Learning anaphoricity and antecedent ranking features for coreference resolution

ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference

Volumn 1, Issue , 2015, Pages 1416-1426

  Wiseman, Sam ^a   Rush, Alexander M ^a,b   Shieber, Stuart M ^a   Weston, Jason ^b  

^a HARVARD UNIVERSITY   (United States)

^b FACEBOOK AI RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; LEARNING TO RANK;

CO-REFERENCE RESOLUTIONS; FEATURE REPRESENTATION; NON LINEAR; PRE-TRAINING; RANKING MODEL; SUBTASKS; TEST SETS;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84943807058     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/v1/p15-1137     Document Type: Conference Paper

References (43)

1. Amit Bagga and Breck Baldwin. 1998. Algorithms for Scoring Coreference Chains. In The first international conference on language resources and evaluation workshop on linguistics coreference, volume 1, pages 563-566. Citeseer.
2. Yonatan Belinkov, Tao Lei, Regina Barzilay, and Amir Globerson. 2014. Exploring Compositional Architectures andWord Vector Representations for Prepositional Phrase Attachment. Transactions of the Association for Computational Linguistics, 2:561-572.
3. Eric Bengtson and Dan Roth. 2008. Understanding the Value of Features for Coreference Resolution. In Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing, pages 294-303. ACL.
4. Anders Björkelund and Richárd Farkas. 2012. Datadriven Multilingual Coreference Resolution using Resolver Stacking. In Joint Conference on EMNLP and CoNLL-Shared Task, pages 49-55. ACL.
5. Anders Björkelund and Jonas Kuhn. 2014. Learning structured perceptrons for coreference Resolution with Latent Antecedents and Non-local Features. ACL, Baltimore, MD, USA, June.
6. Kai-Wei Chang, Rajhans Samdani, Alla Rozovskaya, Mark Sammons, and Dan Roth. 2012. Illinoiscoref: The UI System in the CoNLL-2012 Shared Task. In Joint Conference on EMNLP and CoNLLShared Task, pages 113-117. Association for Computational Linguistics.
7. Kai-Wei Chang, Rajhans Samdani, and Dan Roth. 2013. A Constrained Latent Variable Model for Coreference Resolution. In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, pages 601-612.
8. Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa. 2011. Natural Language Processing (almost) from Scratch. The Journal of Machine Learning Research, 12:2493-2537.
9. Aron Culotta, Michael Wick, Robert Hall, and Andrew McCallum. 2006. First-order Probabilistic Models for Coreference Resolution. NAACL-HLT.
10. Pascal Denis and Jason Baldridge. 2008. Specialized Models and Ranking for Coreference Resolution. In Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing, pages 660-669. ACL.
11. Pascal Denis, Jason Baldridge, et al. 2007. Joint Determination of Anaphoricity and Coreference Resolution using Integer Programming. In HLT-NAACL, pages 236-243. Citeseer.
12. John Duchi, Elad Hazan, and Yoram Singer. 2011. Adaptive Subgradient Methods for Online Learning and Stochastic Optimization. The Journal of Machine Learning Research, 12:2121-2159.
13. Greg Durrett and Dan Klein. 2013. Easy Victories and Uphill Battles in Coreference Resolution. In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, pages 1971-1982.
14. Greg Durrett and Dan Klein. 2014. A Joint Model for Entity Analysis: Coreference, Typing, and Linking. Transactions of the Association for Computational Linguistics, 2:477-490.
15. Dumitru Erhan, Yoshua Bengio, Aaron Courville, Pierre-Antoine Manzagol, Pascal Vincent, and Samy Bengio. 2010. Why does unsupervised pre-Training help deep learning? The Journal of Machine Learning Research, 11:625-660.
16. Rong-En Fan, Kai-Wei Chang, Cho-Jui Hsieh, Xiang-Rui Wang, and Chih-Jen Lin. 2008. Liblinear: A Library for Large Linear Classification. The Journal of Machine Learning Research, 9:1871-1874.
17. Eraldo Rezende Fernandes, Cícero Nogueira Dos Santos, and Ruy Luiz Milidíu. 2012. Latent Structure Perceptron with Feature Induction for Unrestricted Coreference Resolution. In Joint Conference on EMNLP and CoNLL-Shared Task, pages 41-48. Association for Computational Linguistics.
18. Aria Haghighi and Dan Klein. 2010. Coreference Resolution in a Modular, Entity-centered Model. In The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, pages 385-393. Association for Computational Linguistics.
19. Eduard Hovy, Mitchell Marcus, Martha Palmer, Lance Ramshaw, and RalphWeischedel. 2006. Ontonotes: the 90% Solution. In Proceedings of the human language technology conference of the NAACL, Companion Volume: Short Papers, pages 57-60. Association for Computational Linguistics.
20. Philipp Koehn. 2004. Statistical Significance Tests for Machine Translation Evaluation. In Proceedings of the 2004 Conference on Empirical Methods in Natural Language Processing, pages 388-395. Citeseer.
