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MLQE-PE: A Multilingual Quality Estimation and Post-Editing Dataset

Oct 09, 2020
Marina Fomicheva, Shuo Sun, Erick Fonseca, Frédéric Blain, Vishrav Chaudhary, Francisco Guzmán, Nina Lopatina, Lucia Specia, André F. T. Martins


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Understanding the Mechanics of SPIGOT: Surrogate Gradients for Latent Structure Learning

Oct 05, 2020
Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins

* EMNLP 2020 

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Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity

Jul 03, 2020
Gonçalo M. Correia, Vlad Niculae, Wilker Aziz, André F. T. Martins


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Sparse and Continuous Attention Mechanisms

Jun 12, 2020
André F. T. Martins, Marcos Treviso, António Farinhas, Vlad Niculae, Mário A. T. Figueiredo, Pedro M. Q. Aguiar


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Towards Prediction Explainability through Sparse Communication

Apr 28, 2020
Marcos V. Treviso, André F. T. Martins


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Sparse Text Generation

Apr 06, 2020
Pedro Henrique Martins, Zita Marinho, André F. T. Martins


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LP-SparseMAP: Differentiable Relaxed Optimization for Sparse Structured Prediction

Jan 13, 2020
Vlad Niculae, André F. T. Martins

* 43 pages, 5 tables, 4 figures 

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Adaptively Sparse Transformers

Sep 06, 2019
Gonçalo M. Correia, Vlad Niculae, André F. T. Martins

* Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019, Hong Kong, China 

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Translator2Vec: Understanding and Representing Human Post-Editors

Jul 24, 2019
António Góis, André F. T. Martins

* Accepted on MT Summit 2019; dataset available here: https://www.github.com/Unbabel/translator2vec; please cite as: @article{gois2019translator2vec, title={Translator2Vec: Understanding and Representing Human Post-Editors}, author={G\'ois, Ant\'onio and F. T. Martins, Andr\'e}, year={2019}, publisher={European Association for Machine Translation} } 

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

Jul 24, 2019
Fabio Kepler, Jonay Trénous, Marcos Treviso, Miguel Vera, António Góis, M. Amin Farajian, António V. Lopes, André F. T. Martins

* Accepted in WMT 2019 

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Notes on Latent Structure Models and SPIGOT

Jul 24, 2019
André F. T. Martins, Vlad Niculae

* 7 pages 

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Joint Learning of Named Entity Recognition and Entity Linking

Jul 18, 2019
Pedro Henrique Martins, Zita Marinho, André F. T. Martins


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Scheduled Sampling for Transformers

Jun 18, 2019
Tsvetomila Mihaylova, André F. T. Martins


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

Jun 14, 2019
Gonçalo M. Correia, André F. T. Martins

* In proceedings of ACL 2019 

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

May 30, 2019
António V. Lopes, M. Amin Farajian, Gonçalo M. Correia, Jonay Trenous, André F. T. Martins


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Sparse Sequence-to-Sequence Models

May 14, 2019
Ben Peters, Vlad Niculae, André F. T. Martins

* Accepted to ACL 2019 

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Jointly Extracting and Compressing Documents with Summary State Representations

Apr 05, 2019
Afonso Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho, André F. T. Martins, Shay B. Cohen

* NAACL 2019 

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Selective Attention for Context-aware Neural Machine Translation

Mar 21, 2019
Sameen Maruf, André F. T. Martins, Gholamreza Haffari

* Accepted at NAACL-HLT 2019 

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OpenKiwi: An Open Source Framework for Quality Estimation

Feb 22, 2019
Fábio Kepler, Jonay Trénous, Marcos Treviso, Miguel Vera, André F. T. Martins


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Learning with Fenchel-Young Losses

Jan 08, 2019
Mathieu Blondel, André F. T. Martins, Vlad Niculae

* Extended version of arXiv:1805.09717 

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

Oct 05, 2018
Mathieu Blondel, André F. T. Martins, Vlad Niculae


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Towards Dynamic Computation Graphs via Sparse Latent Structure

Sep 03, 2018
Vlad Niculae, André F. T. Martins, Claire Cardie

* EMNLP 2018; 9 pages (incl. appendix) 

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Contextual Neural Model for Translating Bilingual Multi-Speaker Conversations

Sep 02, 2018
Sameen Maruf, André F. T. Martins, Gholamreza Haffari

* WMT 2018 

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SparseMAP: Differentiable Sparse Structured Inference

Jun 20, 2018
Vlad Niculae, André F. T. Martins, Mathieu Blondel, Claire Cardie

* Published in ICML 2018. 14 pages, including appendix 

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Sparse and Constrained Attention for Neural Machine Translation

May 21, 2018
Chaitanya Malaviya, Pedro Ferreira, André F. T. Martins

* Proceedings of ACL 2018 

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Marian: Fast Neural Machine Translation in C++

Apr 04, 2018
Marcin Junczys-Dowmunt, Roman Grundkiewicz, Tomasz Dwojak, Hieu Hoang, Kenneth Heafield, Tom Neckermann, Frank Seide, Ulrich Germann, Alham Fikri Aji, Nikolay Bogoychev, André F. T. Martins, Alexandra Birch

* Demonstration paper 

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From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification

Feb 08, 2016
André F. T. Martins, Ramón Fernandez Astudillo

* Minor corrections 

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Parsing as Reduction

Feb 27, 2015
Daniel Fernández-González, André F. T. Martins


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