Michael Collins
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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
Head-driven statistical models for natural language parsing
M Collins
Computational linguistics 29 (4), 589-637, 2003
Three generative, lexicalised models for statistical parsing
M Collins
arXiv preprint cmp-lg/9706022, 1997
Unsupervised models for named entity classification
M Collins, Y Singer
1999 Joint SIGDAT Conference on Empirical Methods in Natural Language …, 1999
Convolution kernels for natural language
M Collins, N Duffy
Advances in neural information processing systems, 625-632, 2001
Hidden conditional random fields
A Quattoni, S Wang, LP Morency, M Collins, T Darrell
IEEE transactions on pattern analysis and machine intelligence 29 (10), 1848 …, 2007
A new statistical parser based on bigram lexical dependencies
M Collins
arXiv preprint cmp-lg/9605012, 1996
Learning to map sentences to logical form: Structured classification with probabilistic categorial grammars
LS Zettlemoyer, M Collins
arXiv preprint arXiv:1207.1420, 2012
Discriminative reranking for natural language parsing
M Collins, T Koo
Computational Linguistics 31 (1), 25-70, 2005
Logistic regression, AdaBoost and Bregman distances
M Collins, RE Schapire, Y Singer
Machine Learning 48 (1), 253-285, 2002
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
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
Clause restructuring for statistical machine translation
M Collins, P Koehn, I Kučerová
Proceedings of the 43rd Annual Meeting of the Association for Computational …, 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
A Generalization of Principal Components Analysis to the Exponential Family.
M Collins, S Dasgupta, RE Schapire
Nips 13, 23, 2001
Simple semi-supervised dependency parsing
T Koo, X Carreras, M Collins
Proceedings of ACL-08: HLT, 595-603, 2008
Incremental parsing with the perceptron algorithm
M Collins, B Roark
Proceedings of the 42nd Annual Meeting of the Association for Computational …, 2004
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
Ranking algorithms for named entity extraction: Boosting and the votedperceptron
M Collins
Proceedings of the 40th Annual Meeting of the Association for Computational …, 2002
Prepositional phrase attachment through a backed-off model
M Collins, J Brooks
arXiv preprint cmp-lg/9506021, 1995
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