DEep COgnition Learning for LAnguage GEneration

Informacje na temat projektu

DECOLLAGE

Identyfikator umowy o grant: 101088763

DOI

10.3030/101088763

Data podpisania przez KE 5 Kwietnia 2023

Data rozpoczęcia 1 Sierpnia 2023

Data zakończenia 31 Lipca 2028

Finansowanie w ramach

• European Research Council (ERC)

Koszt całkowity

€ 1 999 595,00

Wkład UE

€ 1 999 595,00

Koordynowany przez

INSTITUTO DE TELECOMUNICACOES
Portugal

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Publikacje

Conference proceedings (29)

The Devil Is in the Errors: Leveraging Large Language Models for Fine-grained Machine Translation Evaluation

Autorzy: Patrick Fernandes, Daniel Deutsch, Mara Finkelstein, Parker Riley, André Martins, Graham Neubig, Ankush Garg, Jonathan Clark, Markus Freitag, Orhan Firat
Opublikowane w: Proceedings of the Eighth Conference on Machine Translation, 2023
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2023.WMT-1.100

Modern Hopfield Networks with Continuous-Time Memories

Autorzy: Saul Santos, António Farinhas, Daniel C McNamee, André FT Martins
Opublikowane w: ICLR Workshop on New Frontiers in Associative Memories, 2025
Wydawca: OpenReview.net

$\infty$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation

Autorzy: Saul Santos, António Farinhas, Daniel C McNamee, André F. T. Martins
Opublikowane w: International Conference on Machine Learning (ICML'25), 2025
Wydawca: OpenReview.net

Findings of the Quality Estimation Shared Task at WMT 2024: Are LLMs Closing the Gap in QE?

Autorzy: Zerva, Chrysoula; Blain, Frédéric; de Souza, José Guilherme Camargo; Kanojia, Diptesh; Deoghare, Sourabh Dattatray; Guerreiro, Nuno Miguel; Attanasio, Giuseppe; Rei, Ricardo; Orasan, Constantin; Negri, Matteo; Turchi, Marco; Chatterjee, Rajen; Bhattacharyya, Pushpak; Freitag, Markus; Martins, André
Opublikowane w: Proceedings of the Ninth Conference on Machine Translation, 2024
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2024.WMT-1.3

Findings of the WMT 2023 Shared Task on Quality Estimation

Autorzy: Blain, Frederic; Zerva, Chrysoula; Ribeiro, Ricardo; Guerreiro, Nuno M.; Kanojia, Diptesh; C. de Souza, José G.; Silva, Beatriz; Vaz, Tânia; Jingxuan, Yan; Azadi, Fatemeh; Orasan, Constantin; Martins, André
Opublikowane w: Proceedings of the Eighth Conference on Machine Translation, 2023
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2023.WMT-1.52

Sparse and Structured Hopfield Networks

Autorzy: Saul José Rodrigues Dos Santos, Vlad Niculae, Daniel C Mcnamee, Andre Martins
Opublikowane w: Proceedings of the 41st International Conference on Machine Learning, PMLR 235:43368-43388, 2024, 2024
Wydawca: Proceedings of Machine Learning Research (PMLR)

Tower: An Open Multilingual Large Language Model for Translation-Related Tasks

Autorzy: Duarte M. Alves, José Pombal, Nuno M. Guerreiro, Pedro H. Martins, João Alves, Amin Farajian, Ben Peters, Ricardo Rei, Patrick Fernandes, Sweta Agrawal, Pierre Colombo, José G.C. de Souza, André F.T. Martins
Opublikowane w: Conference on Language Modeling (COLM'24, oral), 2024
Wydawca: OpenReview.net

Can Automatic Metrics Assess High-Quality Translations?

Autorzy: Sweta Agrawal, António Farinhas, Ricardo Rei, Andre Martins
Opublikowane w: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2024.EMNLP-MAIN.802

Non-Exchangeable Conformal Risk Control

Autorzy: António Farinhas, Chryssa Zerva, Dennis Ulmer, André F. T. Martins
Opublikowane w: International Conference on Learning Representations (ICLR), 2024
Wydawca: OpenReview.net

xTower: A Multilingual LLM for Explaining and Correcting Translation Errors

Autorzy: Marcos V Treviso, Nuno M Guerreiro, Sweta Agrawal, Ricardo Rei, José Pombal, Tania Vaz, Helena Wu, Beatriz Silva, Daan Van Stigt, Andre Martins
Opublikowane w: Findings of the Association for Computational Linguistics: EMNLP 2024, 2024
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2024.FINDINGS-EMNLP.892

