Deep Learning for Structured Prediction in Natural Language Processing

Publications

Modeling Structure with Undirected Neural Networks

Author(s): Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins
Published in: International Conference on Machine Learning (ICML'22), 2022
Publisher: PMLR

Smoothing and Shrinking the Sparse Seq2Seq Search Space (S7)

Author(s): Ben Peters, André F. T. Martins
Published in: Conference of the North American Chapter of the Association for Computational Linguistics (NAACL'21), 2021
Publisher: ACL Anthology

Predicting attention sparsity in transformers

Author(s): Marcos Treviso, António Góis, Patrick Fernandes, Erick Fonseca, André F. T. Martins
Published in: ACL Workshop on Structured Prediction for Natural Language Processing (SPNLP'22), 2022
Publisher: ACL Anthology

Uncertainty-Aware Machine Translation Evaluation

Author(s): Taisiya Glushkova, Chrysoula Zerva, Ricardo Rei, André F. T. Martins
Published in: Findings of the Conference on Empirical Methods in Natural Language Processing (EMNLP'21), 2021
Publisher: ACL Anthology

Beyond characters: Subword-level morpheme segmentation

Author(s): Ben Peters, André F. T. Martins
Published in: NAACL Workshop on Computational Research in Phonetics, Phonology, and Morphology (SIGMORPHON'22), 2022
Publisher: ACL Anthology

Findings of the WMT 2020 Shared Task on Chat Translation

Author(s): M. Amin Farajian, António V. Lopes, André F. T. Martins, Sameen Maruf and Gholamreza Haffari
Published in: Conference on Machine Translation (WMT'20), 2020
Publisher: ACL Anthology

Quality-Aware Decoding for Neural Machine Translation

Author(s): Patrick Fernandes, António Farinhas, Ricardo Rei, José G. C. Souza, Perez Ogayo, Graham Neubig, André F. T. Martins
Published in: Annual Meeting of the North-American Chapter of the Association for Computational Linguistics (NAACL'22), 2022
Publisher: ACL Anthology

Disentangling Uncertainty in Machine Translation Evaluation

Author(s): Chrysoula Zerva, Taisiya Glushkova, André F. T. Martins
Published in: Conference on Empirical Methods for Natural Language Processing, 2022
Publisher: ACL Anthology

Do Context-Aware Translation Models Pay the Right Attention?

Author(s): Kayo Yin, Patrick Fernandes, Danish Pruthi, Aditi Chaudhary, André F. T. Martins, Graham Neubig
Published in: Conference of the Association for Computational Linguistics (ACL'21), 2021
Publisher: ACL Anthology

Efficient Machine Translation Domain Adaptation

Author(s): Pedro Martins, Zita Marinho, André F. T. Martins
Published in: ACL Workshop on Semiparametric Methods in NLP: Decoupling Logic from Knowledge, 2022
Publisher: ACL Anthology

Differentiable Causal Discovery Under Latent Interventions

Author(s): Gonçalo R. A. Faria, André F. T. Martins, Mário A. T. Figueiredo
Published in: 1st conference on Causal Learning and Reasoning (CLeaR'22), 2022
Publisher: CLeaR

Chunk-based Nearest Neighbor Machine Translation

Author(s): Pedro Martins, Zita Marinho, André F. T. Martins
Published in: Conference on Empirical Methods for Natural Language Processing, 2022
Publisher: ACL Anthology

Multimodal Continuous Visual Attention Mechanisms

Author(s): António Farinhas, André F. T. Martins, Pedro M. Q. Aguiar
Published in: ICCV 2021 Visual Inductive Priors for Data-Efficient Deep Learning Workshop, 2021
Publisher: ICCV

Sparse Communication via Mixed Distributions

Author(s): António Farinhas, Wilker Aziz, Vlad Niculae, André F. T. Martins
Published in: International Conference on Learning Representations (ICLR'22; selected for oral presentation), 2022
Publisher: ICLR

When Does Translation Require Context? A Data-driven, Multilingual Exploration

Author(s): Patrick Fernandes, Kayo Yin, Emmy Liu, André F. T. Martins, Graham Neubig
Published in: Annual Meeting of the Association for Computational Linguistics, 2023
Publisher: ACL Anthology

Sparse Text Generation

Author(s): Pedro Martins, Zita Marinho, André F. T. Martins.
Published in: Conference on Empirical Methods in Natural Language Processing (EMNLP'20), 2020
Publisher: ACL Anthology

Sparse and Structured Visual Attention

Author(s): Pedro Martins, Vlad Niculae, Zita Marinho, André F. T. Martins
Published in: IEEE International Conference on Image Processing (ICIP'21), Anchorage, United States, 2021
Publisher: IEEE

