DEep COgnition Learning for LAnguage GEneration

Información del proyecto

DECOLLAGE

Identificador del acuerdo de subvención: 101088763

DOI

10.3030/101088763

Fecha de la firma de la CE 5 Abril 2023

Fecha de inicio 1 Agosto 2023

Fecha de finalización 31 Julio 2028

Financiado con arreglo a

• European Research Council (ERC)

Coste total

€ 1 999 595,00

Aportación de la UE

€ 1 999 595,00

Coordinado por

INSTITUTO DE TELECOMUNICACOES
Portugal

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Publicaciones

Conference proceedings (29)

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

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

Modern Hopfield Networks with Continuous-Time Memories

Autores: Saul Santos, António Farinhas, Daniel C McNamee, André FT Martins
Publicado en: ICLR Workshop on New Frontiers in Associative Memories, 2025
Editor: OpenReview.net

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

Autores: Saul Santos, António Farinhas, Daniel C McNamee, André F. T. Martins
Publicado en: International Conference on Machine Learning (ICML'25), 2025
Editor: OpenReview.net

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

Autores: 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
Publicado en: Proceedings of the Ninth Conference on Machine Translation, 2024
Editor: Association for Computational Linguistics
DOI: 10.18653/V1/2024.WMT-1.3

Findings of the WMT 2023 Shared Task on Quality Estimation

Autores: 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
Publicado en: Proceedings of the Eighth Conference on Machine Translation, 2023
Editor: Association for Computational Linguistics
DOI: 10.18653/V1/2023.WMT-1.52

Sparse and Structured Hopfield Networks

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

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

Autores: 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
Publicado en: Conference on Language Modeling (COLM'24, oral), 2024
Editor: OpenReview.net

Can Automatic Metrics Assess High-Quality Translations?

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

Non-Exchangeable Conformal Risk Control

Autores: António Farinhas, Chryssa Zerva, Dennis Ulmer, André F. T. Martins
Publicado en: International Conference on Learning Representations (ICLR), 2024
Editor: OpenReview.net

xTower: A Multilingual LLM for Explaining and Correcting Translation Errors

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

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

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

Non-Exchangeable Conformal Language Generation with Nearest Neighbors

Autores: Dennis Ulmer, Chrysoula Zerva, Andre Martins
Publicado en: Findings of the Association for Computational Linguistics: EACL 2024, 2024
Editor: Association for Computational Linguistics

How Effective Are State Space Models for Machine Translation?

Autores: Hugo Pitorro, Pavlo Vasylenko, Marcos Treviso, André Martins
Publicado en: Proceedings of the Ninth Conference on Machine Translation, 2024
Editor: 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

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

AdaSplash: Adaptive Sparse Flash Attention

Autores: Nuno Gonçalves, Marcos Treviso, André F. T. Martins
Publicado en: International Conference on Machine Learning (ICML'25, oral), 2025
Editor: OpenReview.net

Different Speech Translation Models Encode and Translate Speaker Gender Differently

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

Analyzing Context Contributions in LLM-based Machine Translation

Autores: Emmanouil Zaranis, Nuno M Guerreiro, Andre Martins
Publicado en: Findings of the Association for Computational Linguistics: EMNLP 2024, 2024
Editor: Association for Computational Linguistics
DOI: 10.18653/V1/2024.FINDINGS-EMNLP.876

Sparse Activations as Conformal Predictors

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

Did Translation Models Get More Robust Without Anyone Even Noticing?

Autores: Ben Peters, Andre Martins
Publicado en: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
Editor: 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

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

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

Autores: Emmanouil Zaranis, Giuseppe Attanasio, Sweta Agrawal, Andre Martins
Publicado en: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
Editor: 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

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

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

Autores: António Farinhas, Haau-Sing Li, André F. T. Martins
Publicado en: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Editor: OpenReview.net

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

Autores: 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
Publicado en: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2025
Editor: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-SHORT.20

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

Autores: Peiqin Lin, Andre Martins, Hinrich Schuetze
Publicado en: Findings of the Association for Computational Linguistics: NAACL 2025, 2025
Editor: Association for Computational Linguistics
DOI: 10.18653/V1/2025.FINDINGS-NAACL.221

An Empirical Study of Translation Hypothesis Ensembling with Large Language Models

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

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

Autores: Miguel Ramos, Patrick Fernandes, António Farinhas, Andre Martins
Publicado en: Proceedings of the 25th Annual Conference of the European Association for Machine Translation (Volume 1), 2024
Editor: European Association for Machine Translation

Sparse Modern Hopfield Networks

Autores: André F. T. Martins, Vlad Niculae, Daniel C. McNamee
Publicado en: NeurIPS Workshop on Associative Memories \& Hopfield Networks, 2023
Editor: OpenReview.net

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

Autores: Peiqin Lin, Chengzhi Hu, Zheyu Zhang, André F. T. Martins, Hinrich Schütze
Publicado en: Findings of the Association for Computational Linguistics: EACL 2024, 2024
Editor: Association for Computational Linguistics

Peer reviewed articles (6)

CroissantLLM: A Truly Bilingual French-English Language Model

Autores: 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
Publicado en: Transactions on Machine Learning Research, 2024, ISSN 2835-8856
Editor: OpenReview.net
DOI: 10.48550/ARXIV.2402.00786

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

Autores: Nuno M. Guerreiro, Ricardo Rei, Daan van Stigt, Luisa Coheur, Pierre Colombo, André F. T. Martins
Publicado en: Transactions of the Association for Computational Linguistics, Edición 12, 2024, ISSN 2307-387X
Editor: MIT Press
DOI: 10.1162/TACL_A_00683

Conformalizing Machine Translation Evaluation

Autores: Chrysoula Zerva, André F. T. Martins
Publicado en: Transactions of the Association for Computational Linguistics, Edición 12, 2024, ISSN 2307-387X
Editor: MIT Press
DOI: 10.1162/TACL_A_00711

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

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

Conformal Prediction for Natural Language Processing: A Survey

Autores: Margarida Campos, António Farinhas, Chrysoula Zerva, Mário A. T. Figueiredo, André F. T. Martins
Publicado en: Transactions of the Association for Computational Linguistics, Edición 12, 2024, ISSN 2307-387X
Editor: MIT Press
DOI: 10.1162/TACL_A_00715

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

Autores: 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
Publicado en: Transactions of the Association for Computational Linguistics, Edición 11, 2023, ISSN 2307-387X
Editor: MIT Press
DOI: 10.1162/TACL_A_00626

Monographic books (1)

Discrete Latent Structure in Neural Networks

Autores: Vlad Niculae, Caio Corro, Nikita Nangia, Tsvetomila Mihaylova, André F. T. Martins
Publicado en: Foundations and Trends® in Signal Processing, Edición 19, 2025, ISSN 1932-8346
Editor: Now Publishers
DOI: 10.1561/2000000134