanuel Malherbe Céline Hudelot Pierre Colombo Nuno Miguel Guerreiro Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis. 1373-1392 2024 WMT https://doi.org/10.18653/v1/2024.wmt-1.127 https://aclanthology.org/2024.wmt-1.127 conf/wmt/2024 db/conf/wmt/wmt2024.html#Gisserot-Boukhlef24

Manuel Faysse Patrick Fernandes Nuno Miguel Guerreiro António Loison Duarte M. Alves Caio F. Corro Nicolas Boizard João Alves 0003 Ricardo Rei Pedro Henrique Martins Antoni Bigata Casademunt François Yvon André F. T. Martins Gautier Viaud Céline Hudelot Pierre Colombo CroissantLLM: A Truly Bilingual French-English Language Model. 2024 abs/2402.00786 CoRR https://doi.org/10.48550/arXiv.2402.00786 db/journals/corr/corr2402.html#abs-2402-00786

Nicolas Boizard Kevin El Haddad Céline Hudelot Pierre Colombo Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs. 2024 abs/2402.12030 CoRR https://doi.org/10.48550/arXiv.2402.12030 db/journals/corr/corr2402.html#abs-2402-12030

Hippolyte Gisserot-Boukhlef Manuel Faysse Emmanuel Malherbe Céline Hudelot Pierre Colombo Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism. 2024 abs/2402.12997 CoRR https://doi.org/10.48550/arXiv.2402.12997 db/journals/corr/corr2402.html#abs-2402-12997

Anas Himmi Guillaume Staerman Marine Picot Pierre Colombo Nuno Miguel Guerreiro Enhanced Hallucination Detection in Neural Machine Translation through Simple Detector Aggregation. 2024 abs/2402.13331 CoRR https://doi.org/10.48550/arXiv.2402.13331 db/journals/corr/corr2402.html#abs-2402-13331

Duarte M. Alves José Pombal Nuno Miguel Guerreiro Pedro Henrique Martins João Alves 0003 M. Amin Farajian Ben Peters Ricardo Rei Patrick Fernandes Sweta Agrawal Pierre Colombo José G. C. de Souza André F. T. Martins Tower: An Open Multilingual Large Language Model for Translation-Related Tasks. 2024 abs/2402.17733 CoRR https://doi.org/10.48550/arXiv.2402.17733 db/journals/corr/corr2402.html#abs-2402-17733

Pierre Colombo Telmo Pessoa Pires Malik Boudiaf Dominic Culver Rui Melo Caio Corro André F. T. Martins Fabrizio Esposito Vera Lúcia Raposo Sofia Morgado Michael Desa SaulLM-7B: A pioneering Large Language Model for Law. 2024 abs/2403.03883 CoRR https://doi.org/10.48550/arXiv.2403.03883 db/journals/corr/corr2403.html#abs-2403-03883

Manuel Faysse Hugues Sibille Tony Wu Bilel Omrani Gautier Viaud Céline Hudelot Pierre Colombo ColPali: Efficient Document Retrieval with Vision Language Models. 2024 abs/2407.01449 CoRR https://doi.org/10.48550/arXiv.2407.01449 db/journals/corr/corr2407.html#abs-2407-01449 streams/journals/corr

Pierre Colombo Telmo Pires Malik Boudiaf Rui Melo Dominic Culver Sofia Morgado Etienne Malaboeuf Gabriel Hautreux Johanne Charpentier Michael Desa SaulLM-54B & SaulLM-141B: Scaling Up Domain Adaptation for the Legal Domain. 2024 abs/2407.19584 CoRR https://doi.org/10.48550/arXiv.2407.19584 db/journals/corr/corr2407.html#abs-2407-19584 streams/journals/corr

Pedro Henrique Martins Patrick Fernandes João Alves 0003 Nuno Miguel Guerreiro Ricardo Rei Duarte M. Alves José Pombal M. Amin Farajian Manuel Faysse Mateusz Klimaszewski Pierre Colombo Barry Haddow José G. C. de Souza Alexandra Birch André F. T. Martins EuroLLM: Multilingual Language Models for Europe. 2024 abs/2409.16235 CoRR https://doi.org/10.48550/arXiv.2409.16235 db/journals/corr/corr2409.html#abs-2409-16235 streams/journals/corr

Hippolyte Gisserot-Boukhlef Ricardo Rei Emmanuel Malherbe Céline Hudelot Pierre Colombo Nuno Miguel Guerreiro Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis. 2024 abs/2409.20059 CoRR https://doi.org/10.48550/arXiv.2409.20059 db/journals/corr/corr2409.html#abs-2409-20059 streams/journals/corr

