Semi-supervised Learning in NLP - Revision history

Pythonner: /* 2007 */

2009-06-12T14:21:09Z

2007

← Older revision		Revision as of 14:21, 12 June 2009
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	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.		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.

	Nadeau, D. (2007), "Semi-Supervised Named Entity Recognition: Learning to Recognize 100 Entity Types with Little Supervision", PhD Thesis, Ottawa, University of Ottawa. December 2007.		Nadeau, D. (2007), [http://cogprints.org/5859/ "Semi-Supervised Named Entity Recognition: Learning to Recognize 100 Entity Types with Little Supervision"], PhD Thesis, Ottawa, University of Ottawa. December 2007.

	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.		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.

Pythonner: /* 2007 */

2009-06-12T14:19:58Z

2007

← Older revision		Revision as of 14:19, 12 June 2009
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	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.		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.

			Nadeau, D. (2007), "Semi-Supervised Named Entity Recognition: Learning to Recognize 100 Entity Types with Little Supervision", PhD Thesis, Ottawa, University of Ottawa. December 2007.

	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.		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.

Ioan: /* 2009 */

2009-06-04T21:02:53Z

2009

← Older revision		Revision as of 21:02, 4 June 2009
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	Hal Daume (2009). [http://sites.google.com/site/sslnlp/files/daume09sslnlp.pdf?attredirects=0 "Semi-supervised or Semi-unsupervised?"], 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.		Hal Daume (2009). [http://sites.google.com/site/sslnlp/files/daume09sslnlp.pdf?attredirects=0 "Semi-supervised or Semi-unsupervised?"], 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.		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.

KevinDuh: /* 2009 */

2009-06-04T20:49:56Z

2009

← Older revision		Revision as of 20:49, 4 June 2009
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	Dasgupta, S. & Ng, V. (2009), [http://www.aclweb.org/anthology/W/W09/W09-2211.pdf "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.		Dasgupta, S. & Ng, V. (2009), [http://www.aclweb.org/anthology/W/W09/W09-2211.pdf "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.

			Hal Daume (2009). [http://sites.google.com/site/sslnlp/files/daume09sslnlp.pdf?attredirects=0 "Semi-supervised or Semi-unsupervised?"], 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.		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.

KevinDuh: /* 2009 */

2009-06-04T20:38:56Z

2009

KevinDuh: /* Semi-supervised Learning for NLP Bibliography */

2009-05-15T21:46:07Z

Semi-supervised Learning for NLP Bibliography

@@ Line 33: / Line 33: @@
 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.
+Spoustová, D., 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.
@@ Line 51: / Line 51: @@
 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.
@@ Line 65: / Line 75: @@
 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.

KevinDuh: /* 2007 */

2009-05-15T21:39:46Z

2007

← Older revision		Revision as of 21:39, 15 May 2009
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	=== 2007 ===		=== 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.

KevinDuh: /* 2008 */

2009-05-15T21:38:00Z

2008

← Older revision		Revision as of 21:38, 15 May 2009
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	=== 2008 ===		=== 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 ===		=== 2007 ===

KevinDuh: /* 2009 */

2009-05-15T21:35:15Z

2009

← Older revision		Revision as of 21:35, 15 May 2009
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	Dasgupta, S. & Ng, V. (2009), [http://www.aclweb.org/anthology/W/W09/W09-2211 "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.		Dasgupta, S. & Ng, V. (2009), [http://www.aclweb.org/anthology/W/W09/W09-2211 "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 ===		=== 2008 ===

	=== 2007 ===		=== 2007 ===

KevinDuh: /* Semi-supervised Learning for NLP Bibliography */

2009-05-15T20:57:50Z

Semi-supervised Learning for NLP Bibliography

← Older revision		Revision as of 20:57, 15 May 2009
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	= Semi-supervised Learning for NLP Bibliography =		= 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.		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 [http://ssl-acl08.wikidot.com/ ACL 2008 tutorial website].

	=== 2009 ===		=== 2009 ===

← Older revision		Revision as of 20:38, 4 June 2009
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	=== 2009 ===		=== 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~~. ~~--[[User:KevinDuh\|KevinDuh]] 21:15~~, ~~29 April~~ 2009 ~~(UTC)~~		Carlson, A., Betteridge, J., Hruschka Junior, E.R. & Mitchell, T.M. (2009), [http://www.aclweb.org/anthology/W/W09/W09-2201.pdf "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.

	~~Carlson~~, ~~A., Betteridge, J~~., ~~Hruschka Junior, E.~~R. ~~& Mitchell, T.M~~. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2201~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2202.pdf "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.

	~~Veeramachaneni~~, S. & ~~Kondadadi~~, ~~R.K~~. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2202~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2203.pdf "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.

	~~Goldberg~~, A.B. & ~~Zhu~~, X. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2203~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2204.pdf "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.

	~~Zubiaga~~, ~~A., Fresno, V. & Martínez, R~~. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2204~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2205.pdf "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.

	~~Plank~~, B. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2205~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2206.pdf "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.

	~~Andrzejewski~~, D. & ~~Zhu~~, X. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2206~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2207.pdf "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.

	~~Poveda~~, ~~J., Surdeanu, M~~. & ~~Turmo~~, J. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2207~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2208.pdf "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.

	~~Liao~~, W. & ~~Veeramachaneni~~, S. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2208~~ "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), [http://www.aclweb.org/anthology/W/W09/W09-2209.pdf "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.

	~~Chen~~, Z. & Ji, H. (2009), [http://www.aclweb.org/anthology/W/W09/W09-~~2209~~ "~~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), [http://www.aclweb.org/anthology/W/W09/W09-2210.pdf "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.

	Huang, J.-T. & Hasegawa-Johnson, M. (2009), [http://www.aclweb.org/anthology/W/W09/W09-2210 "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), [http://www.aclweb.org/anthology/W/W09/W09-2211.pdf "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.

	Dasgupta, S. & Ng, V. (2009), [http://www.aclweb.org/anthology/W/W09/W09-2211 "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.		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.