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\n\n \n \n \n \n \n \n Hallucinations in Large Multilingual Translation Models.\n \n \n \n \n\n\n \n Guerreiro, N. M.; Alves, D. M.; Waldendorf, J.; Haddow, B.; Birch, A.; Colombo, P.; and Martins, A. F. T.\n\n\n \n\n\n\n
Trans. Assoc. Comput. Linguistics, 11: 1500–1517. 2023.\n
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@article{DBLP:journals/tacl/GuerreiroAWHBCM23,\n author = {Nuno Miguel Guerreiro and\n Duarte M. Alves and\n Jonas Waldendorf and\n Barry Haddow and\n Alexandra Birch and\n Pierre Colombo and\n Andr{\\'{e}} F. T. Martins},\n title = {Hallucinations in Large Multilingual Translation Models},\n journal = {Trans. Assoc. Comput. Linguistics},\n volume = {11},\n pages = {1500--1517},\n year = {2023},\n url = {https://doi.org/10.1162/tacl\\_a\\_00615},\n doi = {10.1162/TACL\\_A\\_00615},\n timestamp = {Wed, 19 Jun 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/tacl/GuerreiroAWHBCM23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n A Halfspace-Mass Depth-Based Method for Adversarial Attack Detection.\n \n \n \n \n\n\n \n Picot, M.; Granese, F.; Staerman, G.; Romanelli, M.; Messina, F.; Piantanida, P.; and Colombo, P.\n\n\n \n\n\n\n
Trans. Mach. Learn. Res., 2023. 2023.\n
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@article{DBLP:journals/tmlr/PicotGSRMPC23,\n author = {Marine Picot and\n Federica Granese and\n Guillaume Staerman and\n Marco Romanelli and\n Francisco Messina and\n Pablo Piantanida and\n Pierre Colombo},\n title = {A Halfspace-Mass Depth-Based Method for Adversarial Attack Detection},\n journal = {Trans. Mach. Learn. Res.},\n volume = {2023},\n year = {2023},\n url = {https://openreview.net/forum?id=YtU0nDb5e8},\n timestamp = {Thu, 18 May 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/tmlr/PicotGSRMPC23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Optimal Transport for Unsupervised Hallucination Detection in Neural Machine Translation.\n \n \n \n \n\n\n \n Guerreiro, N. M.; Colombo, P.; Piantanida, P.; and Martins, A. F. T.\n\n\n \n\n\n\n In Rogers, A.; Boyd-Graber, J. L.; and Okazaki, N., editor(s),
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2023, Toronto, Canada, July 9-14, 2023, pages 13766–13784, 2023. Association for Computational Linguistics\n
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@inproceedings{DBLP:conf/acl/GuerreiroCPM23,\n author = {Nuno Miguel Guerreiro and\n Pierre Colombo and\n Pablo Piantanida and\n Andr{\\'{e}} F. T. Martins},\n editor = {Anna Rogers and\n Jordan L. Boyd{-}Graber and\n Naoaki Okazaki},\n title = {Optimal Transport for Unsupervised Hallucination Detection in Neural\n Machine Translation},\n booktitle = {Proceedings of the 61st Annual Meeting of the Association for Computational\n Linguistics (Volume 1: Long Papers), {ACL} 2023, Toronto, Canada,\n July 9-14, 2023},\n pages = {13766--13784},\n publisher = {Association for Computational Linguistics},\n year = {2023},\n url = {https://doi.org/10.18653/v1/2023.acl-long.770},\n doi = {10.18653/V1/2023.ACL-LONG.770},\n timestamp = {Thu, 10 Aug 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/acl/GuerreiroCPM23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Toward Stronger Textual Attack Detectors.\n \n \n \n \n\n\n \n Colombo, P.; Picot, M.; Noiry, N.; Staerman, G.; and Piantanida, P.\n\n\n \n\n\n\n In Bouamor, H.; Pino, J.; and Bali, K., editor(s),
Findings of the Association for Computational Linguistics: EMNLP 2023, Singapore, December 6-10, 2023, pages 484–505, 2023. Association for Computational Linguistics\n
