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André F. T. Martins

André F. T. Martins

D-Index & Metrics

Computer Science

D-Index
38
Citations
6471
World Ranking
10193
National Ranking
32

Overview

André F. T. Martins is affiliated with Instituto Superior Técnico in Portugal. Their research spans across multiple areas in computer science, with a significant focus on artificial intelligence and natural language processing.

The scientist has contributed notably to the fields of study including:

  • Computer Science

Within that domain, their work emphasizes the following subfields:

  • Artificial Intelligence
  • Computer Vision and Pattern Recognition
  • Statistical and Nonlinear Physics
  • Information Systems
  • Civil and Structural Engineering

Their scholarly output addresses a variety of main research topics:

  • Topic Modeling
  • Natural Language Processing Techniques
  • Multimodal Machine Learning Applications
  • Explainable Artificial Intelligence (XAI)
  • Text Readability and Simplification
  • Machine Learning and Data Classification
  • Software Engineering Research

Frequent coauthors in their research collaborations include:

  • Ricardo Rei
  • Patrick Fernandes
  • António Farinhas
  • Marcos Treviso
  • José G. C. de Souza

The following recent papers demonstrate their involvement in the advancement of natural language processing and related fields:

  • "Universal Dependencies," 2025, published in Elsevier eBooks
  • "Hallucinations in Large Multilingual Translation Models," 2023, Transactions of the Association for Computational Linguistics
  • "Efficient Methods for Natural Language Processing: A Survey," 2023, Transactions of the Association for Computational Linguistics
  • "Universal Dependencies," 2025, HAL (Le Centre pour la Communication Scientifique Directe)
  • "Quality-Aware Decoding for Neural Machine Translation," 2022, Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

Publication venues where André F. T. Martins frequently contributes include:

  • arXiv (Cornell University)
  • Transactions of the Association for Computational Linguistics
  • Elsevier eBooks
  • Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
  • Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Best Publications

  • Marian: Fast Neural Machine Translation in C++

    Marcin Junczys-Dowmunt;Roman Grundkiewicz;Tomasz Dwojak;Hieu Hoang

  • From softmax to sparsemax: a sparse model of attention and multi-label classification

    André F. T. Martins;Ramón F. Astudillo

  • Frame-semantic parsing

    Dipanjan Das;Desai Chen;André F. T. Martins;Nathan Schneider

  • Concise Integer Linear Programming Formulations for Dependency Parsing

    Andre Martins;Noah Smith;Eric Xing

  • Adaptively Sparse Transformers

    Gonçalo M. Correia;Vlad Niculae;André F. T. Martins

  • Turning on the Turbo: Fast Third-Order Non-Projective Turbo Parsers

    Andre Martins;Miguel Almeida;Noah A. Smith

  • Sparse Sequence-to-Sequence Models

    Unknown

  • Selective Attention for Context-aware Neural Machine Translation.

    Sameen Maruf;André F. T. Martins;Gholamreza Haffari

  • Marian: Fast Neural Machine Translation in C++

    Marcin Junczys-Dowmunt;Roman Grundkiewicz;Tomasz Dwojak;Hieu Hoang

  • Turbo Parsers: Dependency Parsing by Approximate Variational Inference

    Andre Martins;Noah Smith;Eric Xing;Pedro Aguiar

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

    André F. T. Martins;Ramón Fernandez Astudillo

  • Summarization with a Joint Model for Sentence Extraction and Compression

    Andre Martins;Noah A. Smith

  • Nonextensive Information Theoretic Kernels on Measures

    André F. T. Martins;Noah A. Smith;Eric P. Xing;Pedro M. Q. Aguiar

  • OpenKiwi: An Open Source Framework for Quality Estimation

    Fabio Natanael Kepler;Jonay Trénous;Marcos Vinícius Treviso;Miguel Vera

  • Hallucinations in Large Multilingual Translation Models

    Unknown

  • Stacking Dependency Parsers

    André Filipe Torres Martins;Dipanjan Das;Noah A. Smith;Eric P. Xing

  • Efficient Methods for Natural Language Processing: A Survey

    Unknown

  • Findings of the WMT 2019 Shared Tasks on Quality Estimation

    Erick R. Fonseca;Lisa Yankovskaya;André F. T. Martins;Mark Fishel

  • Findings of the WMT 2020 Shared Task on Quality Estimation

    Lucia Specia;Frédéric Blain;Marina Fomicheva;Erick Rocha Fonseca

  • Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning

    Miguel Almeida;Andre Martins

  • SparseMAP: Differentiable Sparse Structured Inference

    Vlad Niculae;André F. T. Martins;Mathieu Blondel;Claire Cardie

  • Dual Decomposition with Many Overlapping Components

    Andre Martins;Noah Smith;Mario Figueiredo;Pedro Aguiar

  • Findings of the WMT 2018 Shared Task on Quality Estimation

    Lucia Specia;Frédéric Blain;Varvara Logacheva;Ramón Fernandez Astudillo

  • Structured Sparsity in Structured Prediction

    Andre Martins;Noah Smith;Mario Figueiredo;Pedro Aguiar

  • Pushing the Limits of Translation Quality Estimation

    André F. T. Martins;Marcin Junczys-Dowmunt;Fábio Kepler;Ramón Fernandez Astudillo

Frequent Co-Authors

Noah A. Smith
Noah A. Smith University of Washington
Mário A. T. Figueiredo
Mário A. T. Figueiredo Instituto Superior Técnico
Eric P. Xing
Eric P. Xing Mohamed bin Zayed University of Artificial Intelligence
Graham Neubig
Graham Neubig Carnegie Mellon University
Vittorio Murino
Vittorio Murino University of Verona
Gholamreza Haffari
Gholamreza Haffari Monash University
Lucia Specia
Lucia Specia Imperial College London
Dipanjan Das
Dipanjan Das Google (United States)
Claire Cardie
Claire Cardie Cornell University
Joaquim Jorge
Joaquim Jorge University of Lisbon

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