André F. T. Martins

Most-cited papers

From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification
André F. T. Martins, Ramón Fernández Astudillo
2016International Conference on Machine Learning951 citations
Semantic Scholar
Marian: Fast Neural Machine Translation in C++
Marcin Junczys-Dowmunt, Roman Grundkiewicz, Tomasz Dwojak, Hieu T. Hoang +8 more
2018Annual Meeting of the Association for Computational Linguistics821 citations Open access
Semantic Scholar
Sparse Sequence-to-Sequence Models
Ben Peters, Vlad Niculae, André F. T. Martins
2019Annual Meeting of the Association for Computational Linguistics345 citations Open access
Semantic Scholar
Frame-Semantic Parsing
Dipanjan Das, Desai Chen, André F. T. Martins, Nathan Schneider +1 more
2014International Conference on Computational Logic336 citations Open access
Semantic Scholar
Adaptively Sparse Transformers
Gonçalo M. Correia, Vlad Niculae, André F. T. Martins
2019Conference on Empirical Methods in Natural Language Processing330 citations Open access
Semantic Scholar
Learning with Fenchel-Young Losses
M. Blondel, André F. T. Martins, Vlad Niculae
2019Journal of machine learning research209 citations
Semantic Scholar
Selective Attention for Context-aware Neural Machine Translation
Sameen Maruf, André F. T. Martins, G. Haffari
2019North American Chapter of the Association for Computational Linguistics198 citations Open access
Semantic Scholar
Turning on the Turbo: Fast Third-Order Non-Projective Turbo Parsers
André F. T. Martins, Miguel B. Almeida, Noah A. Smith
2013Annual Meeting of the Association for Computational Linguistics194 citations
Semantic Scholar
Scaling up CometKiwi: Unbabel-IST 2023 Submission for the Quality Estimation Shared Task
Ricardo Rei, Nuno M. Guerreiro, José Pombal, Daan van Stigt +4 more
2023Conference on Machine Translation148 citations Open access
Semantic Scholar
OpenKiwi: An Open Source Framework for Quality Estimation
F. Kepler, Jonay Trénous, Marcos Vinícius Treviso, Miguel Vera +1 more
2019Annual Meeting of the Association for Computational Linguistics145 citations Open access
Semantic Scholar
An Augmented Lagrangian Approach to Constrained MAP Inference
André F. T. Martins, Mário A. T. Figueiredo, P. Aguiar, Noah A. Smith +1 more
2011International Conference on Machine Learning140 citations
Semantic Scholar
SparseMAP: Differentiable Sparse Structured Inference
Vlad Niculae, André F. T. Martins, M. Blondel, Claire Cardie
2018International Conference on Machine Learning135 citations
Semantic Scholar
The Devil Is in the Errors: Leveraging Large Language Models for Fine-grained Machine Translation Evaluation
Patrick Fernandes, Daniel Deutsch, M. Finkelstein, Parker Riley +6 more
2023Conference on Machine Translation124 citations Open access
Semantic Scholar
Findings of the WMT 2019 Shared Tasks on Quality Estimation
E. Fonseca, L. Yankovskaya, André F. T. Martins, Mark Fishel +1 more
2019Conference on Machine Translation108 citations Open access
Semantic Scholar
Joint Learning of Named Entity Recognition and Entity Linking
Pedro Henrique Martins, Zita Marinho, André F. T. Martins
2019Annual Meeting of the Association for Computational Linguistics105 citations Open access
Semantic Scholar
Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation
Nuno M. Guerreiro, Elena Voita, André F. T. Martins
2022Conference of the European Chapter of the Association for Computational Linguistics92 citations Open access
Semantic Scholar
Scheduled Sampling for Transformers
Tsvetomila Mihaylova, André F. T. Martins
2019Annual Meeting of the Association for Computational Linguistics86 citations Open access
Semantic Scholar
Findings of the WMT 2018 Shared Task on Quality Estimation
Lucia Specia, F. Blain, V. Logacheva, Ramón Fernández Astudillo +1 more
2018Conference on Machine Translation86 citations Open access
Semantic Scholar
MLQE-PE: A Multilingual Quality Estimation and Post-Editing Dataset
M. Fomicheva, Shuo Sun, E. Fonseca, Chrysoula Zerva +6 more
2020International Conference on Language Resources and Evaluation85 citations Open access
Semantic Scholar
Dual Decomposition with Many Overlapping Components
André F. T. Martins, Noah A. Smith, Mário A. T. Figueiredo, P. Aguiar
2011Conference on Empirical Methods in Natural Language Processing85 citations
Semantic Scholar
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning
Miguel B. Almeida, André F. T. Martins
2013Annual Meeting of the Association for Computational Linguistics84 citations
Semantic Scholar
AD3: alternating directions dual decomposition for MAP inference in graphical models
André F. T. Martins, Mário A. T. Figueiredo, P. Aguiar, Noah A. Smith +1 more
2015Journal of machine learning research79 citations
Semantic Scholar
Structured Sparsity in Structured Prediction
André F. T. Martins, Noah A. Smith, Mário A. T. Figueiredo, P. Aguiar
2011Conference on Empirical Methods in Natural Language Processing77 citations
Semantic Scholar
Pushing the Limits of Translation Quality Estimation
André F. T. Martins, Marcin Junczys-Dowmunt, Fabio Kepler, Ramón Fernández Astudillo +2 more
2017Transactions of the Association for Computational Linguistics76 citations Open access
Semantic Scholar
Measuring and Increasing Context Usage in Context-Aware Machine Translation
Patrick Fernandes, Kayo Yin, Graham Neubig, André F. T. Martins
2021Annual Meeting of the Association for Computational Linguistics75 citations Open access
Semantic Scholar