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@inproceedings{DBLP:conf/emnlp/ColomboPNSP23,\n author = {Pierre Colombo and\n Marine Picot and\n Nathan Noiry and\n Guillaume Staerman and\n Pablo Piantanida},\n editor = {Houda Bouamor and\n Juan Pino and\n Kalika Bali},\n title = {Toward Stronger Textual Attack Detectors},\n booktitle = {Findings of the Association for Computational Linguistics: {EMNLP}\n 2023, Singapore, December 6-10, 2023},\n pages = {484--505},\n publisher = {Association for Computational Linguistics},\n year = {2023},\n url = {https://doi.org/10.18653/v1/2023.findings-emnlp.35},\n doi = {10.18653/V1/2023.FINDINGS-EMNLP.35},\n timestamp = {Fri, 12 Apr 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/emnlp/ColomboPNSP23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models.\n \n \n \n \n\n\n \n Colombo, P.; Pellegrain, V.; Boudiaf, M.; Tami, M.; Storchan, V.; Ayed, I. B.; and Piantanida, P.\n\n\n \n\n\n\n In Bouamor, H.; Pino, J.; and Bali, K., editor(s),
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023, Singapore, December 6-10, 2023, pages 4214–4231, 2023. Association for Computational Linguistics\n
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@inproceedings{DBLP:conf/emnlp/ColomboPBTSAP23,\n author = {Pierre Colombo and\n Victor Pellegrain and\n Malik Boudiaf and\n Myriam Tami and\n Victor Storchan and\n Ismail Ben Ayed and\n Pablo Piantanida},\n editor = {Houda Bouamor and\n Juan Pino and\n Kalika Bali},\n title = {Transductive Learning for Textual Few-Shot Classification in API-based\n Embedding Models},\n booktitle = {Proceedings of the 2023 Conference on Empirical Methods in Natural\n Language Processing, {EMNLP} 2023, Singapore, December 6-10, 2023},\n pages = {4214--4231},\n publisher = {Association for Computational Linguistics},\n year = {2023},\n url = {https://doi.org/10.18653/v1/2023.emnlp-main.257},\n doi = {10.18653/V1/2023.EMNLP-MAIN.257},\n timestamp = {Fri, 12 Apr 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/emnlp/ColomboPBTSAP23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n RainProof: An Umbrella to Shield Text Generator from Out-Of-Distribution Data.\n \n \n \n \n\n\n \n Darrin, M.; Piantanida, P.; and Colombo, P.\n\n\n \n\n\n\n In Bouamor, H.; Pino, J.; and Bali, K., editor(s),
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023, Singapore, December 6-10, 2023, pages 5831–5857, 2023. Association for Computational Linguistics\n
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@inproceedings{DBLP:conf/emnlp/DarrinPC23,\n author = {Maxime Darrin and\n Pablo Piantanida and\n Pierre Colombo},\n editor = {Houda Bouamor and\n Juan Pino and\n Kalika Bali},\n title = {RainProof: An Umbrella to Shield Text Generator from Out-Of-Distribution\n Data},\n booktitle = {Proceedings of the 2023 Conference on Empirical Methods in Natural\n Language Processing, {EMNLP} 2023, Singapore, December 6-10, 2023},\n pages = {5831--5857},\n publisher = {Association for Computational Linguistics},\n year = {2023},\n url = {https://doi.org/10.18653/v1/2023.emnlp-main.357},\n doi = {10.18653/V1/2023.EMNLP-MAIN.357},\n timestamp = {Fri, 12 Apr 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/emnlp/DarrinPC23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial Applications.\n \n \n \n \n\n\n \n Faysse, M.; Viaud, G.; Hudelot, C.; and Colombo, P.\n\n\n \n\n\n\n In Bouamor, H.; Pino, J.; and Bali, K., editor(s),
