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Improving Machine Learning Approaches to Coreference Resolution

This paper explores various machine learning approaches to coreference resolution, including sample selection, error-driven pruning, weakly supervised learning, bootstrapping classifiers, and more.

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Improving Machine Learning Approaches to Coreference Resolution

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  1. Improving Machine Learning Approaches to Coreference ResolutionVincent Ng and Claire CardieDepartment of Computer ScienceCornell University ACL 2002, Univ. of Pennsylvania, Philadelphia, PA (July 2002) Session: Anaphora and Coreference Session Chair: Lillian Lee

  2. Vincent Ng and Claire CardieDepartment of Computer ScienceCornell University EMNLP 2002, Univ. of Pennsylvania, Philadelphia, PA (July 2002) Session: Parsing/Coreference Session Chair: Jan Hajic Combining Sample Selection and Error-Driven Pruning for Machine Learning of Coreference Rules

  3. Vincent Ng and Claire CardieDepartment of Computer ScienceCornell University COLING 2002, Taipei, Taiwan (August 2002) Session: Word Sense Disambiguation Session Chair: Jing-Shin Chang Identifying Anaphoric and Non- Anaphoric Noun Phrases to Improve Coreference Resolution

  4. HLT NAACL 2003, Edmonton, Canada (May 2003)Session: Unsupervised Learning Session Chair: Chris Manning Weakly Supervised Natural Language Learning Without Redundant Views Vincent Ng and Claire Cardie Department of Computer Science Cornell University

  5. EMNLP 2003, Sapporo, Japan (July 2003)Session: Semantics and Generation Session Chair: Martha Palmer Bootstrapping Coreference Classifiers with Multiple Machine Learning Algorithms Vincent Ng and Claire Cardie Department of Computer Science Cornell University

  6. ACL 2004, Barcelona, Spain (July 2004)Session: Coreference and Anaphora Session Chair: Kathy McCoy Learning Noun Phrase Anaphoricity to Improve Coreference Resolution: Issues in Representation and Optimization Vincent Ng Department of Computer Science, Cornell University

  7. ACL 2005, Univ. of Michigan, Ann Arbor, MI (June 2005)Session: Discourse Session Chair: Massimo Poesio Machine Learning for Coreference Resolution: From Local Classification to Global Ranking Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  8. IJCAI 2007, Hyderabad, India (Jan 2007)Session: Named Entities and Coreference Session Chair: Pushpak Bhattacharyya Shallow Semantics for Coreference Resolution Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  9. ACL 2007, Prague, Czech Republic (June 2007)Session: Coreference Session Chair: Ellen Riloff Semantic Class Induction and Coreference Resolution Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  10. EMNLP 2008, Waikiki, Honolulu, HI (Oct 2008)Session: Coreference Session Chair: Eugene Charniak Unsupervised Models for Coreference Resolution Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  11. NAACL HLT 2009, Univ. of Colorado, Boulder, CO (June 2009)Session: Summarization and Discourse Session Chair: Regina Barzilay Graph-Cut-Based Anaphoricity Determination for Coreference Resolution Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  12. Supervised Models for Coreference Resolution AltafRahman and Vincent Ng Human Language Technology Research Institute University of Texas at Dallas EMNLP 2009, Suntec, Singapore (Aug 2009)Session: Coreference Resolution Session Chair: Dan Klein 12

  13. ACL 2010, Uppsala, Sweden (July 2010)Session: Discourse Session Chair: Jian Su Supervised Noun Phrase Coreference Research: The First Fifteen Years Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  14. ACL-HLT 2011, Portland, OR (June 2011)Session: Coreference Resolution Session Chair: Michael Strube Coreference Resolution with World Knowledge Altaf Rahman and Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  15. Ensemble-based Coreference Resolution Altaf Rahman and Vincent Ng Human Language Technology Research Institute The University of Texas at Dallas IJCAI 2011, Barcelona, Spain (July 2011)Session: NLP Session Chair: Simone Paolo Ponzetto

  16. IJCNLP 2011, Chiang Mai, Thailand (Nov 2011)Session: Parsing Session Chair: Josef van Genabith Syntactic Parsing for Ranking-Based Coreference Resolution Altaf Rahman and Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

  17. NAACL HLT 2012, Montreal, Canada (June 2012)Session: Discourse Session Chair: Diane Litman Translation-Based Projection for Multilingual Coreference Resolution Altaf Rahman and Vincent Ng Human Language Technology Research Institute University of Texas at Dallas

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