% The file contains bibliography on Constraints Conditional Models, to completement a tutorial
% given NAACL'12.
% The Tutoral slided can be found at: http://l2r.cs.uiuc.edu/%7Edanr/Talks/CCM-NAACL-12-Tutorial-slides.zip
%
% The bib style is based on ccg.bib, at http://cogcomp.cs.illinois.edu/bib/ccg.bib

@article{ChangRaRo12,
author=    {M. Chang and L. Ratinov and D. Roth},
title=     { Structured Learning with Constrained Conditional Models },
journal = { Machine Learning Journal},
comments = {To Appear},
year =     {2012}}

@conference{DLR12,
	Author = {Do, Q. and Lu, W. and Roth, D.},
	Booktitle = {EMNLP},
	Title = {Joint Inference for Event Timeline Construction},
	Url = {http://cogcomp.cs.illinois.edu/papers/DoChaRo11.pdf},
	Year = {2012}}

@conference{SKR12,
	Author = {Srikumar, V. and Kundu, G. and Roth, D. },
	Booktitle = {EMNLP},
	Title = {On Amortizing Inference Cost for Structured Prediction},
	Year = {2012}}

@inproceedings{DenisMu2009,
  title={Predicting globally-coherent temporal structures from texts via endpoint inference and graph decomposition},
  author={Denis, P. and Muller, P.},
  booktitle={Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  year={2011}}

@conference{SCR12,
	Author = {Samdhani, R. and Chang, M. and Roth, D.},
	Booktitle = {NAACL},
	Month = {6},
	Title = {Unified Expectation Maximization},
	Year = {2012}}

@conference{CSRRSR11,
	Address = {Portland, Oregon, USA},
	Author = {Chang, K. and Samdani, R. and Rozovskaya, A. and Rizzolo, N. and Sammons, M. and Roth, D.},
	Booktitle = {CoNLL Shared Task},
	Date-Added = {2012-06-01 23:54:25 -0500},
	Date-Modified = {2012-06-01 23:54:25 -0500},
	Funding = {MR},
	Pages = {40--44},
	Publisher = {Association for Computational Linguistics},
	Title = {Inference Protocols for Coreference Resolution},
	Url = {http://cogcomp.cs.illinois.edu/papers/CSRRSR11.pdf},
	Year = {2011}}

@inproceedings{ChangCo2011,
	Address = {Edinburgh, Scotland, UK.},
	Author = {Chang, Y. and Collins, M.},
	Booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing},
	Date-Added = {2012-06-01 23:53:52 -0500},
	Date-Modified = {2012-06-01 23:53:58 -0500},
	Keywords = {Inference; Lagrangian Relaxation; Joint Inference},
	Month = {July},
	Pages = {26--37},
	Publisher = {Association for Computational Linguistics},
	Read = {0},
	Title = {Exact Decoding of Phrase-Based Translation Models through Lagrangian Relaxation},
	Year = {2011}}

@InProceedings{HYBFHPSTTW2011,
  author    = {Hoffart, Johannes  and  Yosef, Mohamed Amir  and  Bordino, Ilaria  and  F\"{u}rstenau, Hagen  and  Pinkal, Manfred  and  Spaniol, Marc  and  Taneva, Bilyana  and  Thater, Stefan  and  Weikum, Gerhard},
  title     = {Robust Disambiguation of Named Entities in Text},
  booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing},
  month     = {July},
  year      = {2011},
  address   = {Edinburgh, Scotland, UK.},
  publisher = {Association for Computational Linguistics},
  pages     = {782--792},
  url       = {http://www.aclweb.org/anthology/D11-1072}}

@InProceedings{LWGJ2011,
  author    = {Li, Peng  and  Wang, Yinglin  and  Gao, Wei  and  Jiang, Jing},
  title     = {Generating Aspect-oriented Multi-Document Summarization with Event-aspect model},
  booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing},
  month     = {July},
  year      = {2011},
  address   = {Edinburgh, Scotland, UK.},
  publisher = {Association for Computational Linguistics},
  pages     = {1137--1146},
  url       = {http://www.aclweb.org/anthology/D11-1105}}

