riedel.bib

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@comment{jabref-meta: selector_keywords:"Active Learning";"Information Extraction";Generative;HMM;Rule-Based;Statistical;Transfer;}


@string{aaai = {National Conference on Artificial Intelligence}}

@string{aaai05 = {Proceedings of the 20th AAAI Conference on Artificial Intelligence (AAAI '05)}}

@string{aaai06 = {Proceedings of the 21st AAAI Conference on Artificial Intelligence (AAAI '06)}}

@string{aaai07 = {Proceedings of the 22nd AAAI Conference on Artificial Intelligence (AAAI '07)}}

@string{aaai08 = {Proceedings of the 23rd AAAI Conference on Artificial Intelligence (AAAI '08)}}

@string{aaai10 = {Proceedings of the 25th AAAI Conference on Artificial Intelligence (AAAI '10)}}

@string{acl = {Annual Meeting of the Association for Computational Linguistics}}

@string{acl01 = {Proceedings of the 39th Annual Meeting of the Association for Computational Linguistics (ACL '01)}}

@string{acl03 = {Proceedings of the 41st Annual Meeting of the Association for Computational Linguistics (ACL '03)}}

@string{acl04 = {Proceedings of the 42nd Annual Meeting of the Association for Computational Linguistics (ACL '04)}}

@string{acl05 = {Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL '05)}}

@string{acl06 = {Proceedings of the 44th Annual Meeting of the Association for Computational Linguistics (ACL '06)}}

@string{acl07 = {Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics (ACL '07)}}

@string{acl08 = {Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics (ACL '08)}}

@string{acl09 = {Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP (ACL '09)}}

@string{acl10 = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics (ACL '11)}}

@string{acl11 = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics (ACL '11)}}

@string{acl12 = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (ACL '12)}}

@string{acl81 = {Proceedings of the 19th Annual Meeting of the Association for Computational Linguistics (ACL '81)}}

@string{acl96 = {Proceedings of the 34th Annual Meeting of the Association for Computational Linguistics (ACL '96)}}

@string{acl97 = {Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics (ACL '97)}}

@string{ai = {Artificial Intelligence}}

@string{bionlp09 = {Proceedings of the Natural Language Processing in Biomedicine NAACL 2009 Workshop (BioNLP '09)}}

@string{bionlp11 = {Proceedings of the Natural Language Processing in Biomedicine NAACL 2011 Workshop (BioNLP '11)}}

@string{cikm05 = {Proceedings of the 14th ACM international conference on Information and knowledge management (CIKM '05)}}

@string{cikm07 = {Proceedings of the 16th ACM international conference on information and knowledge management (CIKM '07)}}

@string{cl = {Computional Linguistics}}

@string{clarke = {James Clarke}}

@string{coling04 = {Proceedings of the 20th international conference on Computational Linguistics (COLING '04)}}

@string{conll = {Conference on Computational Natural Language Learning}}

@string{conll04 = {Proceedings of the 8th Conference on Computational Natural Language Learning (CoNLL' 04)}}

@string{conll05 = {Proceedings of the 9th Conference on Computational Natural Language Learning (CoNLL' 05)}}

@string{conll06 = {Proceedings of the 10th Conference on Computational Natural Language Learning (CoNLL' 06)}}

@string{conll08 = {Proceedings of the 12th Conference on Computational Natural Language Learning (CoNLL' 08)}}

@string{conll10 = {Proceedings of the 12th Conference on Computational Natural Language Learning (CoNLL' 10)}}

@string{conll11 = {Proceedings of the 13th Conference on Computational Natural Language Learning (CoNLL' 11)}}

@string{eacl06 = {Proceedings of the 11th Conference of the European Chapter of the ACL (EACL '06)}}

@string{ecml09 = {Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD '09)}}

@string{ecml10 = {Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD '10)}}

@string{ecml11 = {Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD '11)}}

@string{emnlp = {Conference on Empirical Methods in Natural Language Processing}}

@string{emnlp02 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '02)}}

@string{emnlp04 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '04)}}

@string{emnlp06 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '06)}}

@string{emnlp07 = {Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL '07)}}

@string{emnlp08 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '08)}}

@string{emnlp09 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '09)}}

@string{emnlp10 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '10)}}

@string{emnlp11 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '11)}}

@string{emnlp12 = {Proceedings of the Conference on Empirical methods in natural language processing (EMNLP '12)}}

@string{hlt = {Human Language Technology Conference}}

@string{hltnaacl = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics}}

@string{hltnaacl06 = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL '06)}}

@string{hltnaacl07 = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL '07)}}

@string{hltnaacl09 = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL '09)}}

@string{hltnaacl10 = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL '10)}}

@string{hltnaacl11 = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL '11)}}

@string{hltnaacl12 = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL '12)}}

@string{hltnaacl13 = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL '13)}}

@string{icassp08 = {Proceedings of 2008 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '08)}}

@string{iccv07 = {Proceedings of the 11st IEEE International Conference on Computer Vision (ICCV '07)}}

@string{icdm = {International Conference on Data Mining}}

@string{icdm06 = {Proceedings of the International Conference on Data Mining (ICDM '06)}}

@string{icml = {International Conference on Machine Learning}}

@string{icml01 = {Proceedings of the 18st International Conference on Machine Learning (ICML' 01)}}

@string{icml04 = {Proceedings of the 21st International Conference on Machine Learning (ICML' 04)}}

@string{icml05 = {Proceedings of the 22nd International Conference on Machine Learning (ICML' 05)}}

@string{icml07 = {Proceedings of the 24th International Conference on Machine Learning (ICML' 07)}}

@string{icml08 = {Proceedings of the 25th International Conference on Machine Learning (ICML' 08)}}

@string{ijcai01 = {Proceedings of the 17th International Joint Conference on Artificial Intelligence (IJCAI '01)}}

@string{ijcai03 = {Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI '03)}}

@string{ijcai05 = {Proceedings of the 19th International Joint Conference on Artificial Intelligence (IJCAI '05)}}

@string{ilp = {International Conference on Inductive Logic Programming}}

@string{ilp07 = {Proceedings of the 17th International Conference on Inductive Logic Programming (ILP '07)}}

@string{ilp99 = {Proceedings of the 9th International Conference on Inductive Logic Programming (ILP '99)}}

@string{jacm = {Journal of the ACM (JACM)}}

@string{kdd = {ACM SIGKDD International Conference on Knowledge Discovery and Data Mining}}

@string{kdd03 = {Proceedings of the 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '03)}}

@string{mind11 = {Mining Complex Entities from Network and Biomedical Data (MIND), Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD '11)}}

@string{nips = {Advances in Neural Information Processing Systems}}

@string{nips00 = {Advances in Neural Information Processing Systems (NIPS '00)}}

@string{nips01 = {Advances in Neural Information Processing Systems (NIPS '01)}}

@string{nips02 = {Advances in Neural Information Processing Systems (NIPS '02)}}

@string{nips03 = {Advances in Neural Information Processing Systems (NIPS '03)}}

@string{nips04 = {Advances in Neural Information Processing Systems (NIPS '04)}}

@string{nips07 = {Advances in Neural Information Processing Systems (NIPS '07)}}

@string{nips08 = {Advances in Neural Information Processing Systems (NIPS '08)}}

@string{nips12 = {Advances in Neural Information Processing Systems (NIPS '12)}}

@string{proc = {Proceedings of the}}

@string{procannual = {Proceedings of the annual}}

@string{riedel = {Sebastian Riedel}}

@string{starai10 = {Statistical Relational AI workshop at AAAI '10 (starAI '10)}}

@string{stoc = {ACM Symposium on Theory of Computing}}

@string{uai = {Annual Conference on Uncertainty in AI (UAI)}}

@string{uai02 = {Proceedings of the 18th Annual Conference on Uncertainty in AI (UAI '02)}}

@string{uai07 = {Proceedings of the 23rd Annual Conference on Uncertainty in AI (UAI '07)}}

@string{uai08 = {Proceedings of the 24th Annual Conference on Uncertainty in AI (UAI '08)}}

@string{uai09 = {Proceedings of the 25th Annual Conference on Uncertainty in AI (UAI '09)}}

@string{uai10 = {Proceedings of the 26th Annual Conference on Uncertainty in AI (UAI '10)}}

@string{uai13 = {Proceedings of the 29th Annual Conference on Uncertainty in AI (UAI '13)}}

@string{uai14 = {Proceedings of the 30th Annual Conference on Uncertainty in AI (UAI '14)}}

@string{uai94 = {Proceedings of the 10th Annual Conference on Uncertainty in AI (UAI '94)}}

@string{uai99 = {Proceedings of the 15th Annual Conference on Uncertainty in AI (UAI '99)}}


@inproceedings{sparse:reseff13,
	Author = {Sameer Singh and Sebastian Riedel and Andrew McCallum},
	Booktitle = {Neural Information Processing Systems (NIPS) Workshop on Resource Efficient Machine Learning},
	Date-Added = {2014-11-08 11:44:30 +0000},
	Date-Modified = {2014-11-08 11:44:30 +0000},
	Title = {Anytime Belief Propagation Using Sparse Domains},
	Year = {2013}}

@inproceedings{jnt:akbc13,
	Author = {Sameer Singh and Sebastian Riedel and Brian Martin and Jiaping Zheng and Andrew McCallum},
	Booktitle = {CIKM Workshop on Automated Knowledge Base Construction (AKBC)},
	Date-Added = {2014-11-08 11:44:10 +0000},
	Date-Modified = {2014-11-08 11:44:10 +0000},
	Title = {Joint Inference of Entities, Relations, and Coreference},
	Year = {2013}}

@inproceedings{burmako13scala,
	Acmid = {2489840},
	Address = {New York, NY, USA},
	Articleno = {3},
	Author = {Burmako, Eugene},
	Booktitle = {Proceedings of the 4th Workshop on Scala},
	Date-Added = {2014-09-16 02:47:13 +0000},
	Date-Modified = {2014-09-16 02:47:25 +0000},
	Doi = {10.1145/2489837.2489840},
	Isbn = {978-1-4503-2064-1},
	Keywords = {Scala, compile-time metaprogramming, domain-specific languages, type classes},
	Location = {Montpellier, France},
	Numpages = {10},
	Pages = {3:1--3:10},
	Publisher = {ACM},
	Series = {SCALA '13},
	Title = {Scala Macros: Let Our Powers Combine!: On How Rich Syntax and Static Types Work with Metaprogramming},
	Url = {http://doi.acm.org/10.1145/2489837.2489840},
	Year = {2013},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/2489837.2489840},
	Bdsk-Url-2 = {http://dx.doi.org/10.1145/2489837.2489840}}

@inproceedings{niepert11loglinear,
	Author = {Matthias Niepert and Jan Noessner and Heiner Stuckenschmidt},
	Booktitle = {IJCAI},
	Date-Added = {2014-08-08 15:54:30 +0000},
	Date-Modified = {2014-08-08 15:55:56 +0000},
	Title = {Log-linear Description Logic},
	Year = {2011}}

@inproceedings{riedel14wolfe,
	Author = {Sebastian Riedel and Sameer Singh and Vivek Srikumar and Tim Rocktaschel and Larysa Visengeriyeva and Jan Noessner},
	Booktitle = {International Workshop on Statistical Relational AI (StarAI)},
	Date-Added = {2014-07-07 06:28:31 +0000},
	Date-Modified = {2014-07-07 06:28:36 +0000},
	Title = {WOLFE: Strength Reduction and Approximate Programming for Probabilistic Programming},
	Year = {2014}}

@inproceedings{belanger14message,
	Author = {David Belanger and Alexandre Passos and Sebastian Riedel and Andrew McCallum},
	Booktitle = uai14,
	Date-Added = {2014-07-07 06:23:58 +0000},
	Date-Modified = {2014-07-07 06:40:30 +0000},
	Title = {Message Passing for Soft Constraint Dual Decomposition},
	Url = {/publications/papers/boxDD_uai.pdf},
	Year = {2014},
	Bdsk-Url-1 = {/publications/papers/boxDD_uai.pdf}}

@incollection{garrette2014formal,
	Author = {Garrette, Dan and Erk, Katrin and Mooney, Raymond},
	Booktitle = {Computing Meaning},
	Date-Added = {2014-05-28 21:00:31 +0000},
	Date-Modified = {2014-05-28 21:00:31 +0000},
	Pages = {27--48},
	Publisher = {Springer},
	Title = {A formal approach to linking logical form and vector-space lexical semantics},
	Year = {2014}}

@inproceedings{scaria13learning,
	Author = {Scaria, Aju Thalappillil and Berant, Jonathan and Wang, Mengqiu and Manning, Christopher D and Lewis, Justin and Harding, Brittany and Clark, Peter},
	Booktitle = {EMNLP},
	Date-Added = {2014-05-24 21:29:17 +0000},
	Date-Modified = {2014-05-24 21:30:55 +0000},
	Title = {Learning Biological Processes with Global Constraints},
	Year = {2013}}

@inproceedings{vlachos14fact,
	Author = {Andreas Vlachos and Sebastian Riedel},
	Booktitle = {Workshop on Language Technologies and Computational Social Science},
	Date-Added = {2014-05-24 16:27:34 +0000},
	Date-Modified = {2014-05-24 16:28:04 +0000},
	Title = {Fact Checking: Task definition and dataset construction},
	Year = {2014}}

@inproceedings{rocktaschel14low,
	Author = {Rocktaeschel, Tim and Bosnjak, Matko and Singh, Sameer and Riedel, Sebastian},
	Booktitle = {ACL Workshop on Semantic Parsing (SP'14)},
	Date-Added = {2014-05-24 16:01:49 +0000},
	Date-Modified = {2014-11-18 08:32:26 +0000},
	Title = {Low-Dimensional Embeddings of Logic},
	Url = {http://www.aclweb.org/anthology/W/W14/W14-2409.pdf},
	Webnote = {Google Exceptional Submission Award},
	Year = {2014},
	Bdsk-Url-1 = {http://sp14.ws/pub/rbsr-sp14-2014.pdf}}

@inproceedings{clark2013study,
	Author = {Clark, Peter and Harrison, Philip and Balasubramanian, Niranjan},
	Booktitle = {Proceedings of the 2013 workshop on Automated knowledge base construction},
	Date-Added = {2014-05-21 20:11:53 +0000},
	Date-Modified = {2014-05-21 20:11:53 +0000},
	Organization = {ACM},
	Pages = {37--42},
	Title = {A study of the knowledge base requirements for passing an elementary science test},
	Year = {2013}}

@article{erwig2006functional,
	Author = {Erwig, Martin and Kollmansberger, Steve},
	Date-Added = {2014-05-15 16:01:13 +0000},
	Date-Modified = {2014-05-15 16:01:13 +0000},
	Journal = {Journal of Functional Programming},
	Number = {1},
	Pages = {21--34},
	Publisher = {Cambridge Univ Press},
	Title = {Functional pearls: Probabilistic functional programming in Haskell},
	Volume = {16},
	Year = {2006}}

@incollection{borgstrom2011measure,
	Author = {Borgstr{\"o}m, Johannes and Gordon, Andrew D and Greenberg, Michael and Margetson, James and Van Gael, Jurgen},
	Booktitle = {Programming Languages and Systems},
	Date-Added = {2014-05-15 10:45:14 +0000},
	Date-Modified = {2014-05-15 10:45:14 +0000},
	Pages = {77--96},
	Publisher = {Springer},
	Title = {Measure transformer semantics for Bayesian machine learning},
	Year = {2011}}

@incollection{bhat2013deriving,
	Author = {Bhat, Sooraj and Borgstr{\"o}m, Johannes and Gordon, Andrew D and Russo, Claudio},
	Booktitle = {Tools and Algorithms for the Construction and Analysis of Systems},
	Date-Added = {2014-05-15 10:44:45 +0000},
	Date-Modified = {2014-05-15 10:44:45 +0000},
	Pages = {508--522},
	Publisher = {Springer},
	Title = {Deriving probability density functions from probabilistic functional programs},
	Year = {2013}}