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023, Singapore, December 6-10, 2023, pages 9033–9048, 2023. Association for Computational Linguistics\n
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@inproceedings{DBLP:conf/emnlp/FaysseVHC23,\n author = {Manuel Faysse and\n Gautier Viaud and\n C{\\'{e}}line Hudelot and\n Pierre Colombo},\n editor = {Houda Bouamor and\n Juan Pino and\n Kalika Bali},\n title = {Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial\n Applications},\n booktitle = {Proceedings of the 2023 Conference on Empirical Methods in Natural\n Language Processing, {EMNLP} 2023, Singapore, December 6-10, 2023},\n pages = {9033--9048},\n publisher = {Association for Computational Linguistics},\n year = {2023},\n url = {https://doi.org/10.18653/v1/2023.emnlp-main.559},\n doi = {10.18653/V1/2023.EMNLP-MAIN.559},\n timestamp = {Sun, 06 Oct 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/emnlp/FaysseVHC23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning.\n \n \n \n \n\n\n \n Alves, D. M.; Guerreiro, N. M.; Alves, J.; Pombal, J.; Rei, R.; de Souza, J. G. C.; Colombo, P.; and Martins, A. F. T.\n\n\n \n\n\n\n In Bouamor, H.; Pino, J.; and Bali, K., editor(s),
Findings of the Association for Computational Linguistics: EMNLP 2023, Singapore, December 6-10, 2023, pages 11127–11148, 2023. Association for Computational Linguistics\n
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@inproceedings{DBLP:conf/emnlp/AlvesGAPRSCM23,\n author = {Duarte M. Alves and\n Nuno Miguel Guerreiro and\n Jo{\\~{a}}o Alves and\n Jos{\\'{e}} Pombal and\n Ricardo Rei and\n Jos{\\'{e}} Guilherme Camargo de Souza and\n Pierre Colombo and\n Andr{\\'{e}} F. T. Martins},\n editor = {Houda Bouamor and\n Juan Pino and\n Kalika Bali},\n title = {Steering Large Language Models for Machine Translation with Finetuning\n and In-Context Learning},\n booktitle = {Findings of the Association for Computational Linguistics: {EMNLP}\n 2023, Singapore, December 6-10, 2023},\n pages = {11127--11148},\n publisher = {Association for Computational Linguistics},\n year = {2023},\n url = {https://doi.org/10.18653/v1/2023.findings-emnlp.744},\n doi = {10.18653/V1/2023.FINDINGS-EMNLP.744},\n timestamp = {Thu, 28 Nov 2024 00:00:00 +0100},\n biburl = {https://dblp.org/rec/conf/emnlp/AlvesGAPRSCM23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n The Glass Ceiling of Automatic Evaluation in Natural Language Generation.\n \n \n \n \n\n\n \n Colombo, P.; Peyrard, M.; Noiry, N.; West, R.; and Piantanida, P.\n\n\n \n\n\n\n In Park, J. C.; Arase, Y.; Hu, B.; Lu, W.; Wijaya, D.; Purwarianti, A.; and Krisnadhi, A. A., editor(s),
Findings of the Association for Computational Linguistics: IJCNLP-AACL 2023 - Findings, Nusa Dua, Bali, November 1-4, 2023, pages 178–183, 2023. Association for Computational Linguistics\n
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@inproceedings{DBLP:conf/ijcnlp/ColomboPNWP23,\n author = {Pierre Colombo and\n Maxime Peyrard and\n Nathan Noiry and\n Robert West and\n Pablo Piantanida},\n editor = {Jong C. Park and\n Yuki Arase and\n Baotian Hu and\n Wei Lu and\n Derry Wijaya and\n Ayu Purwarianti and\n Adila Alfa Krisnadhi},\n title = {The Glass Ceiling of Automatic Evaluation in Natural Language Generation},\n booktitle = {Findings of the Association for Computational Linguistics: {IJCNLP-AACL}\n 2023 - Findings, Nusa Dua, Bali, November 1-4, 2023},\n pages = {178--183},\n publisher = {Association for Computational Linguistics},\n year = {2023},\n url = {https://doi.org/10.18653/v1/2023.findings-ijcnlp.16},\n doi = {10.18653/V1/2023.FINDINGS-IJCNLP.16},\n timestamp = {Fri, 12 Apr 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/ijcnlp/ColomboPNWP23.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Unsupervised Layer-wise Score Aggregation for Textual OOD Detection.\n \n \n \n \n\n\n \n Darrin, M.; Staerman, G.; Gomes, E. D. C.; Cheung, J. C. K.; Piantanida, P.; and Colombo, P.\n\n\n \n\n\n\n