Nuno Miguel Guerreiro Duarte M. Alves Jonas Waldendorf Barry Haddow Alexandra Birch Pierre Colombo André F. T. Martins Hallucinations in Large Multilingual Translation Models. 1500-1517 2023 11 Trans. Assoc. Comput. Linguistics https://doi.org/10.1162/tacl_a_00615 db/journals/tacl/tacl11.html#GuerreiroAWHBCM23

Marine Picot Federica Granese Guillaume Staerman Marco Romanelli 0002 Francisco Messina Pablo Piantanida Pierre Colombo A Halfspace-Mass Depth-Based Method for Adversarial Attack Detection. 2023 2023 Trans. Mach. Learn. Res. https://openreview.net/forum?id=YtU0nDb5e8 db/journals/tmlr/tmlr2023.html#PicotGSRMPC23

Nuno Miguel Guerreiro Pierre Colombo Pablo Piantanida André F. T. Martins Optimal Transport for Unsupervised Hallucination Detection in Neural Machine Translation. 13766-13784 2023 ACL (1) https://doi.org/10.18653/v1/2023.acl-long.770 https://aclanthology.org/2023.acl-long.770 conf/acl/2023-1 db/conf/acl/acl2023-1.html#GuerreiroCPM23 Pierre Colombo Marine Picot Nathan Noiry Guillaume Staerman Pablo Piantanida Toward Stronger Textual Attack Detectors. 484-505 2023 EMNLP (Findings) https://doi.org/10.18653/v1/2023.findings-emnlp.35 https://aclanthology.org/2023.findings-emnlp.35 conf/emnlp/2023f db/conf/emnlp/emnlp2023f.html#ColomboPNSP23 Pierre Colombo Victor Pellegrain Malik Boudiaf Myriam Tami Victor Storchan Ismail Ben Ayed Pablo Piantanida Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models. 4214-4231 2023 EMNLP https://doi.org/10.18653/v1/2023.emnlp-main.257 https://aclanthology.org/2023.emnlp-main.257 conf/emnlp/2023 db/conf/emnlp/emnlp2023.html#ColomboPBTSAP23 Maxime Darrin Pablo Piantanida Pierre Colombo RainProof: An Umbrella to Shield Text Generator from Out-Of-Distribution Data. 5831-5857 2023 EMNLP https://doi.org/10.18653/v1/2023.emnlp-main.357 https://aclanthology.org/2023.emnlp-main.357 conf/emnlp/2023 db/conf/emnlp/emnlp2023.html#DarrinPC23 Manuel Faysse Gautier Viaud Céline Hudelot Pierre Colombo Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial Applications. 9033-9048 2023 EMNLP https://doi.org/10.18653/v1/2023.emnlp-main.559 https://aclanthology.org/2023.emnlp-main.559 conf/emnlp/2023 db/conf/emnlp/emnlp2023.html#FaysseVHC23 Duarte M. Alves Nuno Miguel Guerreiro João Alves 0003 José Pombal Ricardo Rei José Guilherme Camargo de Souza Pierre Colombo André F. T. Martins Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning. 11127-11148 2023 EMNLP (Findings) https://doi.org/10.18653/v1/2023.findings-emnlp.744 https://aclanthology.org/2023.findings-emnlp.744 conf/emnlp/2023f db/conf/emnlp/emnlp2023f.html#AlvesGAPRSCM23 Pierre Colombo Maxime Peyrard Nathan Noiry Robert West 0001 Pablo Piantanida The Glass Ceiling of Automatic Evaluation in Natural Language Generation. 178-183 2023 IJCNLP (Findings) https://doi.org/10.18653/v1/2023.findings-ijcnlp.16 https://aclanthology.org/2023.findings-ijcnlp.16 conf/ijcnlp/2023f db/conf/ijcnlp/ijcnlp2023f.html#ColomboPNWP23 Pierre Colombo Nathan Noiry Guillaume Staerman Pablo Piantanida A Novel Information Theoretic Objective to Disentangle Representations for Fair Classification. 184-198 2023 IJCNLP (Findings) https://doi.org/10.18653/v1/2023.findings-ijcnlp.17 https://aclanthology.org/2023.findings-ijcnlp.17 conf/ijcnlp/2023f db/conf/ijcnlp/ijcnlp2023f.html#ColomboNSP23

Maxime Darrin Guillaume Staerman Eduardo Dadalto Câmara Gomes Jackie C. K. Cheung Pablo Piantanida Pierre Colombo Unsupervised Layer-wise Score Aggregation for Textual OOD Detection. 2023 abs/2302.09852 CoRR https://doi.org/10.48550/arXiv.2302.09852 db/journals/corr/corr2302.html#abs-2302-09852