@inproceedings{minka2008gates,
	Author = {Minka, Tom and Winn, John},
	Booktitle = {Advances in Neural Information Processing Systems},
	Date-Added = {2014-05-14 17:47:16 +0000},
	Date-Modified = {2014-05-14 17:47:16 +0000},
	Pages = {1073--1080},
	Title = {Gates},
	Year = {2008}}

@incollection{wadler1995monads,
	Author = {Wadler, Philip},
	Booktitle = {Advanced Functional Programming},
	Date-Added = {2014-05-14 16:37:12 +0000},
	Date-Modified = {2014-05-14 16:37:12 +0000},
	Pages = {24--52},
	Publisher = {Springer},
	Title = {Monads for functional programming},
	Year = {1995}}

@inproceedings{bowman2014can,
	Author = {Bowman, Samuel R},
	Booktitle = {International Conference on Learning Representations 2014},
	Date-Added = {2014-05-02 10:47:15 +0000},
	Date-Modified = {2014-05-02 10:47:59 +0000},
	Title = {Can recursive neural tensor networks learn logical reasoning?},
	Year = {2014}}

@inproceedings{garrette2011integrating,
	Author = {Garrette, Dan and Erk, Katrin and Mooney, Raymond},
	Booktitle = {Proceedings of the Ninth International Conference on Computational Semantics},
	Date-Added = {2014-04-04 18:22:18 +0000},
	Date-Modified = {2014-04-04 18:22:18 +0000},
	Organization = {Association for Computational Linguistics},
	Pages = {105--114},
	Title = {Integrating logical representations with probabilistic information using markov logic},
	Year = {2011}}

@inproceedings{bos2005recognising,
	Author = {Bos, Johan and Markert, Katja},
	Booktitle = {Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing},
	Date-Added = {2014-04-04 17:57:10 +0000},
	Date-Modified = {2014-04-04 17:57:10 +0000},
	Organization = {Association for Computational Linguistics},
	Pages = {628--635},
	Title = {Recognising textual entailment with logical inference},
	Year = {2005}}

@article{zettlemoyer2012learning,
	Author = {Zettlemoyer, Luke S and Collins, Michael},
	Date-Added = {2014-04-04 17:54:01 +0000},
	Date-Modified = {2014-04-04 17:54:01 +0000},
	Journal = {arXiv preprint arXiv:1207.1420},
	Title = {Learning to map sentences to logical form: Structured classification with probabilistic categorial grammars},
	Year = {2012}}

@inproceedings{pal06sparse,
	Author = {Pal, Chris and Sutton, C. and McCallum, A.},
	Booktitle = {Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on},
	Date-Added = {2013-09-08 22:52:19 +0000},
	Date-Modified = {2013-09-08 22:52:24 +0000},
	Doi = {10.1109/ICASSP.2006.1661342},
	Issn = {1520-6149},
	Keywords = {Viterbi decoding;hidden Markov models;natural languages;speech coding;Kronecker delta functions;Viterbi decoding;conditional random fields;hidden Markov models;linear-chain conditional random fields;minimum divergence beams;sparse forward-backward;spoken language processing;text-to-speech problem;Computer science;Hidden Markov models;Iterative decoding;Maximum likelihood decoding;Natural languages;Random variables;Speech synthesis;State-space methods;Transducers;Viterbi algorithm},
	Pages = {V-V},
	Title = {Sparse Forward-Backward Using Minimum Divergence Beams for Fast Training Of Conditional Random Fields},
	Volume = {5},
	Year = {2006},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/ICASSP.2006.1661342}}

@inproceedings{weiss10structured,
	Author = {David Weiss and Ben Taskar},
	Booktitle = {AISTATS 2010},
	Date-Added = {2013-09-08 15:47:39 +0000},
	Date-Modified = {2013-09-08 15:47:39 +0000},
	Title = {Structured Prediction Cascades},
	Year = {2010}}

@misc{uclevs,
	Date-Added = {2013-09-05 10:45:26 +0000},
	Date-Modified = {2013-09-05 10:45:48 +0000},
	Howpublished = {http://www.ucl.ac.uk/isd/staff/e-learning/tools/e-voting},
	Title = {UCL Electronic Voting Systems}}

@misc{clickersucl,
	Author = {Matt Jenner},
	Date-Added = {2013-09-04 16:41:04 +0000},
	Date-Modified = {2013-09-04 16:41:45 +0000},
	Howpublished = {http://blogs.ucl.ac.uk/ele/2012/10/02/clickers-clickers-everywhere/ http://blogs.ucl.ac.uk/ele/2012/10/02/clickers-clickers-everywhere/ http://blogs.ucl.ac.uk/ele/2012/10/02/clickers-clickers-everywhere/},
	Title = {Clickers, clickers, everywhere},
	Year = {2012}}

@article{Hughes:2007bs,
	Author = {Hughes, G.},
	Date-Added = {2013-09-04 00:01:13 +0000},
	Date-Modified = {2013-09-04 00:01:13 +0000},
	Journal = {Teaching Higher Education},
	Number = {3},
	Pages = {pp.349-363},
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	Volume = {12},
	Year = {2007}}

@book{un09policy,
	Date-Added = {2013-09-03 23:21:10 +0000},
	Date-Modified = {2013-09-03 23:21:59 +0000},
	Publisher = {United Nations Educational,Scientific and Cultural Organization},
	Title = {Policy Guidelineson Inclusion in Education},
	Year = {2009}}

@misc{dale13interactive,
	Author = {Vicki Dale},
	Date-Added = {2013-09-03 22:32:36 +0000},
	Date-Modified = {2013-09-03 22:33:43 +0000},
	Howpublished = {http://blogs.ucl.ac.uk/ele/},
	Title = {Interactive lectures in Management Science \& Innovation: A pilot evaluation study of LectureTools},
	Year = {2013}}

@misc{jisctechdis13introduction,
	Date-Added = {2013-09-03 22:23:23 +0000},
	Date-Modified = {2013-09-03 22:28:26 +0000},
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	Title = {Introduction to accessibility and inclusion}}

@book{Biggs:2011ij,
	Author = {Biggs, J. And Tang, C.},
	Date-Added = {2013-09-02 20:13:34 +0000},
	Date-Modified = {2013-09-02 20:13:34 +0000},
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	Year = {2011}}

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	Year = {2005}}

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	Volume = {93},
	Year = {2004}}

@book{S.:1978kl,
	Author = {Vygotsky L. S.},
	Date-Added = {2013-09-02 20:05:21 +0000},
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@book{Piaget:1950oq,
	Author = {Piaget, J.},
	Date-Added = {2013-09-02 20:03:20 +0000},
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	Publisher = {Routledge and Kegan Paul},
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@article{Brent:2005nx,
	Author = {Brent, D.},
	Date-Added = {2013-09-02 18:55:23 +0000},
	Date-Modified = {2013-09-02 18:55:23 +0000},
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	Volume = {10},
	Year = {2005}}

@article{Bell:2001cr,
	Author = {Bell, E.},
	Date-Added = {2013-09-02 18:52:28 +0000},
	Date-Modified = {2013-09-02 18:52:28 +0000},
	Journal = {Nature Reviews Molecular Cell Biology},
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	Volume = {2},
	Year = {2001}}

@inproceedings{Hart:2000dq,
	Author = {Hart, N., Waugh, G. and Waugh, R.},
	Booktitle = {Teaching and Educational Development Institute Conference},
	Date-Added = {2013-09-02 18:50:48 +0000},
	Date-Modified = {2013-09-02 18:53:02 +0000},
	Title = {The role of the lecture in university teaching, contributed paper: Effective teaching and learning at university.},
	Year = {2000}}

@article{Hodgson:2005bh,
	Author = {Hodgson, V. E.},
	Date-Added = {2013-09-02 18:44:44 +0000},
	Date-Modified = {2013-09-02 18:44:44 +0000},
	Journal = {The experience of learning: implications for teaching and studying in higher education},
	Pages = {159--171},
	Title = {Lectures and the experience of relevance},
	Volume = {3rd [Internet] edn},
	Year = {2005}}

@article{Jones:2007qf,
	Author = {Jones, S. E.},
	Date-Added = {2013-09-02 18:32:40 +0000},
	Date-Modified = {2013-09-02 18:32:40 +0000},
	Journal = {Journal of Further and Higher Education},
	Number = {4},
	Pages = {397-406},
	Title = {Reflections on the lecture: outmoded medium or instrument of inspiration?},
	Volume = {31},
	Year = {2007}}

@article{Draper:2004ve,
	Author = {Draper, S. and Brown, M.},
	Date-Added = {2013-08-30 17:27:01 +0000},
	Date-Modified = {2013-08-30 17:52:26 +0000},
	Journal = {Journal of Computer Assisted Learning},
	Pages = {81-94},
	Title = {Increasing interactivity in lectures using an electronic voting system.},
	Volume = {20},
	Year = {2004}}

@article{Draper:2002ly,
	Author = {Draper, S., Cargill, J. and Cutts, Q.},
	Date-Added = {2013-08-30 17:18:03 +0000},
	Date-Modified = {2013-08-30 17:52:43 +0000},
	Journal = {Australian Journal of Educational Technology},
	Number = {1},
	Pages = {13-23},
	Title = {Electronically enhanced classroom interaction},
	Volume = {18},
	Year = {2002}}

@article{SCONUL-Working-Group-on-Information-Literacy-National:2003zr,
	Author = {SCONUL Working Group on Information Literacy National, Professional, Sectoral (HE)},
	Date-Added = {2013-08-30 15:25:53 +0000},
	Date-Modified = {2013-08-30 15:25:53 +0000},
	Title = {Seven pillars of information literacy},
	Year = {2003}}

@article{Beetham:2009ys,
	Author = {Beetham, H., McGill, L. and Littlejohn, A.},
	Date-Added = {2013-08-30 14:58:54 +0000},
	Date-Modified = {2013-08-30 14:58:54 +0000},
	Journal = {The Caledonian Academy: Glasgow Caledonian University},
	Title = {Thriving in the 21st century: Learning literacies for the digital age (LLiDA project)},
	Year = {2009}}

@misc{polleverywhere,
	Date-Added = {2013-08-30 14:09:49 +0000},
	Date-Modified = {2013-09-03 22:30:30 +0000},
	Howpublished = {http://www.polleverywhere.com},
	Title = {PollEverywhere}}

@article{Simpson:vn,
	Author = {Vicky Simpson and Martin Oliver},
	Date-Added = {2013-08-30 13:42:06 +0000},
	Date-Modified = {2013-08-30 13:42:06 +0000},
	Journal = {Australasian Journal of Educational Technology},
	Title = {Electronic voting systems for lectures then and now: A comparison of research and practice}}

@book{Ruder:kx,
	Author = {E. Ruder},
	Date-Added = {2013-08-30 13:39:02 +0000},
	Date-Modified = {2013-08-30 13:39:02 +0000},
	Title = {Typography: A Textbook of Design}}

@book{Phipps:2010uq,
	Author = {Phipps, L. and Sutherland, J. and Seale, J.},
	Date-Added = {2013-08-30 13:37:05 +0000},
	Date-Modified = {2013-08-30 13:41:01 +0000},
	Publisher = {York: Techdis and the Association for Learning Technology},
	Title = {Access all areas: disability, technology and learning},
	Year = {2010}}

@misc{Holst:fk,
	Author = {Christian Holst},
	Date-Added = {2013-08-30 13:34:36 +0000},
	Date-Modified = {2013-09-03 22:31:22 +0000},
	Howpublished = {http://baymard.com/blog/line-length-readability},
	Title = {Readability: the Optimal Line Length (Blog Entry)},
	Url = {http://baymard.com/blog/line-length-readability},
	Bdsk-Url-1 = {http://baymard.com/blog/line-length-readability}}

@misc{phguidelines,
	Author = {American Printing House for the Blind},
	Date-Added = {2013-08-30 13:29:04 +0000},
	Date-Modified = {2013-09-03 22:29:25 +0000},
	Howpublished = {http://www.aph.org/edresearch/lpguide.htm},
	Title = {{APH} Guidelines for Print Document Design},
	Bdsk-Url-1 = {http://www.aph.org/edresearch/lpguide.htm}}

@article{song2011kernel,
	Author = {Song, Le and Gretton, Arthur and Bickson, Danny and Low, Yucheng and Guestrin, Carlos},
	Date-Added = {2013-06-02 14:00:18 +0000},
	Date-Modified = {2013-06-02 14:03:49 +0000},
	Journal = {Proceedings of AISTATS 14},
	Title = {Kernel belief propagation},
	Year = {2011}}

@inproceedings{finkel2006solving,
	Author = {Finkel, Jenny Rose and Manning, Christopher D and Ng, Andrew Y},
	Booktitle = emnlp06,
	Date-Added = {2013-06-02 12:35:32 +0000},
	Date-Modified = {2013-06-02 12:35:56 +0000},
	Organization = {Association for Computational Linguistics},
	Pages = {618--626},
	Title = {Solving the problem of cascading errors: Approximate Bayesian inference for linguistic annotation pipelines},
	Year = {2006}}

@inproceedings{bui13automorphism,
	Author = {Hung Bui and Tuyen N. Huynh and Sebastian Riedel},
	Booktitle = uai13,
	Date-Added = {2013-05-06 18:36:34 +0000},
	Date-Modified = {2013-05-06 18:37:41 +0000},
	Month = {July},
	Title = {Automorphism Groups of Graphical Models and Lifted Variational Inference},
	Year = {2013}}

@inproceedings{riedel2013latent,
	Author = {Riedel, Sebastian and Yao, Limin and McCallum, Andrew},
	Booktitle = {International Conference on Learning Representations 2013},
	Date-Added = {2013-05-06 17:31:31 +0000},
	Date-Modified = {2013-05-06 17:34:29 +0000},
	Month = {May},
	Title = {Latent Relation Representations for Universal Schemas},
	Year = {2013}}

@article{schwartz2013characterizing,
	Author = {Schwartz, H Andrew and Eichstaedt, Johannes C and Kern, Margaret L and Dziurzynski, Lukasz and Agrawal, Megha and Park, Gregory J and Lakshmikanth, Shrinidhi K and Jha, Sneha and Seligman, Martin EP and Ungar, Lyle and others},
	Date-Added = {2013-05-05 15:11:04 +0000},
	Date-Modified = {2013-05-05 15:11:04 +0000},
	Title = {Characterizing Geographic Variation in Well-Being using Tweets},
	Year = {2013}}

@article{frank2013happiness,
	Author = {Frank, Morgan R and Mitchell, Lewis and Dodds, Peter S and Danforth, Christopher M},
	Date-Added = {2013-05-05 15:10:50 +0000},
	Date-Modified = {2013-05-05 15:10:50 +0000},
	Journal = {arXiv preprint arXiv:1304.1296},
	Title = {Happiness and the Patterns of Life: A Study of Geolocated Tweets},
	Year = {2013}}

@article{kosinski13private,
	Author = {Kosinski, Michal and Stillwell, David and Graepel, Thore},
	Date-Added = {2013-05-05 15:05:17 +0000},
	Date-Modified = {2013-05-05 15:05:34 +0000},
	Journal = {Proceedings of the National Academy of Sciences},
	Publisher = {National Acad Sciences},
	Title = {Private traits and attributes are predictable from digital records of human behavior},
	Year = {2013}}

@inproceedings{suchanek13advances,
	Author = {Fabian Suchanek and James Fan and Raphael Hoffmann and Sebastian Riedel and Partha Pratim Talukdar},
	Booktitle = {SIGMOD Records journal},
	Date-Added = {2013-04-15 12:53:13 +0000},
	Date-Modified = {2013-04-15 12:54:52 +0000},
	Month = {March},
	Title = {Advances in Automated Knowledge Base Construction},
	Url = {http://suchanek.name/work/publications/sigmodrec2013akbc},
	Year = {2013},
	Bdsk-Url-1 = {http://suchanek.name/work/publications/sigmodrec2013akbc}}

@inproceedings{murphy12learning,
	Author = {Brian Murphy and Partha Pratim Talukdar and Tom Mitchell},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Booktitle = {COLING},
	Crossref = {DBLP:conf/coling/2012},
	Date-Added = {2013-04-07 16:17:44 +0000},
	Date-Modified = {2013-04-07 16:17:44 +0000},
	Ee = {http://aclweb.org/anthology/C/C12/C12-1118.pdf},
	Pages = {1933-1950},
	Title = {Learning Effective and Interpretable Semantic Models using Non-Negative Sparse Embedding},
	Year = {2012}}