QUEST: Quality-Aware Metropolis-Hastings Sampling for Machine Translation

Autorzy: Gonçalo R. A. Faria, Sweta Agrawal, António Farinhas, Ricardo Rei, José G. C. de Souza, André F. T. Martins
Opublikowane w: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Wydawca: OpenReview.net

Non-Exchangeable Conformal Language Generation with Nearest Neighbors

Autorzy: Dennis Ulmer, Chrysoula Zerva, Andre Martins
Opublikowane w: Findings of the Association for Computational Linguistics: EACL 2024, 2024
Wydawca: Association for Computational Linguistics

How Effective Are State Space Models for Machine Translation?

Autorzy: Hugo Pitorro, Pavlo Vasylenko, Marcos Treviso, André Martins
Opublikowane w: Proceedings of the Ninth Conference on Machine Translation, 2024
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2024.WMT-1.111

Modeling User Preferences with Automatic Metrics: Creating a High-Quality Preference Dataset for Machine Translation

Autorzy: Sweta Agrawal, José G. C. De Souza, Ricardo Rei, António Farinhas, Gonçalo Faria, Patrick Fernandes, Nuno M Guerreiro, Andre Martins
Opublikowane w: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2024.EMNLP-MAIN.803

AdaSplash: Adaptive Sparse Flash Attention

Autorzy: Nuno Gonçalves, Marcos Treviso, André F. T. Martins
Opublikowane w: International Conference on Machine Learning (ICML'25, oral), 2025
Wydawca: OpenReview.net

Different Speech Translation Models Encode and Translate Speaker Gender Differently

Autorzy: Dennis Fucci, Marco Gaido, Matteo Negri, Luisa Bentivogli, Andre Martins, Giuseppe Attanasio
Opublikowane w: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2025
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-SHORT.78

Analyzing Context Contributions in LLM-based Machine Translation

Autorzy: Emmanouil Zaranis, Nuno M Guerreiro, Andre Martins
Opublikowane w: Findings of the Association for Computational Linguistics: EMNLP 2024, 2024
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2024.FINDINGS-EMNLP.876

Sparse Activations as Conformal Predictors

Autorzy: Margarida M Campos, João Cálem, Sophia Sklaviadis, Mario A. T. Figueiredo, Andre Martins
Opublikowane w: Volume 258: International Conference on Artificial Intelligence and Statistics, 3-5 May 2025 (AISTATS), 2025
Wydawca: Proceedings of Machine Learning Research (PLMR)

Did Translation Models Get More Robust Without Anyone Even Noticing?

Autorzy: Ben Peters, Andre Martins
Opublikowane w: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-LONG.122

Scaling up CometKiwi: Unbabel-IST 2023 Submission for the Quality Estimation Shared Task

Autorzy: Ricardo Rei, Nuno M. Guerreiro, José Pombal, Daan van Stigt, Marcos Treviso, Luisa Coheur, José G. C. de Souza, André Martins
Opublikowane w: Proceedings of the Eighth Conference on Machine Translation, 2023
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2023.WMT-1.73

Watching the Watchers: Exposing Gender Disparities in Machine Translation Quality Estimation

Autorzy: Emmanouil Zaranis, Giuseppe Attanasio, Sweta Agrawal, Andre Martins
Opublikowane w: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-LONG.1228

Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning

Autorzy: Duarte Alves, Nuno Guerreiro, João Alves, José Pombal, Ricardo Rei, José de Souza, Pierre Colombo, Andre Martins
Opublikowane w: Findings of the Association for Computational Linguistics: EMNLP 2023, 2023
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2023.FINDINGS-EMNLP.744

Reranking Laws for Language Generation: A Communication-Theoretic Perspective (spotlight paper)

Autorzy: António Farinhas, Haau-Sing Li, André F. T. Martins
Opublikowane w: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Wydawca: OpenReview.net

LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Autorzy: Anna Bavaresco, Raffaella Bernardi, Leonardo Bertolazzi, Desmond Elliott, Raquel Fernández, Albert Gatt, Esam Ghaleb, Mario Giulianelli, Michael Hanna, Alexander Koller, Andre Martins, Philipp Mondorf, Vera Neplenbroek, Sandro Pezzelle, Barbara Plank, David Schlangen, Alessandro Suglia, Aditya K Surikuchi, Ece Takmaz, Alberto Testoni
Opublikowane w: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2025
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-SHORT.20

XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples

Autorzy: Peiqin Lin, Andre Martins, Hinrich Schuetze
Opublikowane w: Findings of the Association for Computational Linguistics: NAACL 2025, 2025
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2025.FINDINGS-NAACL.221