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 Sasko Quentin Lhoest Angelina McMillan-Major Gérard 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 0001 Paulo Villegas Tristan Thrush Shayne Longpre Sebastian Nagel 0005 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 Ifeoluwa Adelani Long Phan Hieu Tran Ian Yu Suhas Pai Jenny Chim Violette Lepercq Suzana Ilic Margaret Mitchell Sasha Luccioni Yacine Jernite The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset. 2023 abs/2303.03915 CoRR https://doi.org/10.48550/arXiv.2303.03915 db/journals/corr/corr2303.html#abs-2303-03915

Nuno Miguel Guerreiro Duarte M. Alves Jonas Waldendorf Barry Haddow Alexandra Birch Pierre Colombo André F. T. Martins Hallucinations in Large Multilingual Translation Models. 2023 abs/2303.16104 CoRR https://doi.org/10.48550/arXiv.2303.16104 db/journals/corr/corr2303.html#abs-2303-16104

Anas Himmi Ekhine Irurozki Nathan Noiry Stéphan Clémençon Pierre Colombo Towards More Robust NLP System Evaluation: Handling Missing Scores in Benchmarks. 2023 abs/2305.10284 CoRR https://doi.org/10.48550/arXiv.2305.10284 db/journals/corr/corr2305.html#abs-2305-10284

Eduardo Dadalto Câmara Gomes Pierre Colombo Guillaume Staerman Nathan Noiry Pablo Piantanida A Functional Data Perspective and Baseline On Multi-Layer Out-of-Distribution Detection. 2023 abs/2306.03522 CoRR https://doi.org/10.48550/arXiv.2306.03522 db/journals/corr/corr2306.html#abs-2306-03522

Nuno Miguel Guerreiro Ricardo Rei Daan van Stigt Luísa Coheur Pierre Colombo André F. T. Martins xCOMET: Transparent Machine Translation Evaluation through Fine-grained Error Detection. 2023 abs/2310.10482 CoRR https://doi.org/10.48550/arXiv.2310.10482 db/journals/corr/corr2310.html#abs-2310-10482

Duarte M. Alves Nuno Miguel Guerreiro João Alves 0003 José Pombal Ricardo Rei José G. C. de Souza Pierre Colombo André F. T. Martins Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning. 2023 abs/2310.13448 CoRR https://doi.org/10.48550/arXiv.2310.13448 db/journals/corr/corr2310.html#abs-2310-13448

Pierre Colombo Nathan Noiry Guillaume Staerman Pablo Piantanida A Novel Information-Theoretic Objective to Disentangle Representations for Fair Classification. 2023 abs/2310.13990 CoRR https://doi.org/10.48550/arXiv.2310.13990 db/journals/corr/corr2310.html#abs-2310-13990

Pierre Colombo Victor Pellegrain Malik Boudiaf Victor Storchan Myriam Tami Ismail Ben Ayed Céline Hudelot Pablo Piantanida Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models. 2023 abs/2310.13998 CoRR https://doi.org/10.48550/arXiv.2310.13998 db/journals/corr/corr2310.html#abs-2310-13998

Pierre Colombo Marine Picot Nathan Noiry Guillaume Staerman Pablo Piantanida Toward Stronger Textual Attack Detectors. 2023 abs/2310.14001 CoRR https://doi.org/10.48550/arXiv.2310.14001 db/journals/corr/corr2310.html#abs-2310-14001

Manuel Faysse Gautier Viaud Céline Hudelot Pierre Colombo Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial Applications. 2023 abs/2310.14103 CoRR https://doi.org/10.48550/arXiv.2310.14103 db/journals/corr/corr2310.html#abs-2310-14103