@InProceedings{WZHW2011,
  author    = {Wu, Yuanbin  and  Zhang, Qi  and  Huang, Xuanjing  and  Wu, Lide},
  title     = {Structural Opinion Mining for Graph-based Sentiment Representation},
  booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing},
  month     = {July},
  year      = {2011},
  address   = {Edinburgh, Scotland, UK.},
  publisher = {Association for Computational Linguistics},
  pages     = {1332--1341},
  url       = {http://www.aclweb.org/anthology/D11-1123}}

@InProceedings{GRCR2011,
  author    = {Goldwasser, Dan  and  Reichart, Roi  and  Clarke, James  and  Roth, Dan},
  title     = {Confidence Driven Unsupervised Semantic Parsing},
  booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},
  month     = {June},
  year      = {2011},
  address   = {Portland, Oregon, USA},
  publisher = {Association for Computational Linguistics},
  pages     = {1486--1495},
  url       = {http://www.aclweb.org/anthology/P11-1149}}

@InProceedings{BDG2011,
  author    = {Berant, Jonathan  and  Dagan, Ido  and  Goldberger, Jacob},
  title     = {Global Learning of Typed Entailment Rules},
  booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},
  month     = {June},
  year      = {2011},
  address   = {Portland, Oregon, USA},
  publisher = {Association for Computational Linguistics},
  pages     = {610--619},
  url       = {http://www.aclweb.org/anthology/P11-1062}}

@InProceedings{MayfieldPe2011,
  author    = {Mayfield, Elijah  and  Penstein Ros\'{e}, Carolyn},
  title     = {Recognizing Authority in Dialogue with an Integer Linear Programming Constrained Model},
  booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},
  month     = {June},
  year      = {2011},
  address   = {Portland, Oregon, USA},
  publisher = {Association for Computational Linguistics},
  pages     = {1018--1026},
  url       = {http://www.aclweb.org/anthology/P11-1102}}

@InProceedings{IidaPo2011,
  author    = {Iida, Ryu  and  Poesio, Massimo},
  title     = {A Cross-Lingual ILP Solution to Zero Anaphora Resolution},
  booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},
  month     = {June},
  year      = {2011},
  address   = {Portland, Oregon, USA},
  publisher = {Association for Computational Linguistics},
  pages     = {804--813},
  url       = {http://www.aclweb.org/anthology/P11-1081}}

@InProceedings{BTGK2011,
  author    = {Berg-Kirkpatrick, Taylor  and  Gillick, Dan  and  Klein, Dan},
  title     = {Jointly Learning to Extract and Compress},
  booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},
  month     = {June},
  year      = {2011},
  address   = {Portland, Oregon, USA},
  publisher = {Association for Computational Linguistics},
  pages     = {481--490},
  url       = {http://www.aclweb.org/anthology/P11-1049}}

@InProceedings{WoodsendLa2011,
  author    = {Woodsend, Kristian  and  Lapata, Mirella},
  title     = {Learning to Simplify Sentences with Quasi-Synchronous Grammar and Integer Programming},
  booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing},
  month     = {July},
  year      = {2011},
  address   = {Edinburgh, Scotland, UK.},
  publisher = {Association for Computational Linguistics},
  pages     = {409--420},
  url       = {http://www.aclweb.org/anthology/D11-1038}}

@InProceedings{RiedelMc2011,
  author    = {Riedel, Sebastian  and  McCallum, Andrew},
  title     = {Fast and Robust Joint Models for Biomedical Event Extraction},
  booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing},
  month     = {July},
  year      = {2011},
  address   = {Edinburgh, Scotland, UK.},
  publisher = {Association for Computational Linguistics},
  pages     = {1--12},
  url       = {http://www.aclweb.org/anthology/D11-1001}}

@InProceedings{BDG2010,
  author    = {Berant, Jonathan  and  Dagan, Ido  and  Goldberger, Jacob},
  title     = {Global Learning of Focused Entailment Graphs},
  booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics},
  month     = {July},
  year      = {2010},
  address   = {Uppsala, Sweden},
  publisher = {Association for Computational Linguistics},
  pages     = {1220--1229},
  url       = {http://www.aclweb.org/anthology/P10-1124}
}