The Explanation Game: Towards Prediction Explainability through Sparse Communication

Author(s): Marcos Treviso, André F. T. Martins
Published in: EMNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackboxNLP'20), 2020
Publisher: ACL Anthology

Sparse and Continuous Attention Mechanisms

Author(s): André F. T. Martins, António Farinhas, Marcos Treviso, Vlad Niculae, Pedro M. Q. Aguiar, Mario Figueiredo
Published in: Neural Information Processing Systems (NeurIPS'20, spotlight), 2020
Publisher: NeurIPS

BLEU Meets COMET: Combining Lexical and Neural Metrics Towards Robust Machine Translation Evaluation

Author(s): Taisiya Glushkova, Chrysoula Zerva, André F. T. Martins
Published in: Proceedings of the Annual Conference of the European Association for Machine Translation, 2023
Publisher: ACL Anthology

IST-Unbabel Participation in the WMT20 Quality Estimation Shared Task

Author(s): João Moura, Miguel Vera, Daan van Stigt, Fabio Kepler, Andre F. T. Martins
Published in: Proceedings of the 5th Conference on Machine Translation (WMT), 2020
Publisher: ACL Anthology

Measuring and Increasing Context Usage in Context-Aware Machine Translation

Author(s): Patrick Fernandes, Kayo Yin, Graham Neubig, André F. T. Martins
Published in: Conference of the Association for Computational Linguistics (ACL'21), 2021
Publisher: ACL Anthology

Glot500: Scaling Multilingual Corpora and Language Models to 500 Languages

Author(s): Ayyoob ImaniGooghari, Peiqin Lin, Amir Hossein Kargaran, Silvia Severini, Masoud Jalili Sabet, Nora Kassner, Chunlan Ma, Helmut Schmid, André F. T. Martins, François Yvon, Hinrich Schütze
Published in: Annual Meeting of the Association for Computational Linguistics, 2023
Publisher: ACL Anthology

The inside story: Towards better understanding of machine translation neural evaluation metrics

Author(s): Ricardo Rei, Nuno M. Guerreiro, Marcos Treviso, Luisa Coheur, Alon Lavie, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics, 2023
Publisher: ACL Anthology

IST-Unbabel 2021 Submission for the Explainable Quality Estimation Shared Task

Author(s): Marcos Treviso, Nuno M. Guerreiro, Ricardo Rei, André F. T. Martins
Published in: "Workshop on ""Evaluation & Comparison of NLP Systems"" (Eval4NLP), November 2021. Best Explainability Approach Award.", 2021
Publisher: ACL Anthology

Findings of the WMT 2021 Shared Task on Quality Estimation

Author(s): Lucia Specia, Frédéric Blain, Marina Fomicheva, Chrysoula Zerva, Zhenhao Li, Vishrav Chaudhary, André F. T. Martins
Published in: Conference of Machine Translation (WMT'21), 2021
Publisher: ACL Anthology

CREST: A Joint Framework for Rationalization and Counterfactual Text Generation

Author(s): Marcos Treviso, Alexis Ross, Nuno M. Guerreiro, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics, 2023
Publisher: ACL Anthology

SparseMAP: Differentiable Sparse Structured Inference

Author(s): Vlad Niculae, Andre Martins, Mathieu Blondel, Claire Cardie
Published in: Proceedings of the 35th International Conference on Machine Learning, Issue 80, 2018, Page(s) 3796-3805
Publisher: PMLR

Sparse and Constrained Attention for Neural Machine Translation

Author(s): Chaitanya Malaviya, Pedro Ferreira, André Martins
Published in: Proceedings of the Annual Chapter of the Association for Computation Linguistics, 2018
Publisher: ACL Anthology

Interpretable Structure Induction via Sparse Attention

Author(s): Ben Peters, Vlad Niculae, André F. T. Martins
Published in: EMNLP Workshop for Analyzing and Interpreting Neural Networks for NLP, 2018
Publisher: ACL Anthology

Contextual Neural Model for Translating Bilingual Multi-Speaker Conversations

Author(s): Sameen Maruf, Andre F. T. Martins, Gholamreza Haffari
Published in: Conference for Machine Translation (WMT), 2018
Publisher: ACL Anthology

Towards Dynamic Computation Graphs via Sparse Latent Structure

Author(s): Vlad Niculae, André F. T. Martins and Claire Cardie
Published in: Conference on Empirical Methods in Natural Language Processing, 2018
Publisher: ACL Anthology

Jointly extracting and compressing documents with summary state representations

Author(s): Afonso Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho, André F. T. Martins, Shay B. Cohen
Published in: Conference of the North American Chapter of the Association for Computational Linguistics (NAACL'19), 2019
Publisher: ACL Anthology

