Semi-supervised Learning in NLP

Semi-supervised Learning for NLP Bibliography

The goal of this page is to collect all papers focusing on semi-supervised learning for natural language processing. Another good starting point for papers (divided by topic) is John Blitzer and Jerry Zhu's ACL 2008 tutorial website.

2009

Note: Papers in NAACL Semi-supervised learning for NLP Workshop are pre-linked but the actual pdf's don't exist on ACL anthology yet. --KevinDuh 21:15, 29 April 2009 (UTC)

Carlson, A., Betteridge, J., Hruschka Junior, E.R. & Mitchell, T.M. (2009), "Coupling Semi-Supervised Learning of Categories and Relations", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 1-9. Association for Computational Linguistics.

Veeramachaneni, S. & Kondadadi, R.K. (2009), "Surrogate Learning - From Feature Independence to Semi-Supervised Classification", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 10-18. Association for Computational Linguistics.

Goldberg, A.B. & Zhu, X. (2009), "Keepin' It Real: Semi-Supervised Learning with Realistic Tuning", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 19-27. Association for Computational Linguistics.

Zubiaga, A., Fresno, V. & Martínez, R. (2009), "Is Unlabeled Data Suitable for Multiclass SVM-based Web Page Classification?", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 28-36. Association for Computational Linguistics.

Plank, B. (2009), "A Comparison of Structural Correspondence Learning and Self-training for Discriminative Parse Selection", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 37-42. Association for Computational Linguistics.

Andrzejewski, D. & Zhu, X. (2009), "Latent Dirichlet Allocation with Topic-in-Set Knowledge", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 43-48. Association for Computational Linguistics.

Poveda, J., Surdeanu, M. & Turmo, J. (2009), "An Analysis of Bootstrapping for the Recognition of Temporal Expressions", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 49-57. Association for Computational Linguistics.

Liao, W. & Veeramachaneni, S. (2009), "A Simple Semi-supervised Algorithm For Named Entity Recognition", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 58-65. Association for Computational Linguistics.

Chen, Z. & Ji, H. (2009), "Can One Language Bootstrap the Other: A Case Study on Event Extraction", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 66-74. Association for Computational Linguistics.

Huang, J.-T. & Hasegawa-Johnson, M. (2009), "On Semi-Supervised Learning of Gaussian Mixture Models for Phonetic Classification", In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 75-83. Association for Computational Linguistics.

Dasgupta, S. & Ng, V. (2009), "Discriminative Models for Semi-Supervised Natural Language Learning", Invited Position Paper, In Proceedings of the NAACL HLT Workshop on Semi-supervised Learning for Natural Language Processing. Boulder, Colorado, USA. June 2009., pp. 84-85. Association for Computational Linguistics.

Fürstenau, H. & Lapata, M. (2009), "Semi-Supervised Semantic Role Labeling", In Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009). Athens, Greece. March 2009., pp. 220-228. Association for Computational Linguistics.

Rao, D. & Ravichandran, D. (2009), "Semi-Supervised Polarity Lexicon Induction", In Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009). Athens, Greece. March 2009., pp. 675-682. Association for Computational Linguistics.

Spoustová, D. ``j., Hajič, J., Raab, J. & Spousta, M. (2009), "Semi-Supervised Training for the Averaged Perceptron POS Tagger", In Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009). Athens, Greece. March 2009., pp. 763-771. Association for Computational Linguistics.

Candito, M., Crabbé, B. & Seddah, D. (2009), "On Statistical Parsing of French with Supervised and Semi-Supervised Strategies", In Proceedings of the EACL 2009 Workshop on Computational Linguistic Aspects of Grammatical Inference. Athens, Greece. March 2009., pp. 49-57. Association for Computational Linguistics.

2008

Wang, Q.I., Schuurmans, D. & Lin, D. (2008), "Semi-Supervised Convex Training for Dependency Parsing", In Proceedings of ACL-08: HLT. Columbus, Ohio. June 2008., pp. 532-540. Association for Computational Linguistics.

Koo, T., Carreras, X. & Collins, M. (2008), "Simple Semi-supervised Dependency Parsing", In Proceedings of ACL-08: HLT. Columbus, Ohio. June 2008., pp. 595-603. Association for Computational Linguistics.

Suzuki, J. & Isozaki, H. (2008), "Semi-Supervised Sequential Labeling and Segmentation Using Giga-Word Scale Unlabeled Data", In Proceedings of ACL-08: HLT. Columbus, Ohio. June 2008., pp. 665-673. Association for Computational Linguistics.

Mann, G.S. & McCallum, A. (2008), "Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields", In Proceedings of ACL-08: HLT. Columbus, Ohio. June 2008., pp. 870-878. Association for Computational Linguistics.

Haffari, G. & Sarkar, A. (2008), "Homotopy-Based Semi-Supervised Hidden Markov Models for Sequence Labeling", In Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008). Manchester, UK. August 2008., pp. 305-312.

Wong, K.-F., Wu, M. & Li, W. (2008), "Extractive Summarization Using Supervised and Semi-Supervised Learning", In Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008). Manchester, UK. August 2008., pp. 985-992.

Xu, J., Gao, J., Toutanova, K. & Ney, H. (2008), "Bayesian Semi-Supervised Chinese Word Segmentation for Statistical Machine Translation", In Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008). Manchester, UK. August 2008., pp. 1017-1024.

2007

Kate, R. & Mooney, R. (2007), "Semi-Supervised Learning for Semantic Parsing using Support Vector Machines", In Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers. Rochester, New York. April 2007., pp. 81-84. Association for Computational Linguistics.

Mann, G. & McCallum, A. (2007), "Efficient Computation of Entropy Gradient for Semi-Supervised Conditional Random Fields", In Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers. Rochester, New York. April 2007., pp. 109-112. Association for Computational Linguistics.

Tratz, S. & Sanfilippo, A. (2007), "A High Accuracy Method for Semi-Supervised Information Extraction", In Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers. Rochester, New York. April 2007., pp. 169-172. Association for Computational Linguistics.

Rosenfeld, B. & Feldman, R. (2007), "Using Corpus Statistics on Entities to Improve Semi-supervised Relation Extraction from the Web", In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics. Prague, Czech Republic. June 2007., pp. 600-607. Association for Computational Linguistics.

Erkan, G., Ozgur, A. & Radev, D.R. (2007), "Semi-Supervised Classification for Extracting Protein Interaction Sentences using Dependency Parsing", In Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL). Prague, Czech Republic. June 2007., pp. 228-237. Association for Computational Linguistics.

Suzuki, J., Fujino, A. & Isozaki, H. (2007), "Semi-Supervised Structured Output Learning Based on a Hybrid Generative and Discriminative Approach", In Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL). Prague, Czech Republic. June 2007., pp. 791-800. Association for Computational Linguistics.