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.