Pierre Jean A. Colombo Chloé Clavel Pablo Piantanida InfoLM: A New Metric to Evaluate Summarization & Data2Text Generation. 10554-10562 2022 AAAI https://doi.org/10.1609/aaai.v36i10.21299 conf/aaai/2022 db/conf/aaai/aaai2022.html#ColomboCP22 Pierre Colombo Guillaume Staerman Nathan Noiry Pablo Piantanida Learning Disentangled Textual Representations via Statistical Measures of Similarity. 2614-2630 2022 ACL (1) https://doi.org/10.18653/v1/2022.acl-long.187 https://aclanthology.org/2022.acl-long.187 conf/acl/2022-1 db/conf/acl/acl2022-1.html#ColomboSNP22 Cyril Chhun Pierre Colombo Fabian M. Suchanek Chloé Clavel Of Human Criteria and Automatic Metrics: A Benchmark of the Evaluation of Story Generation. 5794-5836 2022 COLING https://aclanthology.org/2022.coling-1.509 conf/coling/2022 db/conf/coling/coling2022.html#ChhunCSC22 Georg Pichler Pierre Jean A. Colombo Malik Boudiaf Günther Koliander Pablo Piantanida A Differential Entropy Estimator for Training Neural Networks. 17691-17715 2022 ICML https://proceedings.mlr.press/v162/pichler22a.html conf/icml/2022 db/conf/icml/icml2022.html#PichlerCBKP22 Pierre Colombo Eduardo Dadalto Câmara Gomes Guillaume Staerman Nathan Noiry Pablo Piantanida Beyond Mahalanobis Distance for Textual OOD Detection. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/70fa5df8e3300dc30bf19bee44a56155-Abstract-Conference.html db/conf/nips/neurips2022.html#ColomboGSNP22 Pierre Colombo Nathan Noiry Ekhine Irurozki Stéphan Clémençon What are the best Systems? New Perspectives on NLP Benchmarking. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/ac4920f4085b5662133dd751493946a6-Abstract-Conference.html db/conf/nips/neurips2022.html#ColomboNIC22 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 Sasko Quentin Lhoest Angelina McMillan-Major Gérard 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 0001 Paulo Villegas Tristan Thrush Shayne Longpre Sebastian Nagel 0005 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 Ifeoluwa Adelani Long Phan Hieu Tran Ian Yu Suhas Pai Jenny Chim Violette Lepercq Suzana Ilic Margaret Mitchell Alexandra Sasha Luccioni Yacine Jernite The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/ce9e92e3de2372a4b93353eb7f3dc0bd-Abstract-Datasets_and_Benchmarks.html db/conf/nips/neurips2022.html#LaurenconSWAMSW22

Pierre Colombo Nathan Noiry Ekhine Irurozki Stéphan Clémençon What are the best systems? New perspectives on NLP Benchmarking. 2022 abs/2202.03799 CoRR https://arxiv.org/abs/2202.03799 db/journals/corr/corr2202.html#abs-2202-03799

Georg Pichler Pierre Colombo Malik Boudiaf Günther Koliander Pablo Piantanida KNIFE: Kernelized-Neural Differential Entropy Estimation. 2022 abs/2202.06618 CoRR https://arxiv.org/abs/2202.06618 db/journals/corr/corr2202.html#abs-2202-06618

Pierre Colombo Guillaume Staerman Nathan Noiry Pablo Piantanida Learning Disentangled Textual Representations via Statistical Measures of Similarity. 2022 abs/2205.03589 CoRR https://doi.org/10.48550/arXiv.2205.03589 db/journals/corr/corr2205.html#abs-2205-03589

Cyril Chhun Pierre Colombo Chloé Clavel Fabian M. Suchanek Of Human Criteria and Automatic Metrics: A Benchmark of the Evaluation of Story Generation. 2022 abs/2208.11646 CoRR https://doi.org/10.48550/arXiv.2208.11646 db/journals/corr/corr2208.html#abs-2208-11646

Pierre Colombo Maxime Peyrard Nathan Noiry Robert West 0001 Pablo Piantanida The Glass Ceiling of Automatic Evaluation in Natural Language Generation. 2022 abs/2208.14585 CoRR https://doi.org/10.48550/arXiv.2208.14585 db/journals/corr/corr2208.html#abs-2208-14585

Pierre Colombo Eduardo Dadalto Câmara Gomes Guillaume Staerman Nathan Noiry Pablo Piantanida Beyond Mahalanobis-Based Scores for Textual OOD Detection. 2022 abs/2211.13527 CoRR https://doi.org/10.48550/arXiv.2211.13527 db/journals/corr/corr2211.html#abs-2211-13527

Maxime Darrin Pablo Piantanida Pierre Colombo Rainproof: An Umbrella To Shield Text Generators From Out-Of-Distribution Data. 2022 abs/2212.09171 CoRR https://doi.org/10.48550/arXiv.2212.09171 db/journals/corr/corr2212.html#abs-2212-09171

Nuno Miguel Guerreiro Pierre Colombo Pablo Piantanida André F. T. Martins Optimal Transport for Unsupervised Hallucination Detection in Neural Machine Translation. 2022 abs/2212.09631 CoRR https://doi.org/10.48550/arXiv.2212.09631 db/journals/corr/corr2212.html#abs-2212-09631