@InProceedings{SRKV2010,
  author    = {Seeker, Wolfgang  and  Rehbein, Ines  and  Kuhn, Jonas  and  Van Genabith, Josef},
  title     = {Hard Constraints for Grammatical Function Labelling},
  booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics},
  month     = {July},
  year      = {2010},
  address   = {Uppsala, Sweden},
  publisher = {Association for Computational Linguistics},
  pages     = {1087--1097},
  url       = {http://www.aclweb.org/anthology/P10-1111}}

@InProceedings{DeMeloWe2010,
  author    = {de Melo, Gerard  and  Weikum, Gerhard},
  title     = {Untangling the Cross-Lingual Link Structure of Wikipedia},
  booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics},
  month     = {July},
  year      = {2010},
  address   = {Uppsala, Sweden},
  publisher = {Association for Computational Linguistics},
  pages     = {844--853},
  url       = {http://www.aclweb.org/anthology/P10-1087}}

@InProceedings{TomasoniMi2010,
  author    = {Tomasoni, Mattia  and  Huang, Minlie},
  title     = {Metadata-Aware Measures for Answer Summarization in Community Question Answering},
  booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics},
  month     = {July},
  year      = {2010},
  address   = {Uppsala, Sweden},
  publisher = {Association for Computational Linguistics},
  pages     = {760--769},
  url       = {http://www.aclweb.org/anthology/P10-1078}}

@InProceedings{WoodsendLa2010,
  author    = {Woodsend, Kristian  and  Lapata, Mirella},
  title     = {Automatic Generation of Story Highlights},
  booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics},
  month     = {July},
  year      = {2010},
  address   = {Uppsala, Sweden},
  publisher = {Association for Computational Linguistics},
  pages     = {565--574},
  url       = {http://www.aclweb.org/anthology/P10-1058}}

@InProceedings{WAY2010,
  author    = {Wisniewski, Guillaume  and  Allauzen, Alexandre  and  Yvon, Fran\c{c}ois},
  title     = {Assessing Phrase-Based Translation Models with Oracle Decoding},
  booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing},
  month     = {October},
  year      = {2010},
  address   = {Cambridge, MA},
  publisher = {Association for Computational Linguistics},
  pages     = {933--943},
  url       = {http://www.aclweb.org/anthology/D10-1091}}

@InProceedings{WoodsendLa2010,
  author    = {Woodsend, Kristian  and  Feng, Yansong  and  Lapata, Mirella},
  title     = {Title Generation with Quasi-Synchronous Grammar},
  booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing},
  month     = {October},
  year      = {2010},
  address   = {Cambridge, MA},
  publisher = {Association for Computational Linguistics},
  pages     = {513--523},
  url       = {http://www.aclweb.org/anthology/D10-1050}}

@InProceedings{LinBi2010,
  author    = {Lin, Hui  and  Bilmes, Jeff},
  title     = {Multi-document Summarization via Budgeted Maximization of Submodular Functions},
  booktitle = {Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
  month     = {June},
  year      = {2010},
  address   = {Los Angeles, California},
  publisher = {Association for Computational Linguistics},
  pages     = {912--920},
  url       = {http://www.aclweb.org/anthology/N10-1134}}

@InProceedings{GCN2010,
  author    = {Murray, Gabriel  and  Carenini, Giuseppe  and  Ng, Raymond},
  title     = {Interpretation and Transformation for Abstracting Conversations},
  booktitle = {Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
  month     = {June},
  year      = {2010},
  address   = {Los Angeles, California},
  publisher = {Association for Computational Linguistics},
  pages     = {894--902},
  url       = {http://www.aclweb.org/anthology/N10-1132}}

@conference{RushSoCoJa2010,
	Author = {Rush, A.M. and Sontag, D. and Collins, M. and Jaakkola, T.},
	Booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing},
	Date-Added = {2012-06-01 23:52:34 -0500},
	Date-Modified = {2012-06-01 23:52:34 -0500},
	Keywords = {Dual Decomposition; Joint Inference; LP relaxation;},
	Organization = {Association for Computational Linguistics},
	Pages = {1--11},
	Title = {{On dual decomposition and linear programming relaxations for natural language processing}},
	Year = {2010}}