@article{brachman83what,
	Author = {Ronald J. Brachman},
	Citedby = {0},
	Cites = {0},
	Date-Added = {2013-04-07 16:15:17 +0000},
	Date-Modified = {2013-04-07 16:15:17 +0000},
	Journal = {IEEE Computer},
	Number = {10},
	Pages = {30-36},
	Researchr = {http://researchr.org/publication/Brachman83%3A0},
	Tags = {taxonomy, analysis},
	Title = {What IS-A Is and Isn t: An Analysis of Taxonomic Links in Semantic Networks},
	Volume = {16},
	Year = {1983}}

@inproceedings{zanzotto06discovering,
	Author = {Fabio Massimo Zanzotto and Marco Pennacchiotti and Maria Teresa Pazienza},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Booktitle = acl06,
	Crossref = {DBLP:conf/acl/2006},
	Date-Added = {2013-04-05 17:13:09 +0000},
	Date-Modified = {2013-04-05 17:13:16 +0000},
	Ee = {http://aclweb.org/anthology/P06-1107},
	Title = {Discovering Asymmetric Entailment Relations between Verbs Using Selectional Preferences},
	Year = {2006}}

@inproceedings{szpektor08learning,
	Acmid = {1599188},
	Address = {Stroudsburg, PA, USA},
	Author = {Szpektor, Idan and Dagan, Ido},
	Booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1},
	Date-Added = {2013-04-05 17:09:12 +0000},
	Date-Modified = {2013-04-05 17:09:12 +0000},
	Isbn = {978-1-905593-44-6},
	Location = {Manchester, United Kingdom},
	Numpages = {8},
	Pages = {849--856},
	Publisher = {Association for Computational Linguistics},
	Series = {COLING '08},
	Title = {Learning entailment rules for unary templates},
	Url = {http://dl.acm.org/citation.cfm?id=1599081.1599188},
	Year = {2008},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1599081.1599188}}

@inproceedings{wick12discriminative,
	Author = {Michael Wick and Sameer Singh and Andrew McCallum},
	Booktitle = {Association for Computational Linguistics (ACL)},
	Date-Added = {2013-03-30 01:50:41 +0000},
	Date-Modified = {2013-03-30 01:50:41 +0000},
	Title = {A Discriminative Hierarchical Model for Fast Coreference at Large Scale},
	Year = {2012}}

@inproceedings{lee11stanford,
	Acmid = {2132938},
	Address = {Stroudsburg, PA, USA},
	Author = {Lee, Heeyoung and Peirsman, Yves and Chang, Angel and Chambers, Nathanael and Surdeanu, Mihai and Jurafsky, Dan},
	Booktitle = {Proceedings of the Fifteenth Conference on Computational Natural Language Learning: Shared Task},
	Date-Added = {2013-03-30 01:49:07 +0000},
	Date-Modified = {2013-03-30 01:49:07 +0000},
	Isbn = {9781937284084},
	Location = {Portland, Oregon},
	Numpages = {7},
	Pages = {28--34},
	Publisher = {Association for Computational Linguistics},
	Series = {CONLL Shared Task '11},
	Title = {Stanford's multi-pass sieve coreference resolution system at the CoNLL-2011 shared task},
	Url = {http://dl.acm.org/citation.cfm?id=2132936.2132938},
	Year = {2011},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=2132936.2132938}}

@inproceedings{mitchell08vector,
	Author = {Jeff Mitchell and Mirella Lapata},
	Booktitle = {In Proceedings of ACL-08: HLT},
	Date-Added = {2013-03-29 18:24:50 +0000},
	Date-Modified = {2013-03-29 18:24:50 +0000},
	Pages = {236--244},
	Title = {Vector-based models of semantic composition},
	Year = {2008}}

@inproceedings{socher12semantic,
	Acmid = {2391084},
	Address = {Stroudsburg, PA, USA},
	Author = {Socher, Richard and Huval, Brody and Manning, Christopher D. and Ng, Andrew Y.},
	Booktitle = {Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning},
	Date-Added = {2013-03-29 00:56:15 +0000},
	Date-Modified = {2013-03-29 00:56:15 +0000},
	Location = {Jeju Island, Korea},
	Numpages = {11},
	Pages = {1201--1211},
	Publisher = {Association for Computational Linguistics},
	Series = {EMNLP-CoNLL '12},
	Title = {Semantic compositionality through recursive matrix-vector spaces},
	Url = {http://dl.acm.org/citation.cfm?id=2390948.2391084},
	Year = {2012},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=2390948.2391084}}

@inproceedings{ritter12open,
	Acmid = {2339704},
	Address = {New York, NY, USA},
	Author = {Ritter, Alan and Mausam and Etzioni, Oren and Clark, Sam},
	Booktitle = {Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2013-03-28 22:16:03 +0000},
	Date-Modified = {2013-03-28 22:16:03 +0000},
	Doi = {10.1145/2339530.2339704},
	Isbn = {978-1-4503-1462-6},
	Keywords = {information extraction, social media},
	Location = {Beijing, China},
	Numpages = {9},
	Pages = {1104--1112},
	Publisher = {ACM},
	Series = {KDD '12},
	Title = {Open domain event extraction from twitter},
	Url = {http://doi.acm.org/10.1145/2339530.2339704},
	Year = {2012},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/2339530.2339704},
	Bdsk-Url-2 = {http://dx.doi.org/10.1145/2339530.2339704}}

@inproceedings{chambers11template,
	Address = {Portland, Oregon, USA},
	Author = {Chambers, Nathanael and Jurafsky, Dan},
	Booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},
	Citeulike-Article-Id = {9457119},
	Citeulike-Linkout-0 = {http://www.aclweb.org/anthology-new/P/P11/P11-1098.bib},
	Citeulike-Linkout-1 = {http://www.aclweb.org/anthology-new/P/P11/P11-1098.pdf},
	Comment = {Using unlabeled data to induce templates. Unlabeled data obtained by IE},
	Date-Added = {2013-03-28 21:44:16 +0000},
	Date-Modified = {2013-03-28 21:44:23 +0000},
	Keywords = {information\_extraction},
	Month = jun,
	Pages = {976--986},
	Posted-At = {2011-06-27 05:32:27},
	Priority = {0},
	Publisher = {Association for Computational Linguistics},
	Title = {{Template-Based Information Extraction without the Templates}},
	Url = {http://www.aclweb.org/anthology-new/P/P11/P11-1098.bib},
	Year = {2011},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology-new/P/P11/P11-1098.bib}}

@techreport{singh12wikilinks,
	Author = {Sameer Singh and Amarnag Subramanya and Fernando Pereira and Andrew McCallum},
	Date-Added = {2013-03-28 21:16:07 +0000},
	Date-Modified = {2013-03-28 21:16:07 +0000},
	Institute = {University of Massachusetts, Amherst},
	Number = {UM-CS-2012-015},
	Title = {Wikilinks: A Large-scale Cross-Document Coreference Corpus Labeled via Links to {Wikipedia}},
	Year = {2012}}

@inproceedings{poon09unsupervised,
	Acmid = {1699512},
	Address = {Stroudsburg, PA, USA},
	Author = {Poon, Hoifung and Domingos, Pedro},
	Booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1},
	Date-Added = {2013-03-06 01:20:56 +0000},
	Date-Modified = {2013-03-06 01:21:03 +0000},
	Isbn = {978-1-932432-59-6},
	Location = {Singapore},
	Numpages = {10},
	Pages = {1--10},
	Publisher = {Association for Computational Linguistics},
	Series = {EMNLP '09},
	Title = {Unsupervised semantic parsing},
	Url = {http://dl.acm.org/citation.cfm?id=1699510.1699512},
	Year = {2009},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1699510.1699512}}

@article{Argyriou08Convex,
	Abstract = {{Abstract   We present a method for learning sparse representations shared across multiple tasks. This method is a generalization of the well-known single-task 1-norm regularization. It is based on a novel non-convex regularizer which controls the number of learned features common across the tasks. We prove that the method is equivalent to solving a convex optimization problem for which there is an iterative algorithm which converges to an optimal solution. The algorithm has a simple interpretation: it alternately performs a supervised and an unsupervised step, where in the former step it learns task-specific functions and in the latter step it learns common-across-tasks sparse representations for these functions. We also provide an extension of the algorithm which learns sparse nonlinear representations using kernels. We report experiments on simulated and real data sets which demonstrate that the proposed method can both improve the performance relative to learning each task independently and lead to a few learned features common across related tasks. Our algorithm can also be used, as a special case, to simply select---not learn---a few common variables across the tasks.}},
	Address = {Hingham, MA, USA},
	Author = {Argyriou, Andreas and Evgeniou, Theodoros and Pontil, Massimiliano},
	Citeulike-Article-Id = {4235541},
	Citeulike-Linkout-0 = {http://portal.acm.org/citation.cfm?id=1455908},
	Citeulike-Linkout-1 = {http://dx.doi.org/10.1007/s10994-007-5040-8},
	Citeulike-Linkout-2 = {http://www.springerlink.com/content/161105027v344n03},
	Date-Added = {2013-03-06 01:05:07 +0000},
	Date-Modified = {2013-03-06 01:05:16 +0000},
	Day = {9},
	Doi = {10.1007/s10994-007-5040-8},
	Issn = {0885-6125},
	Journal = {Mach. Learn.},
	Keywords = {convex\_optimization, mtl},
	Month = dec,
	Number = {3},
	Pages = {243--272},
	Posted-At = {2010-03-02 17:03:18},
	Priority = {2},
	Publisher = {Kluwer Academic Publishers},
	Title = {{Convex multi-task feature learning}},
	Url = {http://dx.doi.org/10.1007/s10994-007-5040-8},
	Volume = {73},
	Year = {2008},
	Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10994-007-5040-8}}

@inproceedings{collins01ageneralization,
	Author = {Michael Collins and Sanjoy Dasgupta and Robert E. Schapire},
	Booktitle = {Advances in Neural Information Processing Systems},
	Date-Added = {2013-03-06 00:59:47 +0000},
	Date-Modified = {2013-03-06 00:59:51 +0000},
	Publisher = {MIT Press},
	Title = {A generalization of principal component analysis to the exponential family},
	Year = {2001}}

@inproceedings{hajivc09conll,
	Abstract = {{For the 11th straight year, the Conference on Computational Natural Language Learning has been accompanied by a shared task whose purpose is to promote natural language processing applications and evaluate them in a standard setting. In 2009, the shared task was dedicated to the joint parsing of syntactic and semantic dependencies in multiple languages. This shared task combines the shared tasks of the previous five years under a unique dependency-based formalism similar to the 2008 task. In this paper, we define the shared task, describe how the data sets were created and show their quantitative properties, report the results and summarize the approaches of the participating systems.}},
	Address = {Stroudsburg, PA, USA},
	Author = {Haji\v{c}, Jan and Ciaramita, Massimiliano and Johansson, Richard and Kawahara, Daisuke and Mart'{\i}, Maria A. and M\`{a}rquez, Llu'{\i}s and Meyers, Adam and Nivre, Joakim and Pad\'{o}, Sebastian and \v{S}t\v{e}p\'{a}nek, Jan and Stra\v{n}\'{a}k, Pavel and Surdeanu, Mihai and Xue, Nianwen and Zhang, Yi},
	Booktitle = {Proceedings of the Thirteenth Conference on Computational Natural Language Learning: Shared Task},
	Citeulike-Article-Id = {10010575},
	Citeulike-Linkout-0 = {http://portal.acm.org/citation.cfm?id=1596411},
	Comment = {The main task is semantic role labeling over a given syntactic dependency parsing - label every argument of every predicate with the correct argument ID (for example: "ARG1", "ARG2", "ARGM-TMP" (temporal), "ARGM-LOC" (location), etc. An optional task is to also do the syntactic dependency parsing. Contains a detailed description of the corpus, and some description of the systems.},
	Date-Added = {2013-03-05 23:05:46 +0000},
	Date-Modified = {2013-03-05 23:06:07 +0000},
	Isbn = {978-1-932432-29-9},
	Keywords = {catalan, chinese, czech, dependency-parsing, german, japanese, semantic-parsing, spanish},
	Location = {Boulder, Colorado},
	Pages = {1--18},
	Posted-At = {2011-11-10 13:54:31},
	Priority = {0},
	Publisher = {Association for Computational Linguistics},
	Series = {CoNLL '09},
	Title = {{The CoNLL-2009 shared task: syntactic and semantic dependencies in multiple languages}},
	Url = {http://portal.acm.org/citation.cfm?id=1596411},
	Year = {2009},
	Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1596411}}

@inproceedings{sutton05joint,
	Acmid = {1706587},
	Address = {Stroudsburg, PA, USA},
	Author = {Sutton, Charles and McCallum, Andrew},
	Booktitle = {Proceedings of the Ninth Conference on Computational Natural Language Learning},
	Date-Added = {2013-03-05 22:51:20 +0000},
	Date-Modified = {2013-03-05 22:51:26 +0000},
	Location = {Ann Arbor, Michigan},
	Numpages = {4},
	Pages = {225--228},
	Publisher = {Association for Computational Linguistics},
	Series = {CONLL '05},
	Title = {Joint parsing and semantic role labeling},
	Url = {http://dl.acm.org/citation.cfm?id=1706543.1706587},
	Year = {2005},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1706543.1706587}}

@inproceedings{riedel13relation,
	Author = {Sebastian Riedel and Limin Yao and Benjamin M. Marlin and Andrew Mc{C}allum},
	Booktitle = hltnaacl13,
	Date-Added = {2013-03-03 13:27:28 +0000},
	Date-Modified = {2013-05-06 17:34:51 +0000},
	Month = {June},
	Title = {Relation Extraction with Matrix Factorization and Universal Schemas},
	Url = {/publications/papers/riedel13relation.pdf},
	Year = {2013},
	Bdsk-Url-1 = {/publications/papers/riedel13relation.pdf}}

@inproceedings{anon12prob,
	Author = {Anonymous},
	Booktitle = {Anonymous},
	Date-Added = {2012-12-10 18:06:36 +0000},
	Date-Modified = {2012-12-10 18:11:07 +0000},
	Title = {Removed for anonymous review},
	Year = {2012}}

@inproceedings{ratinov11local,
	Author = {L. Ratinov and D. Roth and D. Downey and M. Anderson},
	Booktitle = acl11,
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Title = {Local and Global Algorithms for Disambiguation to Wikipedia},
	Url = {http://cogcomp.cs.illinois.edu/papers/RRDA11.pdf},
	Year = {2011},
	Bdsk-Url-1 = {http://cogcomp.cs.illinois.edu/papers/RRDA11.pdf}}

@inproceedings{surdeanu12multi-instance,
	Added-At = {2012-08-15T00:00:00.000+0200},
	Author = {Surdeanu, Mihai and Tibshirani, Julie and Nallapati, Ramesh and Manning, Christopher D.},
	Biburl = {http://www.bibsonomy.org/bibtex/2050dd638a717f97225d47b5143f0e9cb/dblp},
	Booktitle = emnlp12,
	Crossref = {conf/emnlp/2012},
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-09 00:43:16 +0000},
	Ee = {http://www.aclweb.org/anthology/D12-1042},
	Interhash = {41807188e9424ac09069918d5e7b4378},
	Intrahash = {050dd638a717f97225d47b5143f0e9cb},
	Isbn = {978-1-937284-43-5},
	Keywords = {dblp},
	Pages = {455-465},
	Timestamp = {2012-08-15T00:00:00.000+0200},
	Title = {Multi-instance Multi-label Learning for Relation Extraction.},
	Url = {http://dblp.uni-trier.de/db/conf/emnlp/emnlp2012.html#SurdeanuTNM12},
	Year = 2012,
	Bdsk-Url-1 = {http://dblp.uni-trier.de/db/conf/emnlp/emnlp2012.html#SurdeanuTNM12}}