Pierre Colombo Apprendre à représenter et à générer du texte en utilisant des mesures d'information. (Learning to represent and generate text using information measures). 2021 Polytechnic Institute of Paris, France https://tel.archives-ouvertes.fr/tel-03471220 Pierre Colombo Pablo Piantanida Chloé Clavel A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations. 6539-6550 2021 ACL/IJCNLP (1) https://doi.org/10.18653/v1/2021.acl-long.511 https://aclanthology.org/2021.acl-long.511 conf/acl/2021-1 db/conf/acl/acl2021-1.html#ColomboPC20 Pierre Colombo Emile Chapuis Matthieu Labeau Chloé Clavel Improving Multimodal fusion via Mutual Dependency Maximisation. 231-245 2021 EMNLP (1) https://doi.org/10.18653/v1/2021.emnlp-main.21 https://aclanthology.org/2021.emnlp-main.21 conf/emnlp/2021-1 db/conf/emnlp/emnlp2021-1.html#ColomboCLC21 Pierre Colombo Emile Chapuis Matthieu Labeau Chloé Clavel Code-switched inspired losses for spoken dialog representations. 8320-8337 2021 EMNLP (1) https://doi.org/10.18653/v1/2021.emnlp-main.656 https://aclanthology.org/2021.emnlp-main.656 conf/emnlp/2021-1 db/conf/emnlp/emnlp2021-1.html#ColomboCLC21a Pierre Colombo Guillaume Staerman Chloé Clavel Pablo Piantanida Automatic Text Evaluation through the Lens of Wasserstein Barycenters. 10450-10466 2021 EMNLP (1) https://doi.org/10.18653/v1/2021.emnlp-main.817 https://aclanthology.org/2021.emnlp-main.817 conf/emnlp/2021-1 db/conf/emnlp/emnlp2021-1.html#ColomboSCP21 Pierre Colombo Chloé Clavel Chouchang (Jack) Yang Giovanna Varni Beam Search with Bidirectional Strategies for Neural Response Generation. 287-294 2021 ICNLSP conf/icnlsp/2021 db/conf/icnlsp/icnlsp2021.html#ColomboCYV21 https://aclanthology.org/2021.icnlsp-1.16

Pierre Colombo Chloé Clavel Pablo Piantanida A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations. 2021 abs/2105.02685 CoRR https://arxiv.org/abs/2105.02685 db/journals/corr/corr2105.html#abs-2105-02685

Pierre Colombo Guillaume Staerman Chloé Clavel Pablo Piantanida Automatic Text Evaluation through the Lens of Wasserstein Barycenters. 2021 abs/2108.12463 CoRR https://arxiv.org/abs/2108.12463 db/journals/corr/corr2108.html#abs-2108-12463

Emile Chapuis Pierre Colombo Matthieu Labeau Chloé Clavel Code-switched inspired losses for generic spoken dialog representations. 2021 abs/2108.12465 CoRR https://arxiv.org/abs/2108.12465 db/journals/corr/corr2108.html#abs-2108-12465

Pierre Colombo Emile Chapuis Matthieu Labeau Chloé Clavel Improving Multimodal fusion via Mutual Dependency Maximisation. 2021 abs/2109.00922 CoRR https://arxiv.org/abs/2109.00922 db/journals/corr/corr2109.html#abs-2109-00922

Pierre Colombo Chouchang Yang Giovanna Varni Chloé Clavel Beam Search with Bidirectional Strategies for Neural Response Generation. 2021 abs/2110.03389 CoRR https://arxiv.org/abs/2110.03389 db/journals/corr/corr2110.html#abs-2110-03389

Pierre Colombo Chloé Clavel Pablo Piantanida InfoLM: A New Metric to Evaluate Summarization & Data2Text Generation. 2021 abs/2112.01589 CoRR https://arxiv.org/abs/2112.01589 db/journals/corr/corr2112.html#abs-2112-01589