@conference{DoChRo11,
	Address = {Edinburgh, Scotland},
	Author = {Do, Q. and Chan, Y. and Roth, D.},
	Booktitle = {EMNLP},
	Date-Added = {2012-06-01 23:44:46 -0500},
	Date-Modified = {2012-06-01 23:44:46 -0500},
	Funding = {MR},
	Month = {7},
	Title = {Minimally Supervised Event Causality Identification},
	Url = {http://cogcomp.cs.illinois.edu/papers/DoChaRo11.pdf},
	Year = {2011}}

@InProceedings{MSFA2011,
  author    = {Martins, Andre  and  Smith, Noah  and  Figueiredo, Mario  and  Aguiar, Pedro},
  title     = {Dual Decomposition with Many Overlapping Components},
  booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing},
  month     = {July},
  year      = {2011},
  address   = {Edinburgh, Scotland, UK.},
  publisher = {Association for Computational Linguistics},
  pages     = {238--249},
  url       = {http://www.aclweb.org/anthology/D11-1022}}

@conference{RizzoloRo10,
	Address = {Valletta, Malta},
	Author = {Rizzolo, N. and Roth, D.},
	Booktitle = {LREC},
	Comment = {Learning Based Java: a Modeling language that facilitates development of systems with learning and inference componenets.},
	Date-Added = {2012-06-01 23:44:04 -0500},
	Date-Modified = {2012-06-01 23:44:04 -0500},
	Funding = {NSF-SoD},
	Month = {5},
	Projects = {LBP, CCM},
	Title = {Learning Based Java for Rapid Development of NLP Systems},
	Url = {http://cogcomp.cs.illinois.edu/papers/RizzoloRo10.pdf},
	Year = {2010}}

@conference{CGCR10,
	Author = {Clarke, J. and Goldwasser, D. and Chang, M. and Roth, D.},
	Booktitle = {CoNLL},
	Comment = {Learning semantic parsers without complex logical form annotations. Supervision provided in the form of a binary feedback signal recieved from an external world.},
	Date-Added = {2012-06-01 23:43:35 -0500},
	Date-Modified = {2012-06-01 23:43:35 -0500},
	Funding = {BL,MR},
	Month = {7},
	Projects = {NLP, SP, COMP, USS},
	Title = {Driving Semantic Parsing from the World's Response},
	Url = {http://cogcomp.cs.illinois.edu/papers/CGCR10.pdf},
	Year = {2010}}

@conference{CSGR10,
	Author = {Chang, M. and Srikumar, V. and Goldwasser, D. and Roth, D.},
	Booktitle = {ICML},
	Comment = {indirect supervision, structured learning, joint learning of binary and structured learning tasks},
	Date-Added = {2012-06-01 23:43:30 -0500},
	Date-Modified = {2012-06-01 23:43:30 -0500},
	Funding = {DARPA,SoD,MIAS,MR},
	Projects = {CCM,TL},
	Title = {Structured Output Learning with Indirect Supervision},
	Url = {http://cogcomp.cs.illinois.edu/papers/CSGR10.pdf},
	Year = {2010}}

@conference{CGRS10,
	Author = {Chang, M. and Goldwasser, D. and Roth, D. and Srikumar, V.},
	Booktitle = {NAACL},
	Comment = {learning over latent representation, learning feature representation, intermediate representation, generalized alignment for various NLP tasks},
	Date-Added = {2012-06-01 23:43:19 -0500},
	Date-Modified = {2012-06-01 23:43:19 -0500},
	Funding = {DARPA,SoD,MIAS,MR},
	Month = {6},
	Projects = {CCM,TL},
	Title = {Discriminative Learning over Constrained Latent Representations},
	Url = {http://cogcomp.cs.illinois.edu/papers/CGRS10.pdf},
	Year = {2010}}

@conference{SrikumarRo11,
	Address = {Edinburgh, Scotland},
	Author = {Srikumar, V. and Roth, D.},
	Booktitle = {EMNLP},
	Date-Added = {2012-06-01 23:42:33 -0500},
	Date-Modified = {2012-06-01 23:42:33 -0500},
	Title = {A Joint Model for Extended Semantic Role Labeling},
	Url = {http://cogcomp.cs.illinois.edu/papers/SrikumarRo11.pdf},
	Year = {2011}}

@article{GanchevGrGiTa2010,
	Author = {Ganchev, K. and Gra{\~{c}}a, J. and Gillenwater, J. and Taskar, B.},
	Date-Added = {2012-06-01 23:34:56 -0500},
	Date-Modified = {2012-06-01 23:40:14 -0500},
	Journal = {Journal of Machine Learning Research},
	Title = {{Posterior Regularization for Structured Latent Variable Models}},
	Year = {2010}}
	