@article{hitzler10reasonable,
	Author = {Pascal Hitzler and Frank van Harmelen},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Ee = {http://dx.doi.org/10.3233/SW-2010-0010},
	Journal = {Semantic Web},
	Number = {1-2},
	Pages = {39-44},
	Title = {A reasonable Semantic Web},
	Volume = {1},
	Year = {2010}}

@book{manning2008introduction,
	Abstract = {Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective.},
	Added-At = {2010-12-20T06:06:48.000+0100},
	Address = {Cambridge, UK},
	Author = {Manning, Christopher D. and Raghavan, Prabhakar and Sch{\"u}tze, Hinrich},
	Biburl = {http://www.bibsonomy.org/bibtex/29f4ab13e07b48b9723113aa74224be65/folke},
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Interhash = {2e574e46b7668a7268e7f02b46f4d9bb},
	Intrahash = {9f4ab13e07b48b9723113aa74224be65},
	Isbn = {978-0-521-86571-5},
	Keywords = {book information introduction ir retrieval},
	Publisher = {Cambridge University Press},
	Timestamp = {2010-12-20T06:06:48.000+0100},
	Title = {Introduction to Information Retrieval},
	Url = {http://nlp.stanford.edu/IR-book/information-retrieval-book.html},
	Year = 2008,
	Bdsk-Url-1 = {http://nlp.stanford.edu/IR-book/information-retrieval-book.html}}

@inproceedings{nickel12factorizing,
	Acmid = {2187874},
	Address = {New York, NY, USA},
	Author = {Nickel, Maximilian and Tresp, Volker and Kriegel, Hans-Peter},
	Booktitle = {Proceedings of the 21st international conference on World Wide Web},
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Doi = {10.1145/2187836.2187874},
	Isbn = {978-1-4503-1229-5},
	Keywords = {large-scale machine learning, linked open data, relational learning, semantic web, tensor factorization},
	Location = {Lyon, France},
	Numpages = {10},
	Pages = {271--280},
	Publisher = {ACM},
	Series = {WWW '12},
	Title = {Factorizing YAGO: scalable machine learning for linked data},
	Url = {http://doi.acm.org/10.1145/2187836.2187874},
	Year = {2012},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/2187836.2187874},
	Bdsk-Url-2 = {http://dx.doi.org/10.1145/2187836.2187874}}

@inproceedings{Carlson10towardan,
	Author = {Andrew Carlson and Justin Betteridge and Bryan Kisiel and Burr Settles and Estevam R. Hruschka and Tom M. Mitchell},
	Booktitle = aaai10,
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Title = {Toward an architecture for never-ending language learning},
	Year = {2010}}

@inproceedings{rendle09bpr,
	Acmid = {1795167},
	Address = {Arlington, Virginia, United States},
	Author = {Rendle, Steffen and Freudenthaler, Christoph and Gantner, Zeno and Schmidt-Thieme, Lars},
	Booktitle = {Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence},
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Isbn = {978-0-9749039-5-8},
	Location = {Montreal, Quebec, Canada},
	Numpages = {10},
	Pages = {452--461},
	Publisher = {AUAI Press},
	Series = {UAI '09},
	Title = {BPR: Bayesian personalized ranking from implicit feedback},
	Url = {http://dl.acm.org/citation.cfm?id=1795114.1795167},
	Year = {2009},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1795114.1795167}}

@inproceedings{shinyama06preemptive,
	Acmid = {1220874},
	Address = {Stroudsburg, PA, USA},
	Author = {Shinyama, Yusuke and Sekine, Satoshi},
	Booktitle = {Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics},
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Doi = {10.3115/1220835.1220874},
	Location = {New York, New York},
	Numpages = {8},
	Pages = {304--311},
	Publisher = {Association for Computational Linguistics},
	Series = {HLT-NAACL '06},
	Title = {Preemptive information extraction using unrestricted relation discovery},
	Url = {http://dx.doi.org/10.3115/1220835.1220874},
	Year = {2006},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/1220835.1220874}}

@article{hasegawa04discovering,
	Author = {Hasegawa, T. and Sekine, S. and Grishman, R.},
	Citeulike-Article-Id = {711336},
	Date-Added = {2012-12-07 16:24:33 +0000},
	Date-Modified = {2012-12-07 16:24:33 +0000},
	Journal = acl04,
	Keywords = {thesis2},
	Pages = {415--422},
	Posted-At = {2006-06-26 14:50:20},
	Priority = {0},
	Title = {{Discovering Relations among Named Entities from Large Corpora}},
	Year = {2004}}

@inproceedings{berant10global,
	Acmid = {1858805},
	Address = {Stroudsburg, PA, USA},
	Author = {Berant, Jonathan and Dagan, Ido and Goldberger, Jacob},
	Booktitle = acl10,
	Date-Added = {2012-11-25 12:29:26 +0000},
	Date-Modified = {2012-11-25 12:29:44 +0000},
	Location = {Uppsala, Sweden},
	Numpages = {10},
	Pages = {1220--1229},
	Publisher = {Association for Computational Linguistics},
	Series = {ACL '10},
	Title = {Global learning of focused entailment graphs},
	Url = {http://dl.acm.org/citation.cfm?id=1858681.1858805},
	Year = {2010},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1858681.1858805}}

@article{hasegawa2004discovering,
	Author = {Hasegawa, T. and Sekine, S. and Grishman, R.},
	Citeulike-Article-Id = {711336},
	Date-Added = {2012-11-25 11:51:28 +0000},
	Date-Modified = {2012-11-25 11:51:45 +0000},
	Journal = acl04,
	Keywords = {thesis2},
	Pages = {415--422},
	Posted-At = {2006-06-26 14:50:20},
	Priority = {0},
	Title = {{Discovering Relations among Named Entities from Large Corpora}},
	Year = {2004}}

@inproceedings{koren08factorization,
	Acmid = {1401944},
	Address = {New York, NY, USA},
	Author = {Koren, Yehuda},
	Booktitle = {Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2012-11-24 19:07:49 +0000},
	Date-Modified = {2012-11-24 19:08:18 +0000},
	Doi = {10.1145/1401890.1401944},
	Isbn = {978-1-60558-193-4},
	Keywords = {collaborative filtering, recommender systems},
	Location = {Las Vegas, Nevada, USA},
	Numpages = {9},
	Pages = {426--434},
	Publisher = {ACM},
	Series = {KDD '08},
	Title = {Factorization meets the neighborhood: a multifaceted collaborative filtering model},
	Url = {http://doi.acm.org/10.1145/1401890.1401944},
	Year = {2008},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1401890.1401944},
	Bdsk-Url-2 = {http://dx.doi.org/10.1145/1401890.1401944}}

@inproceedings{belanger12map,
	Author = {David Belanger and Alexandre Passos and Sebastian Riedel and Andrew Mc{C}allum},
	Booktitle = nips12,
	Date-Added = {2012-09-08 23:02:45 +0000},
	Date-Modified = {2012-11-10 22:17:10 +0000},
	Month = {November},
	Title = {MAP Inference in Chains using Column Generation},
	Url = {http://www.ic.unicamp.br/~tachard/docs/nips12.pdf},
	Webnote = {Winner of the 2nd best spotlight presentation award at the NYC Machine Learning Symposium 2012},
	Year = {2012},
	Bdsk-Url-1 = {http://www.ic.unicamp.br/~tachard/docs/nips12.pdf}}

@article{gomesevaluating,
	Author = {Gomes, T. and Costa, V.S.},
	Date-Added = {2012-08-19 14:47:51 +0000},
	Date-Modified = {2012-08-19 14:47:51 +0000},
	Title = {Evaluating Inference Algorithms for the Prolog Factor Language},
	Bdsk-File-1 = {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}}

@inproceedings{gemulla2011large,
	Author = {Gemulla, R. and Nijkamp, E. and Haas, P.J. and Sismanis, Y.},
	Booktitle = {Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2012-08-19 14:45:44 +0000},
	Date-Modified = {2012-08-19 14:45:44 +0000},
	Organization = {ACM},
	Pages = {69--77},
	Title = {Large-scale matrix factorization with distributed stochastic gradient descent},
	Year = {2011}}

@inproceedings{bui12automorphismextended,
	Author = {Hung Bui and Tuyen N. Huynh and Sebastian Riedel},
	Booktitle = {arXiv.org},
	Date-Added = {2012-07-23 08:20:44 +0100},
	Date-Modified = {2012-07-23 08:28:58 +0100},
	Month = {July},
	Note = {Extended version of the paper to appear in Statistical Relational AI (StaRAI-12) workshop at UAI '12},
	Title = {Automorphism Groups of Graphical Models and Lifted Variational Inference},
	Url = {http://arxiv.org/pdf/1207.4814v1.pdf},
	Webnote = {Extended version of the paper to appear in Statistical Relational AI (StaRAI-12) workshop at UAI '12},
	Year = {2012},
	Bdsk-Url-1 = {http://arxiv.org/pdf/1207.4814v1.pdf}}

@inproceedings{bui12automorphism,
	Author = {Hung Bui and Tuyen N. Huynh and Sebastian Riedel},
	Booktitle = {Second Statistical Relational AI (StaRAI-12) workshop at UAI '12},
	Date-Added = {2012-07-04 14:18:01 +0200},
	Date-Modified = {2012-09-08 08:52:47 +0000},
	Month = {August},
	Title = {Automorphism Groups of Graphical Models and Lifted Variational Inference},
	Url = {http://tsi.wfubmc.edu/labs/strait/StaRAI/accepted/bui.pdf},
	Year = {2012},
	Bdsk-Url-1 = {http://tsi.wfubmc.edu/labs/strait/StaRAI/accepted/bui.pdf}}

@inproceedings{yao12probabilistic,
	Author = {Limin Yao and Sebastian Riedel and Andrew Mc{C}allum},
	Booktitle = {Proceedings of the AKBC-WEKEX Workshop at NAACL 2012},
	Date-Added = {2012-06-16 14:55:13 +0100},
	Date-Modified = {2012-07-23 08:18:11 +0100},
	Month = {June},
	Title = {Probabilistic Databases of Universal Schema},
	Url = {http://ciir-publications.cs.umass.edu/getpdf.php?id=1061},
	Year = {2012},
	Bdsk-Url-1 = {http://ciir-publications.cs.umass.edu/getpdf.php?id=1061}}

@article{mclosky12combining,
	Abstract = {BACKGROUND:We explore techniques for performing model combination between the UMass and Stanford biomedical event extraction systems. Both sub-components address event extraction as a structured prediction problem, and use dual decomposition (UMass) and parsing algorithms (Stanford) to find the best scoring event structure. Our primary focus is on stacking where the predictions from the Stanford system are used as features in the UMass system. For comparison, we look at simpler model combination techniques such as intersection and union which require only the outputs from each system and combine them directly.RESULTS:First, we find that stacking substantially improves performance while intersection and union provide no significant benefits. Second, we investigate the graph properties of event structures, and their impact on the combination of our systems. Finally, we trace the origins of events proposed by the stacked model to determine the role each system plays in different components of the output. We learn that, while stacking can propose novel event structures not seen in either base model, these events have extremely low precision. Removing these novel events improves our already state-of-the-art F1 to 56.6% on the test set of Genia (Task 1). Overall, the combined system formed via stacking ("FAUST") performed well in the BioNLP 2011 shared task. The FAUST system obtained 1st place in three out of four tasks: 1st place in Genia Task 1 (56.0% F1) and Task 2 (53.9%), 2nd place in the Epigenetics and Post-translational Modifications track (35.0%), and 1st place in the Infectious Diseases track (55.6%).CONCLUSION:We present a state-of-the-art event extraction system that relies on the strengths of structured prediction and model combination through stacking. Akin to results on other tasks, stacking outperforms intersection and union and leads to very strong results. The utility of model combination hinges on complementary views of the data, and we show that our sub-systems capture different graph properties of event structures. Finally, by removing low precision novel events, we show that performance from stacking can be further improved.},
	Author = {David McClosky and Sebastian Riedel and Mihai Surdeanu and Andrew Mc{C}allum and Christopher D. Manning},
	Date-Added = {2012-06-16 14:47:41 +0100},
	Date-Modified = {2012-09-08 22:02:03 +0000},
	Doi = {10.1186/1471-2105-13-S11-S9},
	Issn = {1471-2105},
	Journal = {BMC Bioinformatics},
	Month = {June},
	Number = {Suppl 11},
	Pages = {S9},
	Title = {Combining joint models for biomedical event extraction},
	Url = {http://www.biomedcentral.com/1471-2105/13/S11/S9},
	Volume = {13},
	Year = {2012},
	Bdsk-Url-1 = {http://www.biomedcentral.com/1471-2105/13/S11/S9},
	Bdsk-Url-2 = {http://dx.doi.org/10.1186/1471-2105-13-S11-S9}}

@inproceedings{riedel12parse,
	Author = {Sebastian Riedel and David A. Smith and Andrew Mc{C}allum},
	Booktitle = emnlp12,
	Date-Added = {2012-06-16 14:43:48 +0100},
	Date-Modified = {2012-07-23 08:18:17 +0100},
	Month = {July},
	Title = {Parse, Price and Cut - Delayed Column and Row Generation for Graph Based Parsers},
	Url = {/publications/papers/riedel12parse.pdf},
	Year = {2012},
	Bdsk-Url-1 = {/publications/papers/riedel12parse.pdf}}

@inproceedings{narad12marg,
	Address = {Jeju, Korea},
	Author = {Jason Naradowsky and Sebastian Riedel and David A. Smith},
	Booktitle = emnlp12,
	Date-Added = {2012-06-16 14:42:44 +0100},
	Date-Modified = {2012-09-08 22:30:18 +0000},
	Month = {July},
	Publisher = {Association for Computational Linguistics},
	Title = {Improving NLP through Marginalization of Hidden Syntactic Structure},
	Url = {http://www.cs.umass.edu/~narad/_papers/relmarg_emnlp2012.pdf},
	Year = {2012},
	Bdsk-Url-1 = {http://www.cs.umass.edu/~narad/_papers/relmarg_emnlp2012.pdf}}

@inproceedings{yao12unsupervised,
	Author = {Limin Yao and Sebastian Riedel and Andrew Mc{C}allum},
	Booktitle = acl12,
	Date-Added = {2012-06-16 14:40:57 +0100},
	Date-Modified = {2012-07-23 08:18:05 +0100},
	Month = {July},
	Title = {Unsupervised Relation Discovery with Sense Disambiguation},
	Url = {http://ciir-publications.cs.umass.edu/pub/web/getpdf.php?id=1032},
	Year = {2012},
	Bdsk-Url-1 = {http://ciir-publications.cs.umass.edu/pub/web/getpdf.php?id=1032}}

@inproceedings{klinger11interevent,
	Author = {Roman Klinger and Sebastian Riedel and Andrew McCallum},
	Booktitle = {Mining Complex Entities from Network and Biomedical Data (MIND), Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD '11)},
	Date-Added = {2012-06-16 14:38:27 +0100},
	Date-Modified = {2012-06-16 14:38:27 +0100},
	Month = {September},
	Title = {Inter-Event Dependencies support Event Extraction from Biomedical Literature},
	Year = {2011}}

@inproceedings{belanger12column,
	Author = {David Belanger and Alexandre Passos and Sebastian Riedel and Andrew McCallum},
	Booktitle = {Inferning: Interactions between Inference and Learning, ICML 2012 Workshop},
	Date-Added = {2012-06-03 16:12:25 -0400},
	Date-Modified = {2012-07-23 08:17:58 +0100},
	Month = {June},
	Title = {Speeding up MAP with Column Generation and Block Regularization},
	Url = {/publications/papers/belanger12speeding.pdf},
	Year = {2012},
	Bdsk-Url-1 = {/publications/papers/belanger12speeding.pdf}}

