Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms M Collins Proceedings of the 2002 conference on empirical methods in natural language …, 2002 | 2748 | 2002 |
Natural questions: a benchmark for question answering research T Kwiatkowski, J Palomaki, O Redfield, M Collins, A Parikh, C Alberti, ... Transactions of the Association for Computational Linguistics 7, 453-466, 2019 | 2629 | 2019 |
Head-driven statistical models for natural language parsing M Collins Computational linguistics 29 (4), 589-637, 2003 | 2595 | 2003 |
Three generative, lexicalised models for statistical parsing M Collins arXiv preprint cmp-lg/9706022, 1997 | 1457 | 1997 |
Unsupervised models for named entity classification M Collins, Y Singer 1999 Joint SIGDAT conference on empirical methods in natural language …, 1999 | 1393 | 1999 |
Conditional random fields for object recognition A Quattoni, M Collins, T Darrell Advances in neural information processing systems 17, 2004 | 1259* | 2004 |
Convolution kernels for natural language M Collins, N Duffy Advances in neural information processing systems 14, 2001 | 1259 | 2001 |
Learning to map sentences to logical form: Structured classification with probabilistic categorial grammars LS Zettlemoyer, M Collins arXiv preprint arXiv:1207.1420, 2012 | 1147 | 2012 |
BoolQ: Exploring the surprising difficulty of natural yes/no questions C Clark, K Lee, MW Chang, T Kwiatkowski, M Collins, K Toutanova arXiv preprint arXiv:1905.10044, 2019 | 1030 | 2019 |
A new statistical parser based on bigram lexical dependencies M Collins arXiv preprint cmp-lg/9605012, 1996 | 989 | 1996 |
Logistic regression, AdaBoost and Bregman distances M Collins, RE Schapire, Y Singer Machine Learning 48, 253-285, 2002 | 959 | 2002 |
Discriminative reranking for natural language parsing M Collins, T Koo Computational Linguistics 31 (1), 25-70, 2005 | 958 | 2005 |
New ranking algorithms for parsing and tagging: Kernels over discrete structures, and the voted perceptron M Collins, N Duffy Proceedings of the 40th annual meeting of the association for computational …, 2002 | 736 | 2002 |
Clause restructuring for statistical machine translation M Collins, P Koehn, I Kučerová Proceedings of the 43rd Annual Meeting of the Association for Computational …, 2005 | 727 | 2005 |
Globally normalized transition-based neural networks D Andor, C Alberti, D Weiss, A Severyn, A Presta, K Ganchev, S Petrov, ... arXiv preprint arXiv:1603.06042, 2016 | 720 | 2016 |
A generalization of principal components analysis to the exponential family M Collins, S Dasgupta, RE Schapire Advances in neural information processing systems 14, 2001 | 674 | 2001 |
Simple semi-supervised dependency parsing T Koo, X Carreras, M Collins Proceedings of ACL-08: HLT, 595-603, 2008 | 569 | 2008 |
TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages JH Clark, E Choi, M Collins, D Garrette, T Kwiatkowski, V Nikolaev, ... Transactions of the Association for Computational Linguistics 8, 454-470, 2020 | 521 | 2020 |
Online learning of relaxed CCG grammars for parsing to logical form L Zettlemoyer, M Collins Proceedings of the 2007 Joint Conference on Empirical Methods in Natural …, 2007 | 517 | 2007 |
Incremental parsing with the perceptron algorithm M Collins, B Roark Proceedings of the 42nd Annual Meeting of the Association for Computational …, 2004 | 514 | 2004 |