@InProceedings{CGRT2009,
  author    = {Chang, Ming-Wei  and  Goldwasser, Dan  and  Roth, Dan  and  Tu, Yuancheng},
  title     = {Unsupervised Constraint Driven Learning For Transliteration Discovery},
  booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
  month     = {June},
  year      = {2009},
  address   = {Boulder, Colorado},
  publisher = {Association for Computational Linguistics},
  pages     = {299--307},
  url       = {http://www.aclweb.org/anthology/N/N09/N09-1034}}


@InProceedings{MezaRe2009,
  author    = {Meza-Ruiz, Ivan  and  Riedel, Sebastian},
  title     = {Jointly Identifying Predicates, Arguments and Senses using Markov Logic},
  booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
  month     = {June},
  year      = {2009},
  address   = {Boulder, Colorado},
  publisher = {Association for Computational Linguistics},
  pages     = {155--163},
  url       = {http://www.aclweb.org/anthology/N/N09/N09-1018}}

@inproceedings{AlthausKaKo04,
	Address = {Barcelona, Spain},
	Author = {Althaus, E. and Karamanis, N. and Koller, A.},
	Booktitle = {ACL},
	Doi = {10.3115/1218955.1219006},
	Month = {July},
	Pages = {399--406},
	Title = {Computing Locally Coherent Discourses},
	Url = {http://www.aclweb.org/anthology/P04-1051},
	Year = {2004}}

@inproceedings{BarzilayLa06,
	Address = {New York City, USA},
	Author = {Barzilay, R. and Lapata, M.},
	Booktitle = {Proceedings of the Human Language Technology Conference of the NAACL, Main Conference},
	Month = {June},
	Pages = {359--366},
	Publisher = {Association for Computational Linguistics},
	Title = {Aggregation via Set Partitioning for Natural Language Generation},
	Url = {http://www.aclweb.org/anthology/N/N06/N06-1046},
	Year = {2006}}

@inproceedings{BDLB06,
	Address = {Sydney, Australia},
	Author = {Bramsen, P. and Deshpande, P. and Lee, Y. K. and Barzilay, R.},
	Booktitle = {EMNLP},
	Month = {July},
	Pages = {189--198},
	Publisher = {Association for Computational Linguistics},
	Title = {Inducing Temporal Graphs},
	Url = {http://www.aclweb.org/anthology/W/W06/W06-1623},
	Year = {2006}}

@inproceedings{ChambersJu08,
	Author = {Chambers, N. and Jurafsky, D.},
	Booktitle = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
	Title = {Jointly Combining Implicit Constraints Improves Temporal Ordering},
	Year = {2008}}

@inproceedings{CRRR08,
	Author = {Chang, M. and Ratinov, L. and Rizzolo, N. and Roth, D.},
	Booktitle = {Proceedings of the National Conference on Artificial Intelligence (AAAI)},
	Funding = {SoD, MIAS, Library, Boeing},
	Month = {July},
	Projects = {CCM, LBP},
	Title = {Learning and Inference with Constraints},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/CRRR08.pdf},
	Year = {2008}}

@inproceedings{ChangRaRo08,
	Author = {Chang, M. and Ratinov, L. and Roth, D.},
	Booktitle = {ICML Workshop on Prior Knowledge for Text and Language Processing},
	Funding = {SoD, LIBRARY, MIAS},
	Month = {July},
	Pages = {32-39},
	Projects = {USS, IE, CCM},
	Title = {Constraints as Prior Knowledge},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/ChangRaRo08.pdf},
	Year = {2008}}

@inproceedings{ChangRaRo07,
	Address = {Prague, Czech Republic},
	Author = {Chang, M. and Ratinov, L. and Roth, D.},
	Booktitle = {Proc. of the Annual Meeting of the ACL},
	Comment = {Semi-supervised learning with very little supervision; Constraints; Constraints Driven Learning; Information Extraction},
	Funding = {SoD, Boeing},
	Month = {Jun},
	Pages = {280--287},
	Projects = {USS, CCM, IE},
	Publisher = {Association for Computational Linguistics},
	Title = {Guiding Semi-Supervision with Constraint-Driven Learning},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/ChangRaRo07.pdf},
	Year = {2007}}