@book{bertsekas99nonlinear,
	Abstract = {{This extensive rigorous texbook, developed through instruction at MIT, focuses on nonlinear and other types of optimization: iterative algorithms for constrained and unconstrained optimization, Lagrange multipliers and duality, large scale problems, and the interface between continuous and discrete optimization.   Among its special features, the book:  1) provides extensive coverage of iterative optimization methods within a unifying framework  2) provides a detailed treatment of interior point methods for linear programming  3) covers in depth duality theory from both a variational and a geometrical/convex analysis point of view  4) includes much new material on a number of topics, such as neural network training, discrete-time optimal control, and large-scale optimization  5) includes a large number of examples and exercises detailed solutions of many of which are posted on the internet  Much supplementary/support material can be found at the book's web page  http://www.athenasc.com/nonlinbook.html}},
	Author = {Bertsekas, Dimitri P.},
	Citeulike-Article-Id = {1859441},
	Citeulike-Linkout-0 = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&path=ASIN/1886529000},
	Citeulike-Linkout-1 = {http://www.amazon.de/exec/obidos/redirect?tag=citeulike01-21\&path=ASIN/1886529000},
	Citeulike-Linkout-2 = {http://www.amazon.fr/exec/obidos/redirect?tag=citeulike06-21\&path=ASIN/1886529000},
	Citeulike-Linkout-3 = {http://www.amazon.jp/exec/obidos/ASIN/1886529000},
	Citeulike-Linkout-4 = {http://www.amazon.co.uk/exec/obidos/ASIN/1886529000/citeulike00-21},
	Citeulike-Linkout-5 = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20\&path=ASIN/1886529000},
	Citeulike-Linkout-6 = {http://www.worldcat.org/isbn/1886529000},
	Citeulike-Linkout-7 = {http://books.google.com/books?vid=ISBN1886529000},
	Citeulike-Linkout-8 = {http://www.amazon.com/gp/search?keywords=1886529000\&index=books\&linkCode=qs},
	Citeulike-Linkout-9 = {http://www.librarything.com/isbn/1886529000},
	Date-Added = {2012-06-03 16:11:03 -0400},
	Date-Modified = {2012-06-04 03:04:23 -0400},
	Day = {01},
	Edition = {2nd},
	Howpublished = {Hardcover},
	Isbn = {1886529000},
	Keywords = {nonlinear-programming, optimization, programming},
	Month = sep,
	Posted-At = {2008-02-29 19:10:33},
	Priority = {2},
	Publisher = {Athena Scientific},
	Title = {{Nonlinear Programming}},
	Url = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20\&path=ASIN/1886529000},
	Year = {1999},
	Bdsk-Url-1 = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20%5C&path=ASIN/1886529000}}

@article{martin90polyhedral,
	Acmid = {82790},
	Address = {Institute for Operations Research and the Management Sciences (INFORMS), Linthicum, Maryland, USA},
	Author = {Martin, R. Kipp and Rardin, Ronald L. and Campbell, Brian A.},
	Date-Added = {2012-06-01 03:35:29 -0400},
	Date-Modified = {2012-06-01 03:35:39 -0400},
	Doi = {10.1287/opre.38.1.127},
	Issn = {0030-364X},
	Issue_Date = {Jan\--Feb. 1990},
	Journal = {Oper. Res.},
	Month = feb,
	Number = {1},
	Numpages = {12},
	Pages = {127--138},
	Publisher = {INFORMS},
	Title = {Polyhedral characterization of discrete dynamic programming},
	Url = {http://dx.doi.org/10.1287/opre.38.1.127},
	Volume = {38},
	Year = {1990},
	Bdsk-Url-1 = {http://dx.doi.org/10.1287/opre.38.1.127}}

@inproceedings{martins11dual,
	Acmid = {2145460},
	Address = {Stroudsburg, PA, USA},
	Author = {Martins, Andr{\'e} F. T. and Smith, Noah A. and Aguiar, Pedro M. Q. and Figueiredo, M\'{a}rio A. T.},
	Booktitle = emnlp11,
	Date-Added = {2012-06-01 00:18:10 -0400},
	Date-Modified = {2012-06-01 00:18:23 -0400},
	Isbn = {978-1-937284-11-4},
	Location = {Edinburgh, United Kingdom},
	Numpages = {12},
	Pages = {238--249},
	Publisher = {Association for Computational Linguistics},
	Series = {EMNLP '11},
	Title = {Dual decomposition with many overlapping components},
	Url = {http://dl.acm.org/citation.cfm?id=2145432.2145460},
	Year = {2011},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=2145432.2145460}}

@inproceedings{niepert10delayed,
	Address = {Corvallis, Oregon},
	Author = {Mathias Niepert},
	Booktitle = uai10,
	Date-Added = {2012-05-31 23:56:44 -0400},
	Date-Modified = {2012-05-31 23:56:59 -0400},
	Pages = {384--391},
	Publisher = {AUAI Press},
	Title = {A Delayed Column Generation Strategy for Exact k-Bounded MAP Inference in Markov Logic Networks},
	Year = {2010}}

@inproceedings{rush12vine,
	Author = {Alexander Rush and Slav Petrov},
	Booktitle = hltnaacl12,
	Date-Added = {2012-05-31 23:53:11 -0400},
	Date-Modified = {2012-05-31 23:54:12 -0400},
	Title = {Vine Pruning for Efficient Multi-Pass Dependency Parsing},
	Url = {http://petrovi.de/data/naacl12.pdf},
	Year = 2012,
	Bdsk-Url-1 = {http://petrovi.de/data/naacl12.pdf}}

@inproceedings{kok08extracting,
	Abstract = {{Extracting knowledge from text has long been a goal of AI.
Initial approaches were purely logical and brittle. More recently, the
availability of large quantities of text on the Web has led to the development
of machine learning approaches. However, to date these have mainly
extracted ground facts, as opposed to general knowledge. Other learning
approaches can extract logical forms, but require supervision and do not
scale. In this paper we present an unsupervised approach to extracting
semantic networks from large volumes of text. We use the TextRunner
system [1] to extract tuples from text, and then induce general concepts
and relations from them by jointly clustering the objects and relational
strings in the tuples. Our approach is defined in Markov logic using four
simple rules. Experiments on a dataset of two million tuples show that
it outperforms three other relational clustering approaches, and extracts
meaningful semantic networks.}},
	Author = {Kok, Stanley and Domingos, Pedro},
	Booktitle = {ECML},
	Citeulike-Article-Id = {7479003},
	Citeulike-Linkout-0 = {http://www.cs.washington.edu/homes/pedrod/papers/ecml08.pdf},
	Date-Added = {2012-04-04 23:55:54 -0400},
	Date-Modified = {2012-04-04 23:56:02 -0400},
	Keywords = {domingos, learning, machinereading, markov, markov\_logic\_networks, mln, relational\_clustering, semantic\_networks},
	Posted-At = {2010-07-14 19:42:49},
	Priority = {2},
	Title = {{Extracting Semantic Networks from Text Via Relational Clustering}},
	Url = {http://www.cs.washington.edu/homes/pedrod/papers/ecml08.pdf},
	Year = {2008},
	Bdsk-Url-1 = {http://www.cs.washington.edu/homes/pedrod/papers/ecml08.pdf}}

@inproceedings{schoenmackers10learning,
	Acmid = {1870764},
	Address = {Stroudsburg, PA, USA},
	Author = {Schoenmackers, Stefan and Etzioni, Oren and Weld, Daniel S. and Davis, Jesse},
	Booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing},
	Date-Added = {2012-04-04 23:18:52 -0400},
	Date-Modified = {2012-04-04 23:19:04 -0400},
	Location = {Cambridge, Massachusetts},
	Numpages = {11},
	Pages = {1088--1098},
	Publisher = {Association for Computational Linguistics},
	Series = {EMNLP '10},
	Title = {Learning first-order Horn clauses from web text},
	Url = {http://dl.acm.org/citation.cfm?id=1870658.1870764},
	Year = {2010},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1870658.1870764}}

@inproceedings{buchholz06conll,
	Acmid = {1596305},
	Address = {Stroudsburg, PA, USA},
	Author = {Buchholz, Sabine and Marsi, Erwin},
	Booktitle = conll06,
	Date-Added = {2012-03-28 21:25:03 -0400},
	Date-Modified = {2012-03-28 21:25:28 -0400},
	Location = {New York City, New York},
	Numpages = {16},
	Pages = {149--164},
	Publisher = {Association for Computational Linguistics},
	Series = {CoNLL-X '06},
	Title = {CoNLL-X shared task on multilingual dependency parsing},
	Url = {http://dl.acm.org/citation.cfm?id=1596276.1596305},
	Year = {2006},
	Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1596276.1596305}}

@inproceedings{dienes03statistical,
	Author = {Peter Dienes and Alexander Koller and Marco Kuhlmann},
	Booktitle = {Proceedings of the workshop on Prospects and Advances of the Syntax/Semantics Interface, Nancy, 2003, pp.85-89},
	Date-Added = {2012-03-28 20:59:54 -0400},
	Date-Modified = {2012-03-28 21:00:32 -0400},
	Language = {ger},
	Title = {Statistical A-star dependency parsing},
	Url = {http://scidok.sulb.uni-saarland.de/volltexte/2004/285},
	Year = {2003},
	Bdsk-Url-1 = {http://scidok.sulb.uni-saarland.de/volltexte/2004/285}}

@inproceedings{klein03astar,
	Author = {Dan Klein and Christopher D. Manning},
	Booktitle = acl03,
	Date-Added = {2012-03-28 20:54:47 -0400},
	Date-Modified = {2012-03-28 20:55:07 -0400},
	Pages = {119--126},
	Title = {A* Parsing: Fast Exact Viterbi Parse Selection},
	Year = {2003}}

@book{ahuja93network,
	Abstract = {{<P><B></B> Bringing together the classic   and the contemporary aspects of the field, this   comprehensive introduction to network flows   provides an integrative view of theory,   algorithms, and applications.  <B></B>   It offers in-depth and self-contained treatments   of shortest path, maximum flow, and minimum cost   flow problems, including a description of new and   novel polynomial-time algorithms for these core   models.  <B></B> For professionals working   with network flows, optimization, and network   programming.       </P>}},
	Author = {Ahuja, Ravindra K. and Magnanti, Thomas L. and Orlin, James B.},
	Citeulike-Article-Id = {486019},
	Citeulike-Linkout-0 = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&amp;path=ASIN/013617549X},
	Citeulike-Linkout-1 = {http://www.amazon.de/exec/obidos/redirect?tag=citeulike01-21\&amp;path=ASIN/013617549X},
	Citeulike-Linkout-2 = {http://www.amazon.fr/exec/obidos/redirect?tag=citeulike06-21\&amp;path=ASIN/013617549X},
	Citeulike-Linkout-3 = {http://www.amazon.jp/exec/obidos/ASIN/013617549X},
	Citeulike-Linkout-4 = {http://www.amazon.co.uk/exec/obidos/ASIN/013617549X/citeulike00-21},
	Citeulike-Linkout-5 = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20\&path=ASIN/013617549X},
	Citeulike-Linkout-6 = {http://www.worldcat.org/isbn/013617549X},
	Citeulike-Linkout-7 = {http://books.google.com/books?vid=ISBN013617549X},
	Citeulike-Linkout-8 = {http://www.amazon.com/gp/search?keywords=013617549X\&index=books\&linkCode=qs},
	Citeulike-Linkout-9 = {http://www.librarything.com/isbn/013617549X},
	Date-Added = {2012-03-28 20:39:57 -0400},
	Date-Modified = {2012-03-28 20:40:15 -0400},
	Day = {28},
	Edition = {1},
	Howpublished = {Hardcover},
	Isbn = {9780136175490},
	Keywords = {phd},
	Month = feb,
	Posted-At = {2006-01-30 15:49:24},
	Priority = {2},
	Publisher = {Prentice Hall},
	Title = {{Network Flows: Theory, Algorithms, and Applications}},
	Url = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20\&path=ASIN/013617549X},
	Year = {1993},
	Bdsk-Url-1 = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20%5C&path=ASIN/013617549X}}

@article{hart68formal,
	Author = {Hart, P.E. and Nilsson, N.J. and Raphael, B.},
	Date-Added = {2012-03-28 20:25:57 -0400},
	Date-Modified = {2012-03-28 20:26:09 -0400},
	Doi = {10.1109/TSSC.1968.300136},
	Issn = {0536-1567},
	Journal = {Systems Science and Cybernetics, IEEE Transactions on},
	Month = {july},
	Number = {2},
	Pages = {100 -107},
	Title = {A Formal Basis for the Heuristic Determination of Minimum Cost Paths},
	Volume = {4},
	Year = {1968},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/TSSC.1968.300136}}

@inproceedings{Koo10efficient,
	Author = {Terry Koo and Michael Collins},
	Booktitle = acl10,
	Date-Added = {2012-03-28 14:59:40 -0400},
	Date-Modified = {2012-03-28 15:00:29 -0400},
	Title = {Efficient third-order dependency parsers},
	Year = {2010}}

@book{Kuebler09dependency,
	Author = {Sandra K{\"u}bler and Ryan T. McDonald and Joakim Nivre},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Booktitle = {Dependency Parsing},
	Date-Added = {2012-03-28 14:04:39 -0400},
	Date-Modified = {2012-03-28 14:04:51 -0400},
	Ee = {http://dx.doi.org/10.2200/S00169ED1V01Y200901HLT002},
	Publisher = {Morgan {\&} Claypool Publishers},
	Series = {Synthesis Lectures on Human Language Technologies},
	Title = {Dependency Parsing},
	Year = {2009}}

@article{gilmore61linear,
	Author = {Gilmore, P.C. and Gomory, R.E.},
	Date-Added = {2012-03-27 21:41:39 -0400},
	Date-Modified = {2012-03-27 21:41:43 -0400},
	Journal = {Operations research},
	Pages = {849--859},
	Publisher = {JSTOR},
	Title = {A linear programming approach to the cutting-stock problem},
	Year = {1961}}

@article{luebbecke04marco,
	Author = {Marco L{\"u}bbecke and Jacques Desrosiers},
	Date-Added = {2012-03-27 21:40:39 -0400},
	Date-Modified = {2012-03-27 21:40:52 -0400},
	Journal = {Operations Research},
	Pages = {1007--1023},
	Title = {Selected Topics in Column Generation},
	Volume = {53},
	Year = {2004}}

@inproceedings{martins09concise,
	Abstract = {{We formulate the problem of non-projective dependency parsing as a polynomial-sized integer linear program. Our formulation is able to handle non-local output features in an efficient manner; not only is it compatible with prior knowledge encoded as hard constraints, it can also learn soft constraints from data. In particular, our model is able to learn correlations among neighboring arcs (siblings and grandparents), word valency, and tendencies toward nearly-projective parses. The model parameters are learned in a max-margin framework by employing a linear programming relaxation. We evaluate the performance of our parser on data in several natural languages, achieving improvements over existing state-of-the-art methods.}},
	Address = {Morristown, NJ, USA},
	Author = {Martins, Andr\'{e} F. T. and Smith, Noah A. and Xing, Eric P.},
	Booktitle = acl09,
	Citeulike-Article-Id = {7586165},
	Citeulike-Linkout-0 = {http://portal.acm.org/citation.cfm?id=1687878.1687928},
	Date-Added = {2012-03-27 17:01:05 -0400},
	Date-Modified = {2012-03-27 17:01:29 -0400},
	Isbn = {978-1-932432-45-9},
	Keywords = {dependency\_tree, ilp, nlp-parser},
	Location = {Suntec, Singapore},
	Pages = {342--350},
	Posted-At = {2010-08-08 13:25:50},
	Priority = {0},
	Publisher = {Association for Computational Linguistics},
	Title = {{Concise integer linear programming formulations for dependency parsing}},
	Url = {http://portal.acm.org/citation.cfm?id=1687878.1687928},
	Year = {2009},
	Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1687878.1687928}}