Openkiwi: An open source framework for quality estimation

Author(s): Fábio Kepler, Jonay Trénous, Marcos Treviso, Miguel Vera, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics (ACL'19), System Demonstrations, 2019
Publisher: ACL

Translator2Vec: Understanding and Representing Human Post-Editors

Author(s): António Góis and André F. T. Martins
Published in: Proceedings of Machine Translation Summit XVII Volume 1: Research Track (MT Summit 2019), 2019
Publisher: European Association for Machine Translation

Selective Attention for Context-aware Neural Machine Translation

Author(s): Maruf, Sameen; Martins, André F. T.; Haffari, Gholamreza
Published in: Proceedings of the North-American Chapter of the Association for Computational Linguistics, Issue 1, 2019
Publisher: ACL

Scheduled Sampling for Transformers

Author(s): Tsvetomila Mihaylova, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics (ACL'19), Student Research Workshop, 2019
Publisher: ACL Anthology

Sparse Sequence-to-Sequence Models

Author(s): Ben Peters, Vlad Niculae, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics (ACL'19), 2019
Publisher: ACL Anthology

A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning

Author(s): Gonçalo M. Correia, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics (ACL'19), 2019
Publisher: ACL Anthology

Unbabel's Participation in the WMT19 Translation Quality Estimation Shared Task

Author(s): Fabio Kepler, Jonay Trénous, Marcos Treviso, Miguel Vera, António Góis, M. Amin Farajian, António V. Lopes, André F. T. Martins
Published in: Conference on Machine Translation (WMT 2019), 2019
Publisher: ACL Anthology

Learning Classifiers with Fenchel-Young Losses: Generalized Entropies, Margins, and Algorithms

Author(s): Blondel, Mathieu; Martins, André F. T.; Niculae, Vlad
Published in: Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, 2019
Publisher: Proceedings of Machine Learning Research, PMLR 89:606-615

Joint Learning of Named Entity Recognition and Entity Linking

Author(s): Pedro Henrique Martins, Zita Marinho, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics (ACL'19), Student Research Workshop, 2019
Publisher: ACL Anthology

Unbabel's Submission to the WMT2019 APE Shared Task: BERT-Based Encoder-Decoder for Automatic Post-Editing

Author(s): António V. Lopes, M. Amin Farajian, Gonçalo M. Correia, Jonay Trénous, André F. T. Martins
Published in: Conference on Machine Translation (WMT 2019), 2019
Publisher: ACL Anthology

Findings of the WMT 2019 Shared Tasks on Quality Estimation

Author(s): Erick Fonseca, Lisa Yankovskaya, André F. T. Martins, Mark Fishel, Christian Federmann
Published in: Conference on Machine Translation (WMT 2019), 2019
Publisher: ACL Anthology

IT–IST at the SIGMORPHON 2019 Shared Task: Sparse Two-headed Models for Inflection

Author(s): Ben Peters, André F. T. Martins.
Published in: ACL Workshop on Computational Research in Phonetics, Phonology, and Morphology (SIGMORPHON'19), 2019
Publisher: ACL Anthology

Adaptively Sparse Transformers

Author(s): Gonçalo M. Correia, Vlad Niculae, and André F. T. Martins
Published in: Conference on Empirical Methods in Natural Language Processing (EMNLP'19), 2019
Publisher: ACL Anthology

Document-level Neural MT: A Systematic Comparison

Author(s): António Lopes, M. Amin Farajian, Rachel Bawden, Michael Zhang, André F. T. Martins
Published in: Annual Conference of the European Association for Machine Translation (EAMT'20), November 2020, 2020
Publisher: ACL Anthology (soon)

Learning Non-Monotonic Automatic Post-Editing of Translations from Human Orderings

Author(s): António Góis, Kyunghyun Cho, André F. T. Martins
Published in: Annual Conference of the European Association for Machine Translation (EAMT'20), November 2020., 2020
Publisher: ACL Anthology (soon)

DeepSPIN at SIGMORPHON 2020: One-Size-Fits-All Multilingual Models

Author(s): Ben Peters, André F. T. Martins
Published in: ACL Workshop on Computational Research in Phonetics, Phonology, and Morphology (SIGMORPHON'20), July 2020., 2020
Publisher: ACL Anthology

Revisiting Higher-Order Dependency Parsers

Author(s): Erick Fonseca, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics (ACL'20), July 2020., 2020
Publisher: ACL Anthology

LP-SparseMAP: Differentiable Relaxed Optimization for Sparse Structured Prediction