Kaustubh D. Dhole Varun Gangal Sebastian Gehrmann Aadesh Gupta Zhenhao Li Saad Mahamood Abinaya Mahendiran Simon Mille Ashish Srivastava Samson Tan Tongshuang Wu Jascha Sohl-Dickstein Jinho D. Choi Eduard H. Hovy Ondrej Dusek Sebastian Ruder Sajant Anand Nagender Aneja Rabin Banjade Lisa Barthe Hanna Behnke Ian Berlot-Attwell Connor Boyle Caroline Brun Marco Antonio Sobrevilla Cabezudo Samuel Cahyawijaya Emile Chapuis Wanxiang Che Mukund Choudhary Christian Clauss Pierre Colombo Filip Cornell Gautier Dagan Mayukh Das Tanay Dixit Thomas Dopierre Paul-Alexis Dray Suchitra Dubey Tatiana Ekeinhor Marco Di Giovanni Tanya Goyal Rishabh Gupta Louanes Hamla Sang Han Fabrice Harel-Canada Antoine Honore Ishan Jindal Przemyslaw K. Joniak Denis Kleyko Venelin Kovatchev Kalpesh Krishna Ashutosh Kumar Stefan Langer Seungjae Ryan Lee Corey James Levinson Hualou Liang Kaizhao Liang Zhexiong Liu Andrey Lukyanenko Vukosi Marivate Gerard de Melo Simon Meoni Maxime Meyer Afnan Mir Nafise Sadat Moosavi Niklas Muennighoff Timothy Sum Hon Mun Kenton Murray Marcin Namysl Maria Obedkova Priti Oli Nivranshu Pasricha Jan Pfister Richard Plant Vinay Prabhu Vasile Pais Libo Qin 0001 Shahab Raji Pawan Kumar Rajpoot Vikas Raunak Roy Rinberg Nicholas Roberts Juan Diego Rodriguez Claude Roux Paulo Henrique Santos Vasconcellos Ananya B. Sai Robin M. Schmidt Thomas Scialom Tshephisho Sefara Saqib Shamsi Xudong Shen Yiwen Shi Haoyue Shi 0001 Anna Shvets Nick Siegel Damien Sileo Jamie Simon Chandan Singh Roman Sitelew Priyank Soni Taylor Sorensen William Soto Martinez Aman Srivastava KV Aditya Srivatsa Tony Sun Mukund Varma T. A. Tabassum Fiona Anting Tan Ryan Teehan Mo Tiwari Marie Tolkiehn Athena Wang Zijian Wang 0002 Zijie J. Wang Gloria Wang Fuxuan Wei Bryan Wilie Genta Indra Winata Xinyi Wu Witold Wydmanski Tianbao Xie Usama Yaseen Michael A. Yee Jing Zhang Yue Zhang 0004 NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation. 2021 abs/2112.02721 CoRR https://arxiv.org/abs/2112.02721 db/journals/corr/corr2112.html#abs-2112-02721

Pierre Colombo Emile Chapuis Matteo Manica Emmanuel Vignon Giovanna Varni Chloé Clavel Guiding Attention in Sequence-to-Sequence Models for Dialogue Act Prediction. 7594-7601 2020 AAAI https://doi.org/10.1609/aaai.v34i05.6259 conf/aaai/2020 db/conf/aaai/aaai2020.html#ColomboCMVVC20 Emile Chapuis Pierre Colombo Matteo Manica Matthieu Labeau Chloé Clavel Hierarchical Pre-training for Sequence Labelling in Spoken Dialog. 2636-2648 2020 EMNLP (Findings) https://doi.org/10.18653/v1/2020.findings-emnlp.239 https://aclanthology.org/2020.findings-emnlp.239/ conf/emnlp/2020f db/conf/emnlp/emnlp2020f.html#ChapuisCMLC20 Tanvi Dinkar Pierre Colombo Matthieu Labeau Chloé Clavel The importance of fillers for text representations of speech transcripts. 7985-7993 2020 EMNLP (1) https://doi.org/10.18653/v1/2020.emnlp-main.641 https://aclanthology.org/2020.emnlp-main.641/ conf/emnlp/2020-1 db/conf/emnlp/emnlp2020-1.html#DinkarCLC20 Hamid Jalalzai Pierre Colombo Chloé Clavel Éric Gaussier Giovanna Varni Emmanuel Vignon Anne Sabourin Heavy-tailed Representations, Text Polarity Classification & Data Augmentation. 2020 NeurIPS https://proceedings.neurips.cc/paper/2020/hash/2cfa3753d6a524711acb5fce38eeca1a-Abstract.html conf/nips/2020 db/conf/nips/neurips2020.html#JalalzaiCCGVVS20

Pierre Colombo Emile Chapuis Matteo Manica Emmanuel Vignon Giovanna Varni Chloé Clavel Guiding attention in Sequence-to-sequence models for Dialogue Act prediction. 2020 abs/2002.08801 CoRR https://arxiv.org/abs/2002.08801 db/journals/corr/corr2002.html#abs-2002-08801

Pierre Colombo Emile Chapuis Matteo Manica Emmanuel Vignon Giovanna Varni Chloé Clavel Guider l'attention dans les modeles de sequence a sequence pour la prediction des actes de dialogue. 2020 abs/2002.09419 CoRR https://arxiv.org/abs/2002.09419 db/journals/corr/corr2002.html#abs-2002-09419