CoRR, abs/2302.09852. 2023.\n
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@article{DBLP:journals/corr/abs-2302-09852,\n author = {Maxime Darrin and\n Guillaume Staerman and\n Eduardo Dadalto C{\\^{a}}mara Gomes and\n Jackie C. K. Cheung and\n Pablo Piantanida and\n Pierre Colombo},\n title = {Unsupervised Layer-wise Score Aggregation for Textual {OOD} Detection},\n journal = {CoRR},\n volume = {abs/2302.09852},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2302.09852},\n doi = {10.48550/ARXIV.2302.09852},\n eprinttype = {arXiv},\n eprint = {2302.09852},\n timestamp = {Thu, 19 Oct 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2302-09852.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset.\n \n \n \n \n\n\n \n Laurençon, H.; Saulnier, L.; Wang, T.; Akiki, C.; del Moral, A. V.; Scao, T. L.; von Werra, L.; Mou, C.; Ponferrada, E. G.; Nguyen, H.; Frohberg, J.; Sasko, M.; Lhoest, Q.; McMillan-Major, A.; Dupont, G.; Biderman, S.; Rogers, A.; Allal, L. B.; Toni, F. D.; Pistilli, G.; Nguyen, O.; Nikpoor, S.; Masoud, M.; Colombo, P.; de la Rosa, J.; Villegas, P.; Thrush, T.; Longpre, S.; Nagel, S.; Weber, L.; Muñoz, M.; Zhu, J.; van Strien, D.; Alyafeai, Z.; Almubarak, K.; Vu, M. C.; Gonzalez-Dios, I.; Soroa, A.; Lo, K.; Dey, M.; Suarez, P. O.; Gokaslan, A.; Bose, S.; Adelani, D. I.; Phan, L.; Tran, H.; Yu, I.; Pai, S.; Chim, J.; Lepercq, V.; Ilic, S.; Mitchell, M.; Luccioni, S.; and Jernite, Y.\n\n\n \n\n\n\n
CoRR, abs/2303.03915. 2023.\n
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@article{DBLP:journals/corr/abs-2303-03915,\n author = {Hugo Lauren{\\c{c}}on and\n Lucile Saulnier and\n Thomas Wang and\n Christopher Akiki and\n Albert Villanova del Moral and\n Teven Le Scao and\n Leandro von Werra and\n Chenghao Mou and\n Eduardo Gonz{\\'{a}}lez Ponferrada and\n Huu Nguyen and\n J{\\"{o}}rg Frohberg and\n Mario Sasko and\n Quentin Lhoest and\n Angelina McMillan{-}Major and\n G{\\'{e}}rard Dupont and\n Stella Biderman and\n Anna Rogers and\n Loubna Ben Allal and\n Francesco De Toni and\n Giada Pistilli and\n Olivier Nguyen and\n Somaieh Nikpoor and\n Maraim Masoud and\n Pierre Colombo and\n Javier de la Rosa and\n Paulo Villegas and\n Tristan Thrush and\n Shayne Longpre and\n Sebastian Nagel and\n Leon Weber and\n Manuel Mu{\\~{n}}oz and\n Jian Zhu and\n Daniel van Strien and\n Zaid Alyafeai and\n Khalid Almubarak and\n Minh Chien Vu and\n Itziar Gonzalez{-}Dios and\n Aitor Soroa and\n Kyle Lo and\n Manan Dey and\n Pedro Ortiz Suarez and\n Aaron Gokaslan and\n Shamik Bose and\n David Ifeoluwa Adelani and\n Long Phan and\n Hieu Tran and\n Ian Yu and\n Suhas Pai and\n Jenny Chim and\n Violette Lepercq and\n Suzana Ilic and\n Margaret Mitchell and\n Sasha Luccioni and\n Yacine Jernite},\n title = {The BigScience {ROOTS} Corpus: {A} 1.6TB Composite Multilingual Dataset},\n journal = {CoRR},\n volume = {abs/2303.03915},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2303.03915},\n doi = {10.48550/ARXIV.2303.03915},\n eprinttype = {arXiv},\n eprint = {2303.03915},\n timestamp = {Sat, 13 Jul 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2303-03915.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Hallucinations in Large Multilingual Translation Models.\n \n \n \n \n\n\n \n Guerreiro, N. M.; Alves, D. M.; Waldendorf, J.; Haddow, B.; Birch, A.; Colombo, P.; and Martins, A. F. T.\n\n\n \n\n\n\n