@article{yoshinobu11ucompare,
	Abstract = {BACKGROUND:Bio-molecular event extraction from literature is recognized as an important task of bio text mining and, as such, many relevant systems have been developed and made available during the last decade. While such systems provide useful services individually, there is a need for a meta-service to enable comparison and ensemble of such services, offering optimal solutions for various purposes.RESULTS:We have integrated nine event extraction systems in the U-Compare framework, making them inter-compatible and interoperable with other U-Compare components. The U-Compare event meta-service provides various meta-level features for comparison and ensemble of multiple event extraction systems. Experimental results show that the performance improvements achieved by the ensemble are significant. CONCLUSIONS:While individual event extraction systems themselves provide useful features for bio text mining, the U-Compare meta-service is expected to improve the accessibility to the individual systems, and to enable meta-level uses over multiple event extraction systems such as comparison and ensemble.
},
	Author = {Kano, Yoshinobu and Bjorne, Jari and Ginter, Filip and Salakoski, Tapio and Buyko, Ekaterina and Hahn, Udo and Cohen, K Bretonnel and Verspoor, Karin and Roeder, Christophe and Hunter, Lawrence and Kilicoglu, Halil and Bergler, Sabine and Van Landeghem, Sofie and Van Parys, Thomas and Van de Peer, Yves and Miwa, Makoto and Ananiadou, Sophia and Neves, Mariana and Pascual-Montano, Alberto and Ozgur, Arzucan and Radev, Dragomir and Riedel, Sebastian and Saetre, Rune and Chun, Hong-Woo and Kim, Jin-Dong and Pyysalo, Sampo and Ohta, Tomoko and Tsujii, Jun'ichi},
	Date-Added = {2012-03-12 16:35:02 -0400},
	Date-Modified = {2012-03-12 16:35:31 -0400},
	Doi = {10.1186/1471-2105-12-481},
	Issn = {1471-2105},
	Journal = {BMC Bioinformatics},
	Number = {1},
	Pages = {481},
	Pubmedid = {22177292},
	Title = {U-Compare bio-event meta-service: compatible BioNLP event extraction services},
	Url = {http://www.biomedcentral.com/1471-2105/12/481},
	Volume = {12},
	Year = {2011},
	Bdsk-Url-1 = {http://www.biomedcentral.com/1471-2105/12/481},
	Bdsk-Url-2 = {http://dx.doi.org/10.1186/1471-2105-12-481}}

@inproceedings{vlachos11search,
	Author = {Andreas Vlachos and Mark Craven},
	Booktitle = conll11,
	Date-Added = {2011-06-27 19:47:13 -0400},
	Date-Modified = {2011-06-27 19:48:28 -0400},
	Title = {Search-based Structured Prediction applied to Biomedical Event Extraction},
	Year = {2011}}

@inproceedings{miwa10comparative,
	Acmid = {1869966},
	Address = {Stroudsburg, PA, USA},
	Author = {Miwa, Makoto and Pyysalo, Sampo and Hara, Tadayoshi and Tsujii, Jun'ichi},
	Booktitle = {Proceedings of the 2010 Workshop on Biomedical Natural Language Processing},
	Date-Added = {2011-06-16 22:10:00 -0400},
	Date-Modified = {2011-06-16 22:10:15 -0400},
	Isbn = {978-1-932432-73-2},
	Location = {Uppsala, Sweden},
	Numpages = {9},
	Pages = {37--45},
	Publisher = {Association for Computational Linguistics},
	Series = {BioNLP '10},
	Title = {A comparative study of syntactic parsers for event extraction},
	Url = {http://portal.acm.org/citation.cfm?id=1869961.1869966},
	Year = {2010},
	Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1869961.1869966}}

@article{miyao09evaluating,
	Author = {Yusuke Miyao and Kenji Sagae and Rune S{\ae}tre and Takuya Matsuzaki and Jun-ichi Tsujii},
	Date-Added = {2011-06-16 20:59:42 -0400},
	Date-Modified = {2011-06-16 20:59:55 -0400},
	Doi = {10.1093/bioinformatics/btn631},
	Journal = {Bioinformatics/computer Applications in The Biosciences},
	Masid = {4754827},
	Pages = {394--400},
	Title = {Evaluating contributions of natural language parsers to protein-protein interaction extraction},
	Volume = {25},
	Year = {2009},
	Bdsk-Url-1 = {http://dx.doi.org/10.1093/bioinformatics/btn631}}

@inproceedings{miwa10evaluating,
	Acmid = {1873869},
	Address = {Stroudsburg, PA, USA},
	Author = {Miwa, Makoto and Pyysalo, Sampo and Hara, Tadayoshi and Tsujii, Jun'ichi},
	Booktitle = {Proceedings of the 23rd International Conference on Computational Linguistics},
	Date-Added = {2011-06-16 20:36:33 -0400},
	Date-Modified = {2011-06-16 20:36:42 -0400},
	Location = {Beijing, China},
	Numpages = {9},
	Pages = {779--787},
	Publisher = {Association for Computational Linguistics},
	Series = {COLING '10},
	Title = {Evaluating dependency representation for event extraction},
	Url = {http://portal.acm.org/citation.cfm?id=1873781.1873869},
	Year = {2010},
	Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1873781.1873869}}

@inproceedings{yao11structured,
	Author = {Limin Yao and Aria Haghighi and Sebastian Riedel and Andrew McCallum},
	Booktitle = emnlp11,
	Date-Added = {2011-06-15 00:53:23 -0400},
	Date-Modified = {2012-04-06 20:13:57 -0400},
	Month = {July},
	Title = {Structured Relation Discovery using Generative Models},
	Url = {http://www.aclweb.org/anthology/D/D11/D11-1135.pdf},
	Year = {2011},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/D/D11/D11-1135.pdf}}

@inproceedings{riedel11robust,
	Author = {Sebastian Riedel and Andrew McCallum},
	Booktitle = bionlp11,
	Date-Added = {2011-06-15 00:33:10 -0400},
	Date-Modified = {2012-11-10 22:17:40 +0000},
	Month = {June},
	Title = {Robust Biomedical Event Extraction with Dual Decomposition and Minimal Domain Adaptation},
	Url = {/publications/papers/riedel11robust.pdf},
	Webnote = {A longer more informative version of this paper appeared in EMNLP 2011},
	Year = {2011},
	Bdsk-Url-1 = {/publications/papers/riedel11robust.pdf}}

@inproceedings{minka01expectation,
	Author = {Thomas P. Minka},
	Booktitle = {UAI},
	Date-Added = {2011-06-01 21:25:34 -0400},
	Date-Modified = {2011-06-01 21:25:53 -0400},
	Pages = {362-369},
	Title = {Expectation Propagation for approximate Bayesian inference},
	Year = {2001}}

@inproceedings{meshi10learning,
	Author = {Ofer Meshi and David Sontag and Tommi Jaakkola and Amir Globerson},
	Booktitle = {International Conference on Machine Learning},
	Date-Added = {2011-05-10 21:07:48 -0400},
	Date-Modified = {2011-05-10 21:08:01 -0400},
	Masid = {13761819},
	Pages = {783--790},
	Title = {Learning Efficiently with Approximate Inference via Dual Losses},
	Year = {2010}}

@inproceedings{mclosky11bevent,
	Author = {David McClosky and Mihai Surdeanu and Christopher D. Manning},
	Booktitle = bionlp11,
	Date-Added = {2011-05-06 14:46:08 -0400},
	Date-Modified = {2011-06-20 20:56:59 -0400},
	Title = {Event Extraction as Dependency Parsing in {BioNLP} 2011},
	Year = {2011}}

@inproceedings{mclosky11event,
	Address = {Portland, Oregon},
	Author = {David McClosky and Mihai Surdeanu and Chris Manning},
	Booktitle = acl11,
	Date-Added = {2011-05-06 14:45:12 -0400},
	Date-Modified = {2011-06-20 20:56:50 -0400},
	Month = {June},
	Title = {Event Extraction as Dependency Parsing},
	Year = {2011}}

@inproceedings{bionlp-st2011-bi,
	Address = {Portland, Oregon},
	Author = {Jourde, Julien and Manine, Alain-Pierre and Veber, Philippe and Fort, Kar\"en and Bossy, Robert and Alphonse, Erick and Bessi\`eres, Philippe},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:39:18 -0400},
	Date-Modified = {2011-05-05 22:39:18 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{BioNLP Shared Task 2011 - Bacteria Gene Interactions and Renaming}},
	Year = {2011}}

@inproceedings{bionlp-st2011-bb,
	Address = {Portland, Oregon},
	Author = {Bossy, Robert and Jourde, Julien and Bessi\`eres, Philippe and van de Guchte, Marteen and N\'edellec, Claire},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:39:05 -0400},
	Date-Modified = {2011-05-05 22:39:05 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{BioNLP Shared Task 2011 - Bacteria Biotope}},
	Year = {2011}}

@inproceedings{bionlp-st2011-rel,
	Address = {Portland, Oregon},
	Author = {Pyysalo, Sampo and Ohta, Tomoko and Tsujii, Jun'ichi},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:38:52 -0400},
	Date-Modified = {2011-05-05 22:38:52 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{Overview of the Entity Relations (REL) supporting task of BioNLP Shared Task 2011}},
	Year = {2011}}

@inproceedings{bionlp-st2011-epi,
	Address = {Portland, Oregon},
	Author = {Ohta, Tomoko and Pyysalo, Sampo and Tsujii, Jun'ichi},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:38:45 -0400},
	Date-Modified = {2011-05-05 22:38:45 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{Overview of the Epigenetics and Post-translational Modifications (EPI) task of BioNLP Shared Task 2011}},
	Year = {2011}}

@inproceedings{bionlp-st2011-id,
	Address = {Portland, Oregon},
	Author = {Pyysalo, Sampo and Ohta, Tomoko and Rak, Rafal and Sullivan, Dan and Mao, Chunhong and Wang, Chunxia and Sobral, Bruno and Tsujii, Jun'ichi and Ananiadou, Sophia},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:38:34 -0400},
	Date-Modified = {2011-05-05 22:38:34 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{Overview of the Infectious Diseases (ID) task of BioNLP Shared Task 2011}},
	Year = {2011}}

@inproceedings{bionlp-st2011-co,
	Address = {Portland, Oregon},
	Author = {Nguyen, Ngan and Kim, Jin-Dong and Tsujii, Jun'ichi},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:38:25 -0400},
	Date-Modified = {2011-05-05 22:38:25 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{Overview of the Protein Coreference task in BioNLP Shared Task 2011}},
	Year = {2011}}

@inproceedings{bionlp-st2011-ge,
	Address = {Portland, Oregon},
	Author = {Kim, Jin-Dong and Wang, Yue and Takagi, Toshihisa and Yonezawa, Akinori},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:38:12 -0400},
	Date-Modified = {2011-05-05 22:38:12 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{Overview of the Genia Event task in BioNLP Shared Task 2011}},
	Year = {2011}}

@inproceedings{bionlp-st2011-resources,
	Address = {Portland, Oregon},
	Author = {Stenetorp, Pontus and Topi{\'c}, Goran and Pyysalo, Sampo and Ohta, Tomoko and Kim, Jin-Dong and Tsujii, Jun'ichi},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:38:06 -0400},
	Date-Modified = {2011-05-05 22:38:06 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{BioNLP Shared Task 2011: Supporting Resources}},
	Year = {2011}}

@inproceedings{bionlp-st2011-overview,
	Address = {Portland, Oregon},
	Author = {Kim, Jin-Dong and Pyysalo, Sampo and Ohta, Tomoko and Bossy, Robert and Tsujii, Jun'ichi},
	Booktitle = {Proceedings of the BioNLP 2011 Workshop Companion Volume for Shared Task},
	Date-Added = {2011-05-05 22:37:59 -0400},
	Date-Modified = {2011-05-05 22:37:59 -0400},
	Month = {June},
	Publisher = {Association for Computational Linguistics},
	Title = {{Overview of BioNLP Shared Task 2011}},
	Year = {2011}}

@inproceedings{riedel11fast,
	Author = {Sebastian Riedel and Andrew Mc{C}allum},
	Booktitle = emnlp11,
	Date-Added = {2011-04-03 18:12:40 -0400},
	Date-Modified = {2012-02-07 22:58:10 -0500},
	Note = {Plenary Session Paper (acceptance rate 1.6\%)},
	Title = {Fast and Robust Joint Models for Biomedical Event Extraction},
	Url = {http://aclweb.org/anthology/D/D11/D11-1001.pdf},
	Webnote = {Plenary Session Paper (acceptance rate 1.6%)},
	Year = {2011},
	Bdsk-Url-1 = {http://aclweb.org/anthology/D/D11/D11-1001.pdf}}

@inproceedings{mcclosky11event,
	Author = {David McClosky and Mihai Surdeanu and Christopher D. Manning},
	Booktitle = {BioNLP 2011 Shared Task},
	Date-Added = {2011-04-03 18:06:49 -0400},
	Date-Modified = {2011-05-10 02:31:41 -0400},
	Title = {Event Extraction as Dependency Parsing in BioNLP 2011},
	Year = {2011}}

@inproceedings{riedel11model,
	Author = {Sebastian Riedel and David McClosky and Mihai Surdeanu and Christopher D. Manning and Andrew McCallum},
	Booktitle = bionlp11,
	Date-Added = {2011-04-03 18:06:35 -0400},
	Date-Modified = {2011-06-20 20:59:36 -0400},
	Month = {June},
	Title = {Model Combination for Event Extraction in {BioNLP} 2011},
	Url = {/publications/papers/riedel11model.pdf},
	Year = {2011},
	Bdsk-Url-1 = {/publications/papers/riedel11model.pdf}}

@inproceedings{hakenberg09molecular,
	Acmid = {1572353},
	Address = {Stroudsburg, PA, USA},
	Author = {Hakenberg, J\"{o}rg and Solt, Ill\'{e}s and Tikk, Domonkos and Tari, Luis and Rheinl\"{a}nder, Astrid and Ngyuen, Quang Long and Gonzalez, Graciela and Leser, Ulf},
	Booktitle = {Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing: Shared Task},
	Date-Added = {2011-03-18 20:20:47 -0400},
	Date-Modified = {2011-03-18 20:20:55 -0400},
	Isbn = {978-1-932432-44-2},
	Location = {Boulder, Colorado},
	Numpages = {9},
	Pages = {86--94},
	Publisher = {Association for Computational Linguistics},
	Series = {BioNLP '09},
	Title = {Molecular event extraction from link grammar parse trees},
	Url = {http://portal.acm.org/citation.cfm?id=1572340.1572353},
	Year = {2009},
	Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1572340.1572353}}

@inproceedings{morante09memory,
	Acmid = {1572349},
	Address = {Stroudsburg, PA, USA},
	Author = {Morante, Roser and Van Asch, Vincent and Daelemans, Walter},
	Booktitle = {Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing: Shared Task},
	Date-Added = {2011-03-18 20:19:03 -0400},
	Date-Modified = {2011-03-18 20:19:13 -0400},
	Isbn = {978-1-932432-44-2},
	Location = {Boulder, Colorado},
	Numpages = {9},
	Pages = {59--67},
	Publisher = {Association for Computational Linguistics},
	Series = {BioNLP '09},
	Title = {A memory-based learning approach to event extraction in biomedical texts},
	Url = {http://portal.acm.org/citation.cfm?id=1572340.1572349},
	Year = {2009},
	Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1572340.1572349}}

@inproceedings{Koo10dualdecomposition,
	Author = {Terry Koo and Alexander M. Rush and Michael Collins and Tommi Jaakkola and David Sontag},
	Booktitle = emnlp10,
	Date-Added = {2011-03-07 00:53:29 -0500},
	Date-Modified = {2011-06-19 19:43:17 -0400},
	Title = {Dual decomposition for parsing with nonprojective head automata},
	Year = {2010}}

@inproceedings{Rush10ondual,
	Author = {Alexander M. Rush and David Sontag and Michael Collins and Tommi Jaakkola},
	Booktitle = emnlp10,
	Date-Added = {2011-03-07 00:52:52 -0500},
	Date-Modified = {2011-06-19 19:43:51 -0400},
	Title = {On Dual Decomposition and Linear Programming Relaxations for Natural Language Processing},
	Year = {2010}}