@inproceedings{CLHLQLL08,
	Address = {Manchester, England},
	Author = {Che, W. and Li, Z. and Hu, Y. and Li, Y. and Qin, B. and Liu, T. and Li, S.},
	Booktitle = {CoNLL},
	Month = {August},
	Pages = {238--242},
	Publisher = {Coling 2008 Organizing Committee},
	Title = {A Cascaded Syntactic and Semantic Dependency Parsing System},
	Url = {http://www.aclweb.org/anthology/W08-2134},
	Year = {2008}}

@inproceedings{ChoiBrCa06,
	Author = {Choi, Y. and Breck, E. and Cardie, C.},
	Booktitle = {Proc. of the 2006 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
	Title = {Joint Extraction of Entities and Relations for Opinion Recognition},
	Year = {2006}}

@article{ClarkeLa08,
	Author = {Clarke, J. and Lapata, M.},
	Journal = {Journal of Artificial Intelligence Research (JAIR)},
	Pages = {399-429},
	Title = {Global Inference for Sentence Compression: An Integer Linear Programming Approach},
	Volume = {31},
	Year = {2008}}

@inproceedings{ClarkeLa07,
	Author = {Clarke, J. and Lapata, M.},
	Booktitle = {Proc. of the Conference on Empirical Methods in Natural Language Processing and on Computational Natural Language Learning (EMNLP-CoNLL)},
	Title = {Modelling Compression with Discourse Constraints},
	Year = {2007}}

@inproceedings{ClarkeLa06,
	Author = {Clarke, J. and Lapata, M.},
	Booktitle = {Proc. of the COLING/ACL 2006 Main Conference Poster Sessions (ACL)},
	Title = {Constraint-Based Sentence Compression: An Integer Programming Approach},
	Year = {2006}}

@inproceedings{Daume08,
	Address = {Honolulu, Hawaii},
	Author = {Daum\'{e} III, Hal},
	Booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing},
	Month = {October},
	Pages = {680--688},
	Publisher = {Association for Computational Linguistics},
	Title = {Cross-Task Knowledge-Constrained Self Training},
	Url = {http://www.aclweb.org/anthology/D08-1071},
	Year = {2008}}

@inproceedings{DeNeroKl08,
	Address = {Columbus, Ohio},
	Author = {DeNero, J. and Klein, D.},
	Booktitle = {Proceedings of ACL-08: HLT, Short Papers},
	Month = {June},
	Pages = {25--28},
	Publisher = {Association for Computational Linguistics},
	Title = {The Complexity of Phrase Alignment Problems},
	Url = {http://www.aclweb.org/anthology/P/P08/P08-2007},
	Year = {2008}}

@inproceedings{DenisBa07,
	Author = {Denis, P. and Baldridge, J.},
	Booktitle = {Proc. of the Annual Meeting of the North American Chapter of the Association for Computational Linguistics - Human Language Technology Conference (NAACL-HLT)},
	Title = {Joint Determination of Anaphoricity and Coreference Resolution using Integer Programming},
	Year = {2007}}

@inproceedings{DeshpandeBaKa07,
	Address = {Rochester, New York},
	Author = {Deshpande, P. and Barzilay, R. and Karger, D.},
	Booktitle = {Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Proceedings of the Main Conference},
	Month = {April},
	Pages = {444--451},
	Publisher = {Association for Computational Linguistics},
	Title = {Randomized Decoding for Selection-and-Ordering Problems},
	Url = {http://www.aclweb.org/anthology/N/N07/N07-1056},
	Year = {2007}}

@inproceedings{FilippovaSt08,
	Author = {Filippova, K. and Strube, M.},
	Booktitle = {INLG},
	Title = {Dependency Tree Based Sentence Compression},
	Url = {http://www.aclweb.org/anthology-new/W/W08/W08-1105},
	Year = {2008}}

@inproceedings{FilippovaSt08a,
	Address = {Honolulu, Hawaii},
	Author = {Filippova, K. and Strube, M.},
	Booktitle = {EMNLP},
	Month = {October},
	Pages = {177--185},
	Publisher = {Association for Computational Linguistics},
	Title = {Sentence Fusion via Dependency Graph Compression},
	Url = {http://www.aclweb.org/anthology/D08-1019},
	Year = {2008}}