CoRR, abs/2303.16104. 2023.\n
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@article{DBLP:journals/corr/abs-2303-16104,\n author = {Nuno Miguel Guerreiro and\n Duarte M. Alves and\n Jonas Waldendorf and\n Barry Haddow and\n Alexandra Birch and\n Pierre Colombo and\n Andr{\\'{e}} F. T. Martins},\n title = {Hallucinations in Large Multilingual Translation Models},\n journal = {CoRR},\n volume = {abs/2303.16104},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2303.16104},\n doi = {10.48550/ARXIV.2303.16104},\n eprinttype = {arXiv},\n eprint = {2303.16104},\n timestamp = {Fri, 14 Apr 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2303-16104.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Towards More Robust NLP System Evaluation: Handling Missing Scores in Benchmarks.\n \n \n \n \n\n\n \n Himmi, A.; Irurozki, E.; Noiry, N.; Clémençon, S.; and Colombo, P.\n\n\n \n\n\n\n
CoRR, abs/2305.10284. 2023.\n
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@article{DBLP:journals/corr/abs-2305-10284,\n author = {Anas Himmi and\n Ekhine Irurozki and\n Nathan Noiry and\n St{\\'{e}}phan Cl{\\'{e}}men{\\c{c}}on and\n Pierre Colombo},\n title = {Towards More Robust {NLP} System Evaluation: Handling Missing Scores\n in Benchmarks},\n journal = {CoRR},\n volume = {abs/2305.10284},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2305.10284},\n doi = {10.48550/ARXIV.2305.10284},\n eprinttype = {arXiv},\n eprint = {2305.10284},\n timestamp = {Wed, 24 May 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2305-10284.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n A Functional Data Perspective and Baseline On Multi-Layer Out-of-Distribution Detection.\n \n \n \n \n\n\n \n Gomes, E. D. C.; Colombo, P.; Staerman, G.; Noiry, N.; and Piantanida, P.\n\n\n \n\n\n\n
CoRR, abs/2306.03522. 2023.\n
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@article{DBLP:journals/corr/abs-2306-03522,\n author = {Eduardo Dadalto C{\\^{a}}mara Gomes and\n Pierre Colombo and\n Guillaume Staerman and\n Nathan Noiry and\n Pablo Piantanida},\n title = {A Functional Data Perspective and Baseline On Multi-Layer Out-of-Distribution\n Detection},\n journal = {CoRR},\n volume = {abs/2306.03522},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2306.03522},\n doi = {10.48550/ARXIV.2306.03522},\n eprinttype = {arXiv},\n eprint = {2306.03522},\n timestamp = {Tue, 13 Jun 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2306-03522.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n xCOMET: Transparent Machine Translation Evaluation through Fine-grained Error Detection.\n \n \n \n \n\n\n \n Guerreiro, N. M.; Rei, R.; van Stigt, D.; Coheur, L.; Colombo, P.; and Martins, A. F. T.\n\n\n \n\n\n\n
CoRR, abs/2310.10482. 2023.\n
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@article{DBLP:journals/corr/abs-2310-10482,\n author = {Nuno Miguel Guerreiro and\n Ricardo Rei and\n Daan van Stigt and\n Lu{\\'{\\i}}sa Coheur and\n Pierre Colombo and\n Andr{\\'{e}} F. T. Martins},\n title = {xCOMET: Transparent Machine Translation Evaluation through Fine-grained\n Error Detection},\n journal = {CoRR},\n volume = {abs/2310.10482},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2310.10482},\n doi = {10.48550/ARXIV.2310.10482},\n eprinttype = {arXiv},\n eprint = {2310.10482},\n timestamp = {Wed, 25 Oct 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2310-10482.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning.\n \n \n \n \n\n\n \n Alves, D. M.; Guerreiro, N. M.; Alves, J.; Pombal, J.; Rei, R.; de Souza, J. G. C.; Colombo, P.; and Martins, A. F. T.\n\n\n \n\n\n\n