@inproceedings{poon10joint,
	Address = {Los Angeles, California},
	Author = {Poon, Hoifung and Vanderwende, Lucy},
	Booktitle = {Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
	Citeulike-Article-Id = {7273966},
	Citeulike-Linkout-0 = {http://www.aclweb.org/anthology-new/N/N10/N10-1123.bib},
	Citeulike-Linkout-1 = {http://www.aclweb.org/anthology-new/N/N10/N10-1123.pdf},
	Date-Added = {2011-03-06 23:21:22 -0500},
	Date-Modified = {2011-03-06 23:21:28 -0500},
	Keywords = {biomedical, event-extraction},
	Month = jun,
	Pages = {813--821},
	Posted-At = {2010-06-08 22:04:45},
	Priority = {2},
	Publisher = {Association for Computational Linguistics},
	Title = {{Joint Inference for Knowledge Extraction from Biomedical Literature}},
	Url = {http://www.aclweb.org/anthology-new/N/N10/N10-1123.bib},
	Year = {2010},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology-new/N/N10/N10-1123.bib}}

@article{miwa10event,
	Abstract = {{Biomedical Natural Language Processing (BioNLP) attempts to capture biomedical phenomena from texts by extracting relations between biomedical entities (i.e. proteins and genes). Traditionally, only binary relations have been extracted from large numbers of published papers. Recently, more complex relations (biomolecular events) have also been extracted. Such events may include several entities or other relations. To evaluate the performance of the text mining systems, several shared task challenges have been arranged for the BioNLP community. With a common and consistent task setting, the BioNLP'09 shared task evaluated complex biomolecular events such as binding and regulation.Finding these events automatically is important in order to improve biomedical event extraction systems. In the present paper, we propose an automatic event extraction system, which contains a model for complex events, by solving a classification problem with rich features. The main contributions of the present paper are: (1) the proposal of an effective bio-event detection method using machine learning, (2) provision of a high-performance event extraction system, and (3) the execution of a quantitative error analysis. The proposed complex (binding and regulation) event detector outperforms the best system from the BioNLP'09 shared task challenge.}},
	Author = {Miwa, Makoto and Saetre, Rune and Kim, Jin-Dong D. and Tsujii, Jun'ichi},
	Citeulike-Article-Id = {6940606},
	Citeulike-Linkout-0 = {http://www.biomedexperts.com/Abstract.bme/20183879},
	Citeulike-Linkout-1 = {http://view.ncbi.nlm.nih.gov/pubmed/20183879},
	Citeulike-Linkout-2 = {http://www.hubmed.org/display.cgi?uids=20183879},
	Date-Added = {2011-03-06 21:13:49 -0500},
	Date-Modified = {2011-03-06 21:14:08 -0500},
	Issn = {0219-7200},
	Journal = {Journal of bioinformatics and computational biology},
	Keywords = {performance\_event, relations, rich\_features},
	Month = feb,
	Number = {1},
	Pages = {131--146},
	Posted-At = {2010-04-01 18:02:28},
	Priority = {2},
	Title = {{Event extraction with complex event classification using rich features.}},
	Url = {http://www.biomedexperts.com/Abstract.bme/20183879},
	Volume = {8},
	Year = {2010},
	Bdsk-Url-1 = {http://www.biomedexperts.com/Abstract.bme/20183879}}

@inproceedings{niepert10probabilistic,
	Author = {Mathias Niepert and Christian Meilicke and Heiner Stuckenschmidt},
	Booktitle = aaai10,
	Date-Added = {2010-12-23 17:32:12 -0500},
	Date-Modified = {2010-12-23 17:33:08 -0500},
	Title = {A Probabilistic-Logical Framework for Ontology Matching},
	Year = {2010}}

@inproceedings{koo10dual,
	Author = {Terry Koo and Alexander M. Rush and Michael Collins and Tommi Jaakkola and David Sontag},
	Booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
	Date-Added = {2010-12-16 10:54:05 -0500},
	Date-Modified = {2010-12-16 10:54:12 -0500},
	Title = {Dual Decomposition for Parsing with Non-Projective Head Automata},
	Year = {2010}}

@inproceedings{yoshikawa10coreference,
	Author = {Katsumasa Yoshikawa and Sebastian Riedel and Tsutomu Hirao and Masayuki Asahara and Yuji Matsumoto},
	Booktitle = {Proceedings of the Fourth International Symposium on Semantic Mining in Biomedicine (SMBM' 10)},
	Date-Added = {2010-11-02 23:38:38 -0400},
	Date-Modified = {2011-08-01 16:49:11 -0400},
	Title = {Coreference Based Event-Argument Relation Extraction on Biomedical Text},
	Webnote = {Best Paper Award},
	Year = {2010}}

@inproceedings{kim08text,
	Author = {Jin-Dong Kim and Tomoko Ohta and Kanae Oda and Jun-ichi Tsujii},
	Booktitle = {APBC},
	Date-Added = {2010-10-27 23:23:04 -0400},
	Date-Modified = {2010-10-27 23:23:21 -0400},
	Pages = {165-176},
	Title = {From Text to Pathway: Corpus Annotation for Knowledge Acquisition from Biomedical Literature},
	Year = {2008}}

@proceedings{riedel09ilpnlp,
	Date-Added = {2010-10-17 23:59:21 -0400},
	Date-Modified = {2010-10-18 00:00:31 -0400},
	Editor = {Sebastian Riedel and James Clarke},
	Title = {Proceedings of the NAACL Workshop on Integer Linear Programming for Natural Langauge Processing},
	Year = {2009}}

@inproceedings{yao10collective,
	Author = {Limin Yao and Sebastian Riedel and Andrew Mc{C}allum},
	Booktitle = emnlp10,
	Date-Added = {2010-10-17 13:21:22 -0400},
	Date-Modified = {2012-09-08 22:01:05 +0000},
	Title = {Collective Cross-Document Relation Extraction Without Labelled Data},
	Url = {http://www.cs.umass.edu/~lmyao/papers/relation-emnlp10.pdf},
	Year = {2010},
	Bdsk-Url-1 = {http://www.cs.umass.edu/~lmyao/papers/relation-emnlp10.pdf}}

@inproceedings{kats09machine,
	Author = {吉川克正, Sebastial Niedel, 浅原正幸, 松本裕治. 人工知能学会基礎問題研究会予稿集},
	Booktitle = {FPAI-73,},
	Date-Added = {2010-07-12 14:41:50 -0400},
	Date-Modified = {2010-07-12 14:43:30 -0400},
	Title = {Machine Learning on Temporal Relation Identification with Joint Inference},
	Year = {2009}}

@inproceedings{riedel10declarative,
	Author = {Sebastian Riedel},
	Booktitle = starai10,
	Date-Added = {2010-07-12 12:36:51 -0400},
	Date-Modified = {2010-07-12 15:37:06 -0400},
	Title = {Declarative Probabilistic Programming for Undirected Models: Open Up to Scale Up},
	Url = {http://maroo.cs.umass.edu/pub/web/getpdf.php?id=942},
	Year = {2010},
	Bdsk-Url-1 = {http://maroo.cs.umass.edu/pub/web/getpdf.php?id=942}}

@inproceedings{yoshikawa09joint,
	Author = {Katsumasa Yoshikawa and Sebastian Riedel and Masayuki Asahara and Yuji Matsumoto},
	Booktitle = {Transactions of the Japanese Society for Artificial Intelligence},
	Date-Added = {2010-07-12 12:31:10 -0400},
	Date-Modified = {2010-07-12 12:33:24 -0400},
	Keywords = {Markov Logic,Temporal},
	Title = {Joint Inference of Temporal Relations with Markov Logic},
	Year = {2009}}

@article{riedel10bio,
	Author = {Sebastian Riedel and Rune Saetre and Hong-Woo Chun and Toshihisa Takagi and Jun'ichi Tsujii},
	Date-Added = {2010-07-11 02:01:07 -0700},
	Date-Modified = {2011-08-01 16:50:06 -0400},
	Journal = {Computational Intelligence},
	Month = {November},
	Number = {4},
	Title = {Bio-Molecular Event Extraction with Markov Logic},
	Volume = {27},
	Year = {2011}}

@inproceedings{riedel10modeling,
	Author = {Sebastian Riedel and Limin Yao and Andrew McCallum},
	Booktitle = ecml10,
	Date-Added = {2010-07-11 01:45:27 -0700},
	Date-Modified = {2010-07-12 01:36:45 -0400},
	Title = {Modeling Relations and Their Mentions without Labeled Text},
	Url = {/publications/papers/riedel10modeling.pdf},
	Year = {2010},
	Bdsk-Url-1 = {/publications/papers/riedel10modeling.pdf}}

@inproceedings{riedel10inference,
	Author = {Sebastian Riedel and David Smith and Andrew McCallum},
	Booktitle = uai10,
	Date-Added = {2010-07-11 01:40:35 -0700},
	Date-Modified = {2010-11-02 23:57:30 -0400},
	Title = {Inference by Minimizing Size, Divergence, or their Sum},
	Year = {2010}}

@inproceedings{riedel09revisiting,
	Address = {Morristown, NJ, USA},
	Author = {Sebastian Riedel and James Clarke},
	Booktitle = hltnaacl09,
	Date-Added = {2010-07-11 01:29:13 -0700},
	Date-Modified = {2012-09-08 22:09:11 +0000},
	Location = {Boulder, Colorado},
	Pages = {5--8},
	Publisher = {Association for Computational Linguistics},
	Title = {Revisiting optimal decoding for machine translation IBM model 4},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/RiedelCl09.pdf},
	Year = {2009},
	Bdsk-Url-1 = {http://l2r.cs.uiuc.edu/~danr/Papers/RiedelCl09.pdf}}

@inproceedings{singh10constraint,
	Address = {Los Angeles, California},
	Author = {Sameer Singh and Limin Yao and Sebastian Riedel and Andrew McCallum},
	Booktitle = hltnaacl10,
	Date-Added = {2010-07-11 01:24:13 -0700},
	Date-Modified = {2010-07-11 01:52:59 -0700},
	Month = {June},
	Pages = {729--732},
	Publisher = {Association for Computational Linguistics},
	Title = {Constraint-Driven Rank-Based Learning for Information Extraction},
	Url = {http://www.cs.umass.edu/~lmyao/papers/semi-ie-naacl10.pdf},
	Year = {2010},
	Bdsk-Url-1 = {http://www.cs.umass.edu/~lmyao/papers/semi-ie-naacl10.pdf}}

@inproceedings{riedel10relaxed,
	Address = {Los Angeles, California},
	Author = {Sebastian Riedel and David A. Smith},
	Booktitle = hltnaacl10,
	Date-Added = {2010-07-11 01:18:17 -0700},
	Date-Modified = {2012-09-08 22:06:45 +0000},
	Month = {June},
	Pages = {760--768},
	Publisher = {Association for Computational Linguistics},
	Title = {Relaxed Marginal Inference and its Application to Dependency Parsing},
	Url = {http://www.aclweb.org/anthology/N10-1117},
	Year = {2010},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/N10-1117}}

@inproceedings{wu07auto,
	Address = {New York, NY, USA},
	Author = {Wu, Fei and Weld, Daniel S.},
	Booktitle = cikm07,
	Date-Added = {2010-07-04 12:54:44 -0400},
	Date-Modified = {2010-07-04 12:55:10 -0400},
	Doi = {http://doi.acm.org/10.1145/1321440.1321449},
	Isbn = {978-1-59593-803-9},
	Location = {Lisbon, Portugal},
	Pages = {41--50},
	Publisher = {ACM},
	Title = {Autonomously semantifying wikipedia},
	Year = {2007},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1321440.1321449}}

@inproceedings{reichartz09dependency,
	Address = {Berlin, Heidelberg},
	Author = {Reichartz, Frank and Korte, Hannes and Paass, Gerhard},
	Booktitle = ecml09,
	Date-Added = {2010-07-02 14:32:36 -0400},
	Date-Modified = {2010-07-02 14:33:35 -0400},
	Doi = {http://dx.doi.org/10.1007/978-3-642-04174-7_18},
	Isbn = {978-3-642-04173-0},
	Location = {Bled, Slovenia},
	Pages = {270--285},
	Publisher = {Springer-Verlag},
	Title = {Dependency Tree Kernels for Relation Extraction from Natural Language Text},
	Year = {2009},
	Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-642-04174-7_18}}

@inproceedings{nguyen09convolution,
	Address = {Morristown, NJ, USA},
	Author = {Nguyen, Truc-Vien T. and Moschitti, Alessandro and Riccardi, Giuseppe},
	Booktitle = emnlp09,
	Date-Added = {2010-07-02 14:30:31 -0400},
	Date-Modified = {2010-07-02 14:30:58 -0400},
	Isbn = {978-1-932432-63-3},
	Location = {Singapore},
	Pages = {1378--1387},
	Publisher = {Association for Computational Linguistics},
	Title = {Convolution kernels on constituent, dependency and sequential structures for relation extraction},
	Year = {2009}}

@inproceedings{zhang06composite,
	Address = {Morristown, NJ, USA},
	Author = {Zhang, Min and Zhang, Jie and Su, Jian and Zhou, Guodong},
	Booktitle = acl06,
	Date-Added = {2010-07-02 14:27:28 -0400},
	Date-Modified = {2010-07-02 14:27:58 -0400},
	Location = {Sydney, Australia},
	Pages = {825--832},
	Publisher = {Association for Computational Linguistics},
	Title = {A composite kernel to extract relations between entities with both flat and structured features},
	Year = {2006},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/1220175.1220279}}

@article{etzioni08open,
	Address = {New York, NY, USA},
	Author = {Etzioni, Oren and Banko, Michele and Soderland, Stephen and Weld, Daniel S.},
	Date-Added = {2010-06-23 22:05:31 -0400},
	Date-Modified = {2010-06-23 22:05:39 -0400},
	Doi = {http://doi.acm.org/10.1145/1409360.1409378},
	Issn = {0001-0782},
	Journal = {Commun. ACM},
	Number = {12},
	Pages = {68--74},
	Publisher = {ACM},
	Title = {Open information extraction from the web},
	Volume = {51},
	Year = {2008},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1409360.1409378}}

@inproceedings{normand09improving,
	Address = {Berlin, Heidelberg},
	Author = {Normand, Eric and Grant, Kevin and Ioup, Elias and Sample, John},
	Booktitle = {SSDBM 2009: Proceedings of the 21st International Conference on Scientific and Statistical Database Management},
	Date-Added = {2010-06-22 16:48:22 -0400},
	Date-Modified = {2010-06-22 16:48:32 -0400},
	Doi = {http://dx.doi.org/10.1007/978-3-642-02279-1_39},
	Isbn = {978-3-642-02278-4},
	Location = {New Orleans, LA, USA},
	Pages = {553--561},
	Publisher = {Springer-Verlag},
	Title = {Improving Relation Extraction by Exploiting Properties of the Target Relation},
	Year = {2009},
	Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-642-02279-1_39}}

@inproceedings{kate10joint,
	Author = {Rohit J. Kate and Raymond J. Mooney},
	Booktitle = conll10,
	Date-Added = {2010-06-21 17:13:30 -0400},
	Date-Modified = {2010-06-21 17:14:03 -0400},
	Title = {Joint Entity and Relation Extraction using Card-Pyramid Parsing},
	Year = {2010}}

@inproceedings{schoenmackers08scaling,
	Address = {Morristown, NJ, USA},
	Author = {Schoenmackers, Stefan and Etzioni, Oren and Weld, Daniel S.},
	Booktitle = {EMNLP '08: Proceedings of the Conference on Empirical Methods in Natural Language Processing},
	Date-Added = {2010-06-21 16:50:44 -0400},
	Date-Modified = {2010-06-21 16:51:19 -0400},
	Location = {Honolulu, Hawaii},
	Pages = {79--88},
	Publisher = {Association for Computational Linguistics},
	Title = {Scaling textual inference to the web},
	Year = {2008}}

@inproceedings{bilgic07combining,
	Address = {Washington, DC, USA},
	Author = {Bilgic, Mustafa and Namata, Galileo Mark and Getoor, Lise},
	Booktitle = {ICDMW '07: Proceedings of the Seventh IEEE International Conference on Data Mining Workshops},
	Date-Added = {2010-05-24 22:13:05 -0700},
	Date-Modified = {2010-05-24 22:14:21 -0700},
	Pages = {381--386},
	Publisher = {IEEE Computer Society},
	Title = {Combining Collective Classification and Link Prediction},
	Year = {2007},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/ICDMW.2007.28}}