Hamid Jalalzai Pierre Colombo Chloé Clavel Éric Gaussier Giovanna Varni Emmanuel Vignon Anne Sabourin Heavy-tailed Representations, Text Polarity Classification & Data Augmentation. 2020 abs/2003.11593 CoRR https://arxiv.org/abs/2003.11593 db/journals/corr/corr2003.html#abs-2003-11593

Emile Chapuis Pierre Colombo Matteo Manica Matthieu Labeau Chloé Clavel Hierarchical Pre-training for Sequence Labelling in Spoken Dialog. 2020 abs/2009.11152 CoRR https://arxiv.org/abs/2009.11152 db/journals/corr/corr2009.html#abs-2009-11152

Tanvi Dinkar Pierre Colombo Matthieu Labeau Chloé Clavel The importance of fillers for text representations of speech transcripts. 2020 abs/2009.11340 CoRR https://arxiv.org/abs/2009.11340 db/journals/corr/corr2009.html#abs-2009-11340

Alexandre Garcia 0001 Pierre Colombo Florence d'Alché-Buc Slim Essid Chloé Clavel From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining. 5538-5547 2019 EMNLP/IJCNLP (1) https://doi.org/10.18653/v1/D19-1556 conf/emnlp/2019-1 db/conf/emnlp/emnlp2019-1.html#GarciaCdEC19 Pierre Colombo Wojciech Witon Ashutosh Modi James Kennedy Mubbasir Kapadia Affect-Driven Dialog Generation. 3734-3743 2019 NAACL-HLT (1) https://doi.org/10.18653/v1/n19-1374 https://aclanthology.org/N19-1374/ conf/naacl/2019-1 db/conf/naacl/naacl2019-1.html#ColomboWMKK19

Pierre Colombo Wojciech Witon Ashutosh Modi James Kennedy Mubbasir Kapadia Affect-Driven Dialog Generation. 2019 abs/1904.02793 CoRR http://arxiv.org/abs/1904.02793 db/journals/corr/corr1904.html#abs-1904-02793

Alexandre Garcia 0001 Pierre Colombo Slim Essid Florence d'Alché-Buc Chloé Clavel From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining. 2019 abs/1908.11216 CoRR http://arxiv.org/abs/1908.11216 db/journals/corr/corr1908.html#abs-1908-11216