An Empirical Study of Translation Hypothesis Ensembling with Large Language Models

Autorzy: António Farinhas, José de Souza, Andre Martins
Opublikowane w: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023
Wydawca: Association for Computational Linguistics
DOI: 10.18653/V1/2023.EMNLP-MAIN.733

Aligning Neural Machine Translation Models: Human Feedback in Training and Inference

Autorzy: Miguel Ramos, Patrick Fernandes, António Farinhas, Andre Martins
Opublikowane w: Proceedings of the 25th Annual Conference of the European Association for Machine Translation (Volume 1), 2024
Wydawca: European Association for Machine Translation

Sparse Modern Hopfield Networks

Autorzy: André F. T. Martins, Vlad Niculae, Daniel C. McNamee
Opublikowane w: NeurIPS Workshop on Associative Memories \& Hopfield Networks, 2023
Wydawca: OpenReview.net

mPLM-Sim: Unveiling Better Cross-Lingual Similarity and Transfer in Multilingual Pretrained Language Models

Autorzy: Peiqin Lin, Chengzhi Hu, Zheyu Zhang, André F. T. Martins, Hinrich Schütze
Opublikowane w: Findings of the Association for Computational Linguistics: EACL 2024, 2024
Wydawca: Association for Computational Linguistics

Peer reviewed articles (6)

CroissantLLM: A Truly Bilingual French-English Language Model

Autorzy: Faysse, Manuel; Fernandes, Patrick; Guerreiro, Nuno; Loison, Antonio; Alves, Duarte; Corro, Caio; Boizard, Nicolas; Alves, Jaoe; Rei, Ricardo; Martins, Pedro Raphaël; Casademunt, Antoni; Yvon, François; Martins, André; Viaud, Gautier; Hudelot, Céline; Colombo, Pierre
Opublikowane w: Transactions on Machine Learning Research, 2024, ISSN 2835-8856
Wydawca: OpenReview.net
DOI: 10.48550/ARXIV.2402.00786

<b>x<scp>comet</scp> </b>: Transparent Machine Translation Evaluation through Fine-grained Error Detection

Autorzy: Nuno M. Guerreiro, Ricardo Rei, Daan van Stigt, Luisa Coheur, Pierre Colombo, André F. T. Martins
Opublikowane w: Transactions of the Association for Computational Linguistics, Numer 12, 2024, ISSN 2307-387X
Wydawca: MIT Press
DOI: 10.1162/TACL_A_00683

Conformalizing Machine Translation Evaluation

Autorzy: Chrysoula Zerva, André F. T. Martins
Opublikowane w: Transactions of the Association for Computational Linguistics, Numer 12, 2024, ISSN 2307-387X
Wydawca: MIT Press
DOI: 10.1162/TACL_A_00711

Assessing the Role of Context in Chat Translation Evaluation: Is Context Helpful and Under What Conditions?

Autorzy: Agrawal, Sweta; Farajian, Amin; Fernandes, Patrick; Rei, Ricardo; Martins, André F. T.
Opublikowane w: Transactions of the Association for Computational Linguistics, 2024, ISSN 2307-387X
Wydawca: MIT Press
DOI: 10.1162/TACL_A_00700

Conformal Prediction for Natural Language Processing: A Survey

Autorzy: Margarida Campos, António Farinhas, Chrysoula Zerva, Mário A. T. Figueiredo, André F. T. Martins
Opublikowane w: Transactions of the Association for Computational Linguistics, Numer 12, 2024, ISSN 2307-387X
Wydawca: MIT Press
DOI: 10.1162/TACL_A_00715

Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation

Autorzy: Patrick Fernandes, Aman Madaan, Emmy Liu, António Farinhas, Pedro Henrique Martins, Amanda Bertsch, José G. C. de Souza, Shuyan Zhou, Tongshuang Wu, Graham Neubig, André F. T. Martins
Opublikowane w: Transactions of the Association for Computational Linguistics, Numer 11, 2023, ISSN 2307-387X
Wydawca: MIT Press
DOI: 10.1162/TACL_A_00626

Monographic books (1)

Discrete Latent Structure in Neural Networks

Autorzy: Vlad Niculae, Caio Corro, Nikita Nangia, Tsvetomila Mihaylova, André F. T. Martins
Opublikowane w: Foundations and Trends® in Signal Processing, Numer 19, 2025, ISSN 1932-8346
Wydawca: Now Publishers
DOI: 10.1561/2000000134