@inproceedings{Komodakis07mrfoptimization,
	Author = {Nikos Komodakis and Nikos Paragios and Georgios Tziritas},
	Booktitle = iccv07,
	Date-Added = {2010-05-03 23:21:32 -0400},
	Date-Modified = {2011-06-20 20:51:33 -0400},
	Title = {MRF optimization via dual decomposition: Message-passing revisited},
	Year = {2007}}

@inproceedings{singh09bi-directional,
	Author = {Sameer Singh and Karl Schultz and Andrew McCallum},
	Booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)},
	Date-Added = {2010-04-30 21:58:32 -0400},
	Date-Modified = {2010-04-30 21:58:49 -0400},
	Pages = {414-429},
	Title = {Bi-directional Joint Inference for Entity Resolution and Segmentation Using Imperatively-Defined Factor Graphs},
	Year = {2009}}

@article{dietterich1997solving,
	Author = {Dietterich, T.G. and Lathrop, R.H. and Lozano-P{\'e}rez, T.},
	Date-Added = {2010-04-30 01:09:05 -0400},
	Date-Modified = {2010-04-30 01:09:05 -0400},
	Journal = {Artificial Intelligence},
	Number = {1-2},
	Pages = {31--71},
	Publisher = {Elsevier},
	Title = {Solving the multiple instance problem with axis-parallel rectangles},
	Volume = {89},
	Year = {1997}}

@inproceedings{bunescu07learning,
	Author = {Razvan C. Bunescu and Raymond J. Mooney},
	Booktitle = acl07,
	Date-Added = {2010-04-27 12:10:08 -0400},
	Date-Modified = {2010-04-27 12:11:23 -0400},
	Title = {Learning to Extract Relations from the Web using Minimal Supervision},
	Year = {2007}}

@inproceedings{yoshikawa09jointly,
	Address = {Suntec, Singapore},
	Author = {Yoshikawa, Katsumasa and Riedel, Sebastian and Asahara, Masayuki and Matsumoto, Yuji},
	Booktitle = acl09,
	Date-Added = {2010-03-18 15:25:15 -0400},
	Date-Modified = {2010-07-12 14:47:43 -0400},
	Month = {August},
	Pages = {405--413},
	Publisher = {Association for Computational Linguistics},
	Title = {Jointly Identifying Temporal Relations with Markov Logic},
	Url = {http://www.aclweb.org/anthology/P/P09/P09-1046},
	Year = {2009},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/P/P09/P09-1046}}

@inproceedings{riedel09cutting,
	Author = {Sebastian Riedel},
	Booktitle = {SRL 2009},
	Date-Added = {2010-03-18 15:16:29 -0400},
	Date-Modified = {2010-07-12 02:12:25 -0400},
	Keywords = {Markov Logic},
	Title = {Cutting Plane MAP Inference for Markov Logic},
	Url = {http://alchemy.cs.washington.edu/papers/pdfs/riedel09.pdf},
	Year = {2009},
	Bdsk-Url-1 = {http://alchemy.cs.washington.edu/papers/pdfs/riedel09.pdf}}

@inproceedings{kumar04approximate,
	Author = {S. Kumar and M. Hebert},
	Booktitle = {Snowbird Learning Workshop},
	Date-Added = {2010-03-12 00:24:06 -0500},
	Date-Modified = {2010-03-12 00:24:43 -0500},
	Title = {Approximate Parameter Learning in Discriminative Fields},
	Year = {2004}}

@inproceedings{bengtson08understanding,
	Address = {Morristown, NJ, USA},
	Author = {Bengtson, Eric and Roth, Dan},
	Booktitle = emnlp08,
	Date-Added = {2010-03-11 21:31:29 -0500},
	Date-Modified = {2010-03-11 21:31:49 -0500},
	Location = {Honolulu, Hawaii},
	Pages = {294--303},
	Publisher = {Association for Computational Linguistics},
	Title = {Understanding the value of features for coreference resolution},
	Year = {2008}}

@inproceedings{anonymous10,
	Author = {Anonymous},
	Booktitle = {Anonymous (to appear)},
	Date-Added = {2010-03-10 14:46:02 -0500},
	Date-Modified = {2010-03-12 15:23:51 -0500},
	Journal = {anonymous},
	Title = {Anonymous},
	Year = {2010}}

@article{kreinovich03exact,
	Author = {V. Kreinovich and S. Ferson and L. Ginzburg},
	Date-Added = {2010-03-07 09:13:37 -0500},
	Date-Modified = {2010-03-07 09:15:54 -0500},
	Journal = {Reliable Computing},
	Month = {December},
	Number = {6},
	Pages = {441--463},
	Title = {Exact Upper Bound on the Mean of the Product of Many Random Variables With Known Expectations},
	Volume = {9},
	Year = {2003},
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@inproceedings{Petrov08discriminative,
	Author = {Slav Petrov and Dan Klein},
	Booktitle = nips08,
	Date-Added = {2010-03-06 19:04:03 -0500},
	Date-Modified = {2010-03-06 19:04:43 -0500},
	Title = {Discriminative log-linear grammars with latent variables},
	Year = {2008}}

@inproceedings{satre09akanere,
	Address = {Madrid, Spain},
	Author = {S{\ae}tre, Rune and Kazuhiro Yoshida and Makoto Miwa and Takuya Matsuzaki and Yoshinobu Kano and Jun'ichi Tsujii},
	Booktitle = {BioCreative II.5 Workshop 2009 special session | Digital Annotations},
	Date-Added = {2010-03-01 15:55:44 -0500},
	Date-Modified = {2010-03-01 15:55:44 -0500},
	Month = {October},
	Pages = {33},
	Pdf = {http://www.biocreative.org/media/store/files/2009/Proceedings.pdf#page%3D35},
	Publisher = {CNIO},
	Title = {AkaneRE Relation Extraction: Protein Interaction and Normalization in the BioCreAtIvE II.5 Challenge},
	Year = {2009}}

@inproceedings{smith05contrastive,
	Address = {Morristown, NJ, USA},
	Author = {Smith, Noah A. and Eisner, Jason},
	Booktitle = {ACL '05: Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics},
	Date-Added = {2010-02-16 04:57:14 -0500},
	Date-Modified = {2010-02-16 04:57:24 -0500},
	Doi = {http://dx.doi.org/10.3115/1219840.1219884},
	Location = {Ann Arbor, Michigan},
	Pages = {354--362},
	Publisher = {Association for Computational Linguistics},
	Title = {Contrastive estimation: training log-linear models on unlabeled data},
	Year = {2005},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/1219840.1219884}}

@article{morgan04gene,
	Address = {San Diego, USA},
	Author = {Morgan, Alexander A. and Hirschman, Lynette and Colosimo, Marc and Yeh, Alexander S. and Colombe, Jeff B.},
	Date-Added = {2010-02-16 04:33:57 -0500},
	Date-Modified = {2010-02-16 04:34:04 -0500},
	Doi = {http://dx.doi.org/10.1016/j.jbi.2004.08.010},
	Issn = {1532-0464},
	Journal = {J. of Biomedical Informatics},
	Number = {6},
	Pages = {396--410},
	Publisher = {Elsevier Science},
	Title = {Gene name identification and normalization using a model organism database},
	Volume = {37},
	Year = {2004},
	Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.jbi.2004.08.010}}

@inproceedings{craven99constructing,
	Address = {Germany},
	Author = {M. Craven and J. Kumlien},
	Booktitle = {Proceedings of the Seventh International Conference on Intelligent Systems for Molecular Biology},
	Date-Added = {2010-02-15 20:42:06 -0500},
	Date-Modified = {2010-07-06 22:33:02 -0400},
	Pages = {77-86},
	Title = {Constructing biological knowledge-bases by extracting information from text sources},
	Year = {1999},
	Bdsk-Url-1 = {http://citeseer.nj.nec.com/craven99constructing.html}}

@inproceedings{bollacker08freebase,
	Address = {New York, NY, USA},
	Author = {Bollacker, Kurt and Evans, Colin and Paritosh, Praveen and Sturge, Tim and Taylor, Jamie},
	Booktitle = {SIGMOD '08: Proceedings of the 2008 ACM SIGMOD international conference on Management of data},
	Date-Added = {2010-02-15 20:40:02 -0500},
	Date-Modified = {2010-02-15 20:40:16 -0500},
	Doi = {http://doi.acm.org/10.1145/1376616.1376746},
	Isbn = {978-1-60558-102-6},
	Location = {Vancouver, Canada},
	Pages = {1247--1250},
	Publisher = {ACM},
	Title = {Freebase: a collaboratively created graph database for structuring human knowledge},
	Year = {2008},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1376616.1376746}}

@inproceedings{xu09latent,
	Address = {San Francisco, CA, USA},
	Author = {Sun, Xu and Matsuzaki, Takuya and Okanohara, Daisuke and Tsujii, Jun'ichi},
	Booktitle = {IJCAI'09: Proceedings of the 21st international jont conference on Artifical intelligence},
	Date-Added = {2010-02-14 23:35:50 -0500},
	Date-Modified = {2010-02-14 23:36:00 -0500},
	Location = {Pasadena, California, USA},
	Pages = {1236--1242},
	Publisher = {Morgan Kaufmann Publishers Inc.},
	Title = {Latent variable perceptron algorithm for structured classification},
	Year = {2009}}

@manual{sandhaus08newyork,
	Author = {Evan Sandhaus},
	Date-Added = {2010-02-14 23:14:38 -0500},
	Date-Modified = {2010-02-14 23:16:35 -0500},
	Organization = {Linguistic Data Consortium, Philadelphia},
	Title = {The New York Times Annotated Corpus},
	Year = {2008}}

@article{Jensen93blockinggibbs,
	Author = {Claus Skaanning Jensen and Augustine Kong and Uffe Kjaerulff},
	Date-Added = {2010-02-14 20:57:48 -0500},
	Date-Modified = {2010-02-14 20:58:48 -0500},
	Journal = {International Journal of Human Computer Studies. Special Issue on Real-World Applications of Uncertain Reasoning},
	Pages = {647--666},
	Title = {Blocking Gibbs Sampling in Very Large Probabilistic Expert Systems},
	Volume = {42},
	Year = {1993}}

@incollection{mccallum09factorie,
	Author = {Andrew McCallum and Karl Schultz and Sameer Singh},
	Booktitle = {Advances in Neural Information Processing Systems 22},
	Date-Added = {2010-02-14 19:32:29 -0500},
	Date-Modified = {2010-02-14 19:32:41 -0500},
	Editor = {Y. Bengio and D. Schuurmans and J. Lafferty and C. K. I. Williams and A. Culotta},
	Pages = {1249--1257},
	Title = {FACTORIE: Probabilistic Programming via Imperatively Defined Factor Graphs},
	Year = {2009}}

@inproceedings{mintz09distant,
	Author = {Mike Mintz and Steven Bills and Rion Snow and Daniel Jurafsky},
	Booktitle = acl09,
	Date-Added = {2010-02-08 17:33:41 -0500},
	Date-Modified = {2010-04-30 21:47:38 -0400},
	Pages = {1003--1011},
	Publisher = {Association for Computational Linguistics},
	Title = {Distant supervision for relation extraction without labeled data},
	Year = {2009},
	Bdsk-Url-1 = {http://aclweb.org/anthology-new/P/P09/P09-1113.pdf}}

@inproceedings{pfeffer09figaro,
	Author = {Avi Pfeffer},
	Booktitle = {Charles River Analytics Technical Report (2009)},
	Date-Added = {2010-02-07 13:00:39 -0500},
	Date-Modified = {2010-02-07 13:01:15 -0500},
	Title = {Figaro: An Object-Oriented Probabilistic Programming Language},
	Year = {2009}}

@inproceedings{Taskar03link,
	Author = {Ben Taskar and Ming-fai Wong and Pieter Abbeel and Daphne Koller},
	Booktitle = nips03,
	Date-Added = {2010-02-07 01:20:05 -0500},
	Date-Modified = {2010-02-07 01:20:21 -0500},
	Title = {Link Prediction in Relational Data},
	Year = {2003}}

@inproceedings{mcdonald06discriminative,
	Author = {Ryan Mcdonald and Ryan Mcdonald},
	Booktitle = eacl06,
	Date-Added = {2010-02-07 00:22:24 -0500},
	Date-Modified = {2010-02-07 00:25:52 -0500},
	Title = {Discriminative Sentence Compression with Soft Syntactic Evidence},
	Year = {2006}}

@inproceedings{culotta2007first,
	Author = {Culotta, A. and Wick, M. and Hall, R. and McCallum, A.},
	Booktitle = hltnaacl07,
	Date-Added = {2010-02-01 12:19:00 -0500},
	Date-Modified = {2010-03-12 16:44:46 -0500},
	Pages = {81--88},
	Title = {{First-order probabilistic models for coreference resolution}},
	Year = {2007}}

@inproceedings{goodman96parsing,
	Author = {Joshua Goodman},
	Booktitle = acl96,
	Date-Added = {2010-02-01 12:14:29 -0500},
	Date-Modified = {2010-02-01 12:15:10 -0500},
	Pages = {177--183},
	Title = {Parsing Algorithms and Metrics},
	Year = {1996}}

@inproceedings{cussens08bayesian,
	Author = {James Cussens},
	Booktitle = {UAI},
	Date-Added = {2009-12-05 13:00:13 -0500},
	Date-Modified = {2009-12-05 13:00:38 -0500},
	Pages = {105-112},
	Title = {Bayesian network learning by compiling to weighted MAX-SAT},
	Year = {2008}}

@inproceedings{Duchi07usingcombinatorial,
	Author = {John Duchi and Daniel Tarlow and Gal Elidan and Daphne Koller},
	Booktitle = nips07,
	Date-Added = {2009-12-05 12:44:32 -0500},
	Date-Modified = {2009-12-05 12:44:59 -0500},
	Title = {Using combinatorial optimization within max-product belief propagation},
	Year = {2007}}

@inproceedings{choi06variational,
	Address = {Arlington, Virginia},
	Author = {Arthur Choi and Adnan Darwiche},
	Booktitle = {Proceedings of the Proceedings of the Twenty-Second Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-06)},
	Date-Added = {2009-12-01 19:03:21 -0500},
	Date-Modified = {2009-12-01 19:03:33 -0500},
	Publisher = {AUAI Press},
	Title = {A Variational Approach for Approximating Bayesian Networks by Edge Deletion},
	Year = {2006}}

@inproceedings{mcdonald07complexity,
	Address = {Morristown, NJ, USA},
	Author = {McDonald, Ryan and Satta, Giorgio},
	Booktitle = {IWPT '07: Proceedings of the 10th International Conference on Parsing Technologies},
	Date-Added = {2009-11-26 18:21:54 -0500},
	Date-Modified = {2009-11-26 18:22:08 -0500},
	Isbn = {978-1-932432-90-9},
	Location = {Prague, Czech REpublic},
	Pages = {121--132},
	Publisher = {Association for Computational Linguistics},
	Title = {On the complexity of non-projective data-driven dependency parsing},
	Year = {2007}}

@inproceedings{nivre08integrating,
	Address = {Columbus, Ohio},
	Author = {Nivre, Joakim and Mcdonald, Ryan},
	Booktitle = {Proceedings of ACL-08: HLT},
	Citeulike-Article-Id = {3097373},
	Citeulike-Linkout-0 = {http://www.aclweb.org/anthology-new/P/P08/P08-1108.bib},
	Citeulike-Linkout-1 = {http://www.aclweb.org/anthology-new/P/P08/P08-1108.pdf},
	Date-Added = {2009-11-26 18:05:22 -0500},
	Date-Modified = {2009-11-26 18:05:31 -0500},
	Keywords = {non-local},
	Month = {June},
	Pages = {950--958},
	Posted-At = {2008-08-08 04:59:59},
	Priority = {2},
	Publisher = {Association for Computational Linguistics},
	Title = {Integrating Graph-Based and Transition-Based Dependency Parsers},
	Url = {http://www.aclweb.org/anthology-new/P/P08/P08-1108.bib},
	Year = {2008},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology-new/P/P08/P