Wojciech Witon Pierre Colombo Ashutosh Modi Mubbasir Kapadia Disney at IEST 2018: Predicting Emotions using an Ensemble. 248-253 2018 WASSA@EMNLP https://doi.org/10.18653/v1/w18-6236 https://aclanthology.org/W18-6236/ conf/wassa/2018 db/conf/wassa/wassa2018.html#WitonCMK18 David Ifeoluwa Adelani Sweta Agrawal Christopher Akiki Loubna Ben Allal Khalid Almubarak Duarte M. Alves João Alves 0003 Zaid Alyafeai Sajant Anand Nagender Aneja Ismail Ben Ayed Rabin Banjade Lisa Barthe Hanna Behnke Ian Berlot-Attwell Stella Biderman Alexandra Birch Nicolas Boizard Shamik Bose Antoine Bosselut Malik Boudiaf Connor Boyle Caroline Brun Marco Antonio Sobrevilla Cabezudo Samuel Cahyawijaya Kevin Candra Antoni Bigata Casademunt Emile Chapuis Johanne Charpentier Wanxiang Che Jackie Chi Kit CheungJackie C. K. Cheung Cyril Chhun Jenny Chim Jinho D. Choi Mukund Choudhary Christian Clauss Chloé Clavel Stéphan Clémençon Luísa Coheur Max Conti Filip Cornell Caio F. CorroCaio Corro Dominic Culver Gautier Dagan Florence d'Alché-Buc Maxime Darrin Mayukh Das Michael Desa Manan Dey Kaustubh D. Dhole Tanvi Dinkar Tanay Dixit Thomas Dopierre Paul-Alexis Dray Suchitra Dubey Gérard Dupont Ondrej Dusek Tatiana Ekeinhor Fabrizio Esposito Slim Essid M. Amin Farajian Manuel Faysse Patrick Fernandes Jörg Frohberg Varun Gangal Alexandre Garcia 0001 Éric Gaussier Sebastian Gehrmann Marco Di Giovanni Hippolyte Gisserot-Boukhlef Aaron Gokaslan Eduardo Dadalto Câmara Gomes Itziar Gonzalez-Dios Tanya Goyal Federica Granese Nuno Miguel Guerreiro Aadesh Gupta Rishabh Gupta Kevin El Haddad Barry Haddow Louanes Hamla Ayoub Hammal Sang Han Fabrice Harel-Canada Gabriel Hautreux Anas Himmi Antoine Honore Eduard H. Hovy Céline Hudelot Suzana Ilic Ekhine Irurozki Hamid Jalalzai Yacine Jernite Ishan Jindal Przemyslaw K. Joniak Fanny Jourdan Mubbasir Kapadia James Kennedy Denis Kleyko Mateusz Klimaszewski Günther Koliander Venelin Kovatchev Kalpesh Krishna Ashutosh Kumar Matthieu Labeau Stefan Langer Hugo Laurençon Seungjae Ryan Lee Violette Lepercq Corey James Levinson Quentin Lhoest Zhenhao Li Hualou Liang Kaizhao Liang Zhexiong Liu Kyle Lo António Loison Shayne Longpre Sasha LuccioniAlexandra Sasha Luccioni Andrey Lukyanenko Quentin Macé Saad Mahamood Abinaya Mahendiran Etienne Malaboeuf Emmanuel Malherbe Matteo Manica Vukosi Marivate Syméon del Marmol William Soto Martinez André F. T. Martins Pedro Henrique Martins Maraim Masoud Angelina McMillan-Major Gerard de Melo Rui Melo Simon Meoni Francisco Messina Maxime Meyer Simon Mille Afnan Mir Margaret Mitchell Ashutosh Modi Nafise Sadat Moosavi Albert Villanova del Moral Sofia Morgado Chenghao Mou Pavlo Mozharovskyi Niklas Muennighoff Timothy Sum Hon Mun Manuel Muñoz Kenton Murray Sebastian Nagel 0005 Marcin Namysl Graham Neubig Huu Nguyen Olivier Nguyen Somaieh Nikpoor Nathan Noiry Maria Obedkova Priti Oli Bilel Omrani Suhas Pai Vasile Florian PaisVasile Pais Nivranshu Pasricha Victor Pellegrain Ben Peters Maxime Peyrard Jan Pfister Long Phan Pablo Piantanida Georg Pichler Marine Picot Telmo PiresTelmo Pessoa Pires Giada Pistilli Richard Plant José Pombal Eduardo G. PonferradaEduardo González Ponferrada Vinay Prabhu Libo Qin 0001 Shahab Raji Pawan Kumar Rajpoot Miguel Moura Ramos Vera Lúcia Raposo Vikas Raunak Ricardo Rei Roy Rinberg Nicholas Roberts Juan Diego Rodriguez Anna Rogers Marco Romanelli 0002 Javier de la Rosa 0001 Claude Roux Sebastian Ruder Anne Sabourin Ananya SaiAnanya B. Sai Sonal Sannigrahi Saul José Rodrigues dos Santos Mario Sasko Lucile Saulnier Teven Le Scao Robin M. Schmidt Thomas Scialom Tshephisho J. SefaraTshephisho Sefara Saqib Shamsi Xudong Shen Freda ShiHaoyue Shi 0001 Yiwen Shi Anna Shvets Hugues Sibille Nick Siegel Damien Sileo Jamie Simon Chandan Singh Roman Sitelew Jascha Sohl-Dickstein Priyank Soni Taylor Sorensen Aitor Soroa José Guilherme Camargo de SouzaJosé G. C. de Souza Aman Srivastava Ashish Srivastava KV Aditya Srivatsa Guillaume Staerman Daan van Stigt Victor Storchan Daniel van Strien Pedro Ortiz Suarez Fabian M. Suchanek Tony Sun Allyn Sweet Mukund Varma T. A. Tabassum Myriam Tami Fiona Anting Tan Samson Tan Ryan Teehan Paul Teiletche Tristan Thrush Mo Tiwari Marie Tolkiehn Francesco De Toni Hieu Tran Giovanna Varni Paulo Henrique Santos Vasconcellos Gautier Viaud Emmanuel Vignon Paulo Villegas André Viveiros Minh Chien Vu Jonas Waldendorf Athena Wang Gloria Wang Hongxi Wang Thomas Wang Zijian Wang 0002 Zijie J. Wang Leon Weber-GenzelLeon Weber Fuxuan Wei Leandro von Werra Robert West 0001 Bryan Wilie Genta Indra Winata Wojciech Witon Sherry Tongshuang WuTongshuang Wu Tony Wu Xinyi Wu Witold Wydmanski Tianbao Xie Chouchang YangChouchang (Jack) Yang Usama Yaseen Michael A. Yee Ian Yu François Yvon Emmanouil Zaranis Jing Zhang Yue Zhang 0004 Jian Zhu