Author(s): Vlad Niculae, André F. T. Martins
Published in: International Conference on Machine Learning (ICML'20), July 2020, 2020
Publisher: Proceedings of Machine Learning Research

Optimal transport for unsupervised hallucination detection in neural machine translation

Author(s): Nuno M. Guerreiro, Pierre Colombo, Pablo Piantanida, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics, 2023
Publisher: ACL Anthology

∞-former: Infinite Memory Transformer

Author(s): Pedro Martins, Zita Marinho, André F. T. Martins
Published in: Annual Meeting of the Association for Computational Linguistics (ACL'22), 2022
Publisher: ACL Anthology

Understanding the mechanics of SPIGOT: Surrogate gradients for latent structure learning

Author(s): Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins.
Published in: Conference on Empirical Methods in Natural Language Processing (EMNLP'20), 2020
Publisher: ACL Anthology

SPECTRA: Sparse Structured Text Rationalization

Author(s): Nuno M. Guerreiro, André F. T. Martins
Published in: Conference on Empirical Methods in Natural Language Processing (EMNLP'21), 2021
Publisher: ACL Anthology

IST-Unbabel 2021 Submission for the QE Shared Task

Author(s): Chrysoula Zerva, Daan van Stigt, Ricardo Rei, Catarina Farinha, Pedro Ramos, José G. C. Souza, Taisiya Glushkova, Miguel Vera, Fábio Kepler, André F. T. Martins
Published in: Conference of Machine Translation (WMT'21), 2021
Publisher: ACL Anthology

Looking for a needle in a haystack: A comprehensive study of hallucinations in neural machine translation

Author(s): Nuno M. Guerreiro, Elena Voita, André F. T. Martins
Published in: Conference of the European Chapter of the Association for Computational Linguistics, 2023
Publisher: ACL Anthology

Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity

Author(s): Gonçalo M. Correia, Vlad Niculae, Wilker Aziz, André F. T. Martins
Published in: Neural Information Processing Systems (NeurIPS'20, spotlight), 2020
Publisher: NeurIPS

Learning to Scaffold: Optimizing Model Explanations for Teaching

Author(s): Patrick Fernandes, Marcos Treviso, Danish Pruthi, André F. T. Martins, Graham Neubig
Published in: Advances in Neural Information Processing Systems, 2022
Publisher: NeurIPS

Findings of the WMT 2020 Shared Task on Quality Estimation

Author(s): Lucia Specia, Frédéric Blain, Marina Fomicheva, Erick Fonseca, Vishrav Chaudhary, Francisco Guzmán and André F. T. Martins
Published in: Conference on Machine Translation (WMT'20), 2020
Publisher: ACL Anthology

Are References Really Needed? Unbabel-IST 2021 Submission for the Metrics Shared Task

Author(s): Ricardo Rei, Catarina Farinha, Chrysoula Zerva, Dann van Stigt, Craig Stewart, Pedro Ramos, Taisiya Glushkova, André F. T. Martins, Alon Lavie
Published in: Conference of Machine Translation (WMT'21), 2021
Publisher: ACL Anthology

Efficient methods for natural language processing: a survey

Author(s): Marcos Treviso, Tianchu Ji, Ji-Ung Lee, Betty van Aken, Qingqing Cao, Manuel R. Ciosici, Michael Hassid, Kenneth Heafield, Sara Hooker, Pedro H. Martins, André F. T. Martins, Peter Milder, Colin Raffel, Edwin Simpson, Noam Slonim, Niranjan Balasubramanian, Leon Derczynski, Roy Schwartz
Published in: Transactions of the Association for Computational Linguistics (TACL), 2023, ISSN 2307-387X
Publisher: ACL Anthology

Sparse Continuous Distributions and Fenchel-Young Losses

Author(s): André F. T. Martins, Marcos Treviso, António Farinhas, Pedro M. Q. Aguiar, Mário A. T. Figueiredo, Mathieu Blondel, Vlad Niculae
Published in: Journal of Machine Learning Research, 2022, ISSN 1533-7928
Publisher: PMLR

Learning with Fenchel-Young losses

Author(s): Mathieu Blondel, André F. T. Martins, Vlad Niculae
Published in: Journal of Machine Learning Research, 21 (2020) 1--69, 2020, ISSN 1532-4435
Publisher: MIT Press

Hallucinations in large multilingual translation models

Author(s): Nuno M. Guerreiro, Duarte Alves, Jonas Waldendorf, Barry Haddow, Alexandra Birch, Pierre Colombo, André F. T. Martins
Published in: Transactions of the Association for Computational Linguistics, 2023, ISSN 2307-387X
Publisher: ACL Anthology

Searching for OpenAIRE data...

Publications

Share this page

Download