Sparse and Constrained Attention for Neural Machine Translation
Chaitanya Malaviya, Pedro Ferreira, André F. T. Martins
2018Annual Meeting of the Association for Computational Linguistics65 citations Open access
Semantic Scholar
Unbabel’s Participation in the WMT19 Translation Quality Estimation Shared Task
Fabio Kepler, Jonay Trénous, Marcos Vinícius Treviso, Miguel Vera +4 more
2019Conference on Machine Translation59 citations Open access
Semantic Scholar
Learning Classifiers with Fenchel-Young Losses: Generalized Entropies, Margins, and Algorithms
M. Blondel, André F. T. Martins, Vlad Niculae
2018International Conference on Artificial Intelligence and Statistics58 citations
Semantic Scholar
Parsing as Reduction
Daniel Fernández-González, André F. T. Martins
2015Annual Meeting of the Association for Computational Linguistics58 citations Open access
Semantic Scholar
Sparse and Continuous Attention Mechanisms
André F. T. Martins, Marcos Vinícius Treviso, António Farinhas, Vlad Niculae +2 more
2020Neural Information Processing Systems57 citations
Semantic Scholar
An Exact Dual Decomposition Algorithm for Shallow Semantic Parsing with Constraints
Dipanjan Das, André F. T. Martins, Noah A. Smith
2012International Workshop on Semantic Evaluation56 citations
Semantic Scholar
Jointly Extracting and Compressing Documents with Summary State Representations
A. Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho +2 more
2019North American Chapter of the Association for Computational Linguistics53 citations Open access
Semantic Scholar
A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning
Gonçalo M. Correia, André F. T. Martins
2019Annual Meeting of the Association for Computational Linguistics49 citations Open access
Semantic Scholar
Priberam: A Turbo Semantic Parser with Second Order Features
André F. T. Martins, Mariana S. C. Almeida
2014International Workshop on Semantic Evaluation49 citations Open access
Semantic Scholar
A Joint Model for Quotation Attribution and Coreference Resolution
Mariana S. C. Almeida, Miguel B. Almeida, André F. T. Martins
2014Conference of the European Chapter of the Association for Computational Linguistics48 citations Open access
Semantic Scholar
The Explanation Game: Towards Prediction Explainability through Sparse Communication
Marcos Vinícius Treviso, André F. T. Martins
2020BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP47 citations Open access
Semantic Scholar
Sparse Text Generation
Pedro Henrique Martins, Zita Marinho, André F. T. Martins
2020Conference on Empirical Methods in Natural Language Processing46 citations Open access
Semantic Scholar
Online Learning of Structured Predictors with Multiple Kernels
André F. T. Martins, Noah A. Smith, E. Xing, P. Aguiar +1 more
2011International Conference on Artificial Intelligence and Statistics42 citations
Semantic Scholar
Do Context-Aware Translation Models Pay the Right Attention?
Kayo Yin, Patrick Fernandes, Danish Pruthi, Aditi Chaudhary +2 more
2021Annual Meeting of the Association for Computational Linguistics41 citations Open access
Semantic Scholar
Unbabel’s Participation in the WMT16 Word-Level Translation Quality Estimation Shared Task
André F. T. Martins, Ramón Fernández Astudillo, Chris Hokamp, Fabio Kepler
2016Conference on Machine Translation41 citations Open access
Semantic Scholar
Contextual Neural Model for Translating Bilingual Multi-Speaker Conversations
Sameen Maruf, André F. T. Martins, G. Haffari
2018Conference on Machine Translation39 citations Open access
Semantic Scholar
Unbabel’s Submission to the WMT2019 APE Shared Task: BERT-Based Encoder-Decoder for Automatic Post-Editing
António Vilarinho Lopes, M. Amin Farajian, Gonçalo M. Correia, Jonay Trénous +1 more
2019Conference on Machine Translation37 citations Open access
Semantic Scholar
CNC Machines Integration in Smart Factories using OPC UA
André F. T. Martins, João Lucas, Hugo Costelha, Carlos Neves
2023Journal of Industrial Information Integration33 citations Open access
Semantic Scholar
Jointly Learning to Embed and Predict with Multiple Languages
Daniel C. Ferreira, André F. T. Martins, Mariana S. C. Almeida
2016Annual Meeting of the Association for Computational Linguistics33 citations Open access
Semantic Scholar
Learning What’s Easy: Fully Differentiable Neural Easy-First Taggers
André F. T. Martins, Julia Kreutzer
2017Conference on Empirical Methods in Natural Language Processing32 citations Open access
Semantic Scholar
Lisbon: Evaluating TurboSemanticParser on Multiple Languages and Out-of-Domain Data
Mariana S. C. Almeida, André F. T. Martins
2015International Workshop on Semantic Evaluation29 citations Open access
Semantic Scholar
LP-SparseMAP: Differentiable Relaxed Optimization for Sparse Structured Prediction
Vlad Niculae, André F. T. Martins
2020International Conference on Machine Learning22 citations
Semantic Scholar
Developing an OPC UA Server for CNC Machines
André F. T. Martins, João Lucas, Hugo Costelha, Carlos Neves
2020IEEE International Symposium on Multimedia22 citations Open access
Semantic Scholar
Predicting Attention Sparsity in Transformers
Marcos Vinícius Treviso, Ant'onio G'ois, Patrick Fernandes, E. Fonseca +1 more
2021SPNLP21 citations Open access
Semantic Scholar
Towards Dynamic Computation Graphs via Sparse Latent Structure
Vlad Niculae, André F. T. Martins, Claire Cardie
2018Conference on Empirical Methods in Natural Language Processing21 citations Open access
Semantic Scholar