CoRR, abs/2310.13448. 2023.\n
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@article{DBLP:journals/corr/abs-2310-13448,\n author = {Duarte M. Alves and\n Nuno Miguel Guerreiro and\n Jo{\\~{a}}o Alves and\n Jos{\\'{e}} Pombal and\n Ricardo Rei and\n Jos{\\'{e}} G. C. de Souza and\n Pierre Colombo and\n Andr{\\'{e}} F. T. Martins},\n title = {Steering Large Language Models for Machine Translation with Finetuning\n and In-Context Learning},\n journal = {CoRR},\n volume = {abs/2310.13448},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2310.13448},\n doi = {10.48550/ARXIV.2310.13448},\n eprinttype = {arXiv},\n eprint = {2310.13448},\n timestamp = {Thu, 28 Nov 2024 00:00:00 +0100},\n biburl = {https://dblp.org/rec/journals/corr/abs-2310-13448.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models.\n \n \n \n \n\n\n \n Colombo, P.; Pellegrain, V.; Boudiaf, M.; Storchan, V.; Tami, M.; Ayed, I. B.; Hudelot, C.; and Piantanida, P.\n\n\n \n\n\n\n
CoRR, abs/2310.13998. 2023.\n
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@article{DBLP:journals/corr/abs-2310-13998,\n author = {Pierre Colombo and\n Victor Pellegrain and\n Malik Boudiaf and\n Victor Storchan and\n Myriam Tami and\n Ismail Ben Ayed and\n C{\\'{e}}line Hudelot and\n Pablo Piantanida},\n title = {Transductive Learning for Textual Few-Shot Classification in API-based\n Embedding Models},\n journal = {CoRR},\n volume = {abs/2310.13998},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2310.13998},\n doi = {10.48550/ARXIV.2310.13998},\n eprinttype = {arXiv},\n eprint = {2310.13998},\n timestamp = {Fri, 27 Oct 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2310-13998.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Toward Stronger Textual Attack Detectors.\n \n \n \n \n\n\n \n Colombo, P.; Picot, M.; Noiry, N.; Staerman, G.; and Piantanida, P.\n\n\n \n\n\n\n
CoRR, abs/2310.14001. 2023.\n
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@article{DBLP:journals/corr/abs-2310-14001,\n author = {Pierre Colombo and\n Marine Picot and\n Nathan Noiry and\n Guillaume Staerman and\n Pablo Piantanida},\n title = {Toward Stronger Textual Attack Detectors},\n journal = {CoRR},\n volume = {abs/2310.14001},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2310.14001},\n doi = {10.48550/ARXIV.2310.14001},\n eprinttype = {arXiv},\n eprint = {2310.14001},\n timestamp = {Fri, 27 Oct 2023 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2310-14001.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial Applications.\n \n \n \n \n\n\n \n Faysse, M.; Viaud, G.; Hudelot, C.; and Colombo, P.\n\n\n \n\n\n\n
CoRR, abs/2310.14103. 2023.\n
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@article{DBLP:journals/corr/abs-2310-14103,\n author = {Manuel Faysse and\n Gautier Viaud and\n C{\\'{e}}line Hudelot and\n Pierre Colombo},\n title = {Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial\n Applications},\n journal = {CoRR},\n volume = {abs/2310.14103},\n year = {2023},\n url = {https://doi.org/10.48550/arXiv.2310.14103},\n doi = {10.48550/ARXIV.2310.14103},\n eprinttype = {arXiv},\n eprint = {2310.14103},\n timestamp = {Sun, 06 Oct 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2310-14103.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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