21. Jonathan K. Kummerfeld and Dan Klein. 2013. Errordriven Analysis of Challenges in Coreference Resolution. In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, Seattle, WA, USA, October.
22. Emmanuel Lassalle and Pascal Denis. 2013. Improving Pairwise Coreference Models through Feature Space Hierarchy Learning. In ACL 2013-Annual meeting of the Association for Computational Linguistics.
23. Heeyoung Lee, Yves Peirsman, Angel Chang, Nathanael Chambers, Mihai Surdeanu, and Dan Jurafsky. 2011. Stanfords Multi-pass Sieve Coreference Resolution System at the CoNLL-2011 Shared Task. In Proceedings of the Fifteenth Conference on Computational Natural Language Learning: Shared Task, pages 28-34. Association for Computational Linguistics.
24. Heeyoung Lee, Angel Chang, Yves Peirsman, Nathanael Chambers, Mihai Surdeanu, and Dan Jurafsky. 2013. Deterministic Coreference Resolution based on Entity-centric, Precision-ranked Rules. Computational Linguistics, 39(4):885-916.
25. Xiaoqiang Luo, Sameer Pradhan, Marta Recasens, and Eduard Hovy. 2014. An Extension of BLANC to System Mentions. Proceedings of ACL, Baltimore, Maryland, June.
26. Xiaoqiang Luo. 2005. On Coreference Resolution Performance Metrics. In Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing, pages 25-32. Association for Computational Linguistics.
27. Chao Ma, Janardhan Rao Doppa, J Walker Orr, Prashanth Mannem, Xiaoli Fern, Tom Dietterich, and Prasad Tadepalli. 2014. Prune-And-score: Learning for Greedy Coreference Resolution. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing.
28. Andrew McCallum and Ben Wellner. 2003. Toward Conditional Models of Identity Uncertainty with Application to Proper Noun Coreference. Advances in Neural Information Processing Systems 17.
29. Yurii Nesterov. 1983. A Method of Solving a Convex Programming Problem with Convergence Rate O (1/k2). In Soviet Mathematics Doklady, volume 27, pages 372-376.
30. Vincent Ng and Claire Cardie. 2002. Identifying Anaphoric and Non-Anaphoric Noun Phrases to Improve Coreference Resolution. In Proceedings of the 19th international conference on Computational linguistics-Volume 1, pages 1-7. Association for Computational Linguistics.
31. Vincent Ng. 2004. Learning Noun Phrase Anaphoricity to Improve Coreference Resolution: Issues in Representation and Optimization. In Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, page 151. Association for Computational Linguistics.
32. Sameer Pradhan, Alessandro Moschitti, Nianwen Xue, Olga Uryupina, and Yuchen Zhang. 2012. Conll-2012 Shared Task: Modeling Multilingual Unrestricted Coreference in OntoNotes. In Joint Conference on EMNLP and CoNLL-Shared Task, pages 1-40. ACL.
33. Sameer Pradhan, Xiaoqiang Luo, Marta Recasens, Eduard Hovy, Vincent Ng, and Michael Strube. 2014. Scoring Coreference Partitions of Predicted Mentions: A Reference Implementation. In Proceedings of the Association for Computational Linguistics.
34. Altaf Rahman and Vincent Ng. 2009. Supervised Models for Coreference Resolution. In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2-Volume 2, pages 968-977. ACL.
35. Marta Recasens, Marie-Catherine de Marneffe, and Christopher Potts. 2013. The Life and Death of Discourse Entities: Identifying Singleton Mentions. In HLT-NAACL, pages 627-633.
36. Richard Socher, Jeffrey Pennington, Eric H Huang, Andrew Y Ng, and Christopher D Manning. 2011. Semi-supervised Recursive Autoencoders for Predicting Sentiment Distributions. In Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, pages 151-161. ACL.
37. Richard Socher, Brody Huval, Christopher D Manning, and Andrew Y Ng. 2012. Semantic Compositionality through Recursive Matrix-vector Spaces. In Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, pages 1201-1211. ACL.
38. Wee Meng Soon, Hwee Tou Ng, and Daniel Chung Yong Lim. 2001. A Machine Learning Approach to Coreference Resolution of Noun Phrases. Computational Linguistics, 27(4):521-544.
39. Veselin Stoyanov and Jason Eisner. 2012. Easy-first Coreference Resolution. In COLING, pages 2519-2534. Citeseer.
40. Ilya Sutskever, James Martens, George Dahl, and Geoffrey Hinton. 2013. On the Importance of Initialization and Momentum in Deep Learning. In Proceedings of the 30th International Conference on Machine Learning, pages 1139-1147.
41. Marc Vilain, John Burger, John Aberdeen, Dennis Connolly, and Lynette Hirschman. 1995. A Modeltheoretic Coreference Scoring Scheme. In Proceedings of the 6th conference on Message Understanding, pages 45-52. ACL.
42. Michael Wick, Sameer Singh, and Andrew McCallum. 2012. A Discriminative Hierarchical Model for Fast Coreference at Large Scale. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers-Volume 1, pages 379-388. Association for Computational Linguistics.
43. Chun-Nam John Yu and Thorsten Joachims. 2009. Learning Structural SVMs with Latent Variables. In Proceedings of the 26th Annual International Conference on Machine Learning, pages 1169-1176. ACM.