| A Survey on Automatic Text Summarization D Das, AFT Martins Language and Statistics II Course Project, LTI, CMU, 2007 | 703 | 2007 |
| From softmax to sparsemax: A sparse model of attention and multi-label classification A Martins, R Astudillo International conference on machine learning, 1614-1623, 2016 | 678 | 2016 |
| Marian: Fast neural machine translation in C++ M Junczys-Dowmunt, R Grundkiewicz, T Dwojak, H Hoang, K Heafield, ... arXiv preprint arXiv:1804.00344, 2018 | 655 | 2018 |
| Frame-semantic parsing D Das, D Chen, AFT Martins, N Schneider, NA Smith Computational linguistics 40 (1), 9-56, 2014 | 387 | 2014 |
| Universal Dependencies 2.2 J Nivre, M Abrams, Ž Agić, L Ahrenberg, L Antonsen, MJ Aranzabe, ... | 239 | 2018 |
| Concise integer linear programming formulations for dependency parsing AFT Martins, NA Smith, E Xing Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL …, 2009 | 225 | 2009 |
| Turning on the turbo: Fast third-order non-projective turbo parsers AFT Martins, MB Almeida, NA Smith Proceedings of the 51st Annual Meeting of the Association for Computational …, 2013 | 219 | 2013 |
| Adaptively sparse transformers GM Correia, V Niculae, AFT Martins arXiv preprint arXiv:1909.00015, 2019 | 202 | 2019 |
| Sparse sequence-to-sequence models B Peters, V Niculae, AFT Martins arXiv preprint arXiv:1905.05702, 2019 | 176 | 2019 |
| Selective attention for context-aware neural machine translation S Maruf, AFT Martins, G Haffari arXiv preprint arXiv:1903.08788, 2019 | 165 | 2019 |
| Turbo parsers: Dependency parsing by approximate variational inference AFT Martins, NA Smith, E Xing, P Aguiar, M Figueiredo Proceedings of the 2010 Conference on Empirical Methods in Natural Language …, 2010 | 163 | 2010 |
| Summarization with a joint model for sentence extraction and compression AFT Martins, NA Smith Proceedings of the Workshop on Integer Linear Programming for Natural …, 2009 | 141 | 2009 |
| An augmented Lagrangian approach to constrained MAP inference. AFT Martins, MAT Figueiredo, PMQ Aguiar, NA Smith, EP Xing ICML 2, 2, 2011 | 138 | 2011 |
| Nonextensive Information Theoretic Kernels on Measures. AFT Martins, NA Smith, EP Xing, PMQ Aguiar, MAT Figueiredo Journal of Machine Learning Research 10 (4), 2009 | 135 | 2009 |
| OpenKiwi: An open source framework for quality estimation F Kepler, J Trénous, M Treviso, M Vera, AFT Martins arXiv preprint arXiv:1902.08646, 2019 | 129 | 2019 |
| Sparsemap: Differentiable sparse structured inference V Niculae, A Martins, M Blondel, C Cardie International Conference on Machine Learning, 3799-3808, 2018 | 123 | 2018 |
| Findings of the WMT 2021 shared task on quality estimation L Specia, F Blain, M Fomicheva, C Zerva, Z Li, V Chaudhary, AFT Martins Proceedings of the Sixth Conference on Machine Translation, 684-725, 2021 | 122 | 2021 |
| Stacking dependency parsers AFT Martins, D Das, NA Smith, E Xing Proceedings of the 2008 Conference on Empirical Methods in Natural Language …, 2008 | 111 | 2008 |
| Findings of the WMT 2019 shared tasks on quality estimation E Fonseca, L Yankovskaya, AFT Martins, M Fishel, C Federmann Proceedings of the Fourth Conference on Machine Translation (Volume 3 …, 2019 | 109 | 2019 |
| Learning with fenchel-young losses M Blondel, AFT Martins, V Niculae The Journal of Machine Learning Research 21 (1), 1314-1382, 2020 | 99 | 2020 |