@inproceedings{FinkelMa08,
	Author = {Finkel, J. R. and Manning, C. D.},
	Booktitle = {Proc. of the Annual Meeting of the Association for Computational Linguistics - Human Language Technology Conference, Short Papers (ACL-HLT)},
	Title = {The Importance of Syntactic Parsing and Inference in Semantic RoleLabeling},
	Year = {2008}}

@inproceedings{GJKMY01,
	Address = {Toulouse, France},
	Author = {Germann, U. and Jahr, M. and Knight, K. and Marcu, D. and Yamada, K.},
	Booktitle = {Proceedings of 39th Annual Meeting of the Association for Computational Linguistics},
	Doi = {10.3115/1073012.1073042},
	Month = {July},
	Pages = {228--235},
	Publisher = {Association for Computational Linguistics},
	Title = {Fast Decoding and Optimal Decoding for Machine Translation},
	Url = {http://www.aclweb.org/anthology/P01-1030},
	Year = {2001}}

@inproceedings{GracaGaTa07,
	Author = {Graca, J. V. and Ganchev, K. and Taskar, B.},
	Booktitle = {NIPS},
	Citeulike-Article-Id = {3152619},
	Keywords = {em, nips, semi-supervised},
	Posted-At = {2008-08-25 04:24:56},
	Priority = {4},
	Title = {Expectation Maximization and Posterior Constraints},
	Volume = {20},
	Year = {2007}}

@inproceedings{Klenner07,
	Address = {Prague, Czech Republic},
	Author = {Klenner, M.},
	Booktitle = {ACL},
	Month = {June},
	Pages = {201--204},
	Publisher = {Association for Computational Linguistics},
	Title = {Shallow Dependency Labeling},
	Url = {http://www.aclweb.org/anthology/P07-2051},
	Year = {2007}}

@inproceedings{Klenner07a,
	Author = {Klenner, M.},
	Booktitle = {RANLP},
	Title = {Enforcing Consistency on Coreference Sets},
	Year = {2007}}

@inproceedings{Klenner06,
	Author = {Klenner, M.},
	Booktitle = {EACL},
	Title = {Grammatical Role Labeling with Integer Linear Programming},
	Year = {2006}}

@inproceedings{KPRY05,
	Author = {Koomen, P. and Punyakanok, V. and Roth, D. and Yih, W.},
	Booktitle = {Proc. of the Annual Conference on Computational Natural Language Learning (CoNLL)},
	Comment = {Semantic Parsing; joint inference; integer linear programming; combining SRL systems via joint inference; Top system in CoNLL shared task},
	Editor = {Dagan, Ido and Gildea, Dan},
	Funding = {MURI, KINDLE, CLUSTER, XPRESSMP},
	Pages = {181-184},
	Projects = {SM, KINDLE, SRL},
	Title = {Generalized Inference with Multiple Semantic Role Labeling Systems (Shared Task Paper)},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/PunyakanokRoYi05a.pdf},
	Year = {2005}}

@inproceedings{McDonald07,
	Author = {McDonald, R.},
	Booktitle = {ECIR},
	Title = {A Study of Global Inference Algorithms in Multi-Document Summarization},
	Year = {2007}}

@inproceedings{PRYZ05,
	Author = {Punyakanok, V. and Roth, D. and Yih, W. and Zimak, D.},
	Booktitle = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
	Title = {Learning and Inference over Constrained Output},
	Year = {2005}}

@inproceedings{PRYZ04,
	Address = {Geneva, Switzerland},
	Author = {Punyakanok, V. and Roth, D. and Yih, W. and Zimak, D.},
	Booktitle = {Proc. the International Conference on Computational Linguistics (COLING)},
	Comment = {Semantic Parsing; Structure Learning with Expressive Constraints; Constraint Optimization; Integer Linear Programming},
	Funding = {ITR-BI, MURI, KINDLE, XPRESSMP},
	Month = {August},
	Pages = {1346--1352},
	Projects = {SP, LnI, CCM, SRL},
	Title = {Semantic Role Labeling via Integer Linear Programming Inference},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/PRYZ04.pdf},
	Year = {2004}}

