| 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 | 2567 | 2002 |
| Head-driven statistical models for natural language parsing M Collins Computational linguistics 29 (4), 589-637, 2003 | 2470 | 2003 |
| Three generative, lexicalised models for statistical parsing M Collins arXiv preprint cmp-lg/9706022, 1997 | 1361 | 1997 |
| Unsupervised models for named entity classification M Collins, Y Singer 1999 Joint SIGDAT Conference on Empirical Methods in Natural Language …, 1999 | 1200 | 1999 |
| Convolution kernels for natural language M Collins, N Duffy Advances in neural information processing systems, 625-632, 2001 | 1175 | 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 | 1171* | 2007 |
| A new statistical parser based on bigram lexical dependencies M Collins arXiv preprint cmp-lg/9605012, 1996 | 931 | 1996 |
| Discriminative reranking for natural language parsing M Collins, T Koo Computational Linguistics 31 (1), 25-70, 2005 | 902 | 2005 |
| Learning to map sentences to logical form: Structured classification with probabilistic categorial grammars LS Zettlemoyer, M Collins arXiv preprint arXiv:1207.1420, 2012 | 838 | 2012 |
| Logistic regression, AdaBoost and Bregman distances M Collins, RE Schapire, Y Singer Machine Learning 48 (1), 253-285, 2002 | 823 | 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 | 687 | 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 | 656 | 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 | 570 | 2016 |
| Simple semi-supervised dependency parsing T Koo, X Carreras, M Collins Proceedings of ACL-08: HLT, 595-603, 2008 | 547 | 2008 |
| A Generalization of Principal Components Analysis to the Exponential Family. M Collins, S Dasgupta, RE Schapire Nips 13, 23, 2001 | 544 | 2001 |
| Incremental parsing with the perceptron algorithm M Collins, B Roark Proceedings of the 42nd Annual Meeting of the Association for Computational …, 2004 | 489 | 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 | 427 | 2007 |
| 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 | 358 | 2019 |
| Ranking algorithms for named entity extraction: Boosting and the votedperceptron M Collins Proceedings of the 40th Annual Meeting of the Association for Computational …, 2002 | 335 | 2002 |
| Prepositional phrase attachment through a backed-off model M Collins, J Brooks arXiv preprint cmp-lg/9506021, 1995 | 314 | 1995 |