@inproceedings{PRYZT04,
	Author = {Punyakanok, V. and Roth, D. and Yih, W. and Zimak, D. and Tu, Y.},
	Booktitle = {Proc. of the Annual Conference on Computational Natural Language Learning (CoNLL)},
	Comment = {Semantic Parsing; Structure Learning with Expressive Constraints; Constraint Optimization; Integer Linear Programming},
	Editor = {Ng, Hwee Tou and Riloff, Ellen},
	Funding = {CAREER, MURI, CAREER, KINDLE, CLUSTER, XPRESSMP},
	Pages = {130--133},
	Projects = {SM, SRL, CCM},
	Title = {Semantic Role Labeling via Generalized Inference over Classifiers (Shared Task Paper)},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/PRYZT04.pdf},
	Year = {2004}}

@inproceedings{RiedelCl06,
	Address = {Sydney, Australia},
	Author = {Riedel, S. and Clarke, J.},
	Booktitle = {EMNLP},
	Month = {July},
	Pages = {129--137},
	Publisher = {Association for Computational Linguistics},
	Title = {Incremental Integer Linear Programming for Non-projective Dependency Parsing},
	Url = {http://www.aclweb.org/anthology/W/W06/W06-1616},
	Year = {2006}}

@inproceedings{RizzoloRo07,
	Address = {{Irvine, California}},
	Author = {Rizzolo, N. and Roth, D.},
	Booktitle = {{Proc. of the First International Conference on Semantic Computing (ICSC)}},
	Comment = {Learning Based Java: a Modeling language that facilitates developing of systems with learning and inference componenets.},
	Funding = {NSF-SoD, LBP},
	Month = {September},
	Pages = {597-604},
	Projects = {LBP, CCM},
	Publisher = {{IEEE}},
	Title = {{Modeling Discriminative Global Inference}},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/RizzoloRo07.pdf},
	Year = {2007}}

@article{Roth05,
	Author = {Roth, D.},
	Booktitle = {Innovations in Machine Learning: Theory and Applications},
	Editor = {Jain, L.C. and Holmes, D.},
	Funding = {ITR-BI, MURI, TRECC},
	Projects = {LBP},
	Publisher = {Springer-Verlag},
	Title = {Learning based Programming},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/Roth05.pdf},
	Year = {2005}}

@inproceedings{RothYi07,
	Author = {Roth, D. and Yih, W.},
	Booktitle = {Introduction to Statistical Relational Learning},
	Comment = {Learning and Inference with Constraints; Integer Linear Programming for Information extraction; Simultaneous recognition of entities and Relations},
	Editor = {Getoor, Lise and Taskar, Ben},
	Funding = {ITR-BI, ARDA, XPRESSMP},
	Projects = {LT, LINL, ILP, CCM, NER, PL},
	Publisher = {MIT Press},
	Title = {Global Inference for Entity and Relation Identification via a Linear Programming Formulation},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/RothYi07.pdf},
	Year = {2007}}

@inproceedings{RothYi05,
	Author = {Roth, D. and Yih, W.},
	Booktitle = {Proc. of the International Conference on Machine Learning (ICML)},
	Pages = {737--744},
	Title = {Integer Linear Programming Inference for Conditional Random Fields},
	Year = {2005}}

@inproceedings{SagaeMiTs07,
	Address = {Prague, Czech Republic},
	Author = {Sagae, K. and Miyao, Y. and Tsujii, J.},
	Booktitle = {ACL},
	Month = {June},
	Pages = {624--631},
	Publisher = {Association for Computational Linguistics},
	Title = {HPSG Parsing with Shallow Dependency Constraints},
	Url = {http://www.aclweb.org/anthology/P07-1079},
	Year = {2007}}

@inproceedings{TWLH05,
	Address = {Ann Arbor, Michigan},
	Author = {Tsai, T.H. and Wu, C.W. and Lin, Y.C. and Hsu, W.L.},
	Booktitle = {CoNLL},
	Month = {June},
	Pages = {233--236},
	Publisher = {Association for Computational Linguistics},
	Title = {Exploiting Full Parsing Information to Label Semantic Roles Using an Ensemble of {ME} and {SVM} via Integer Linear Programming},
	Url = {http://www.aclweb.org/anthology/W/W05/W05-0638},
	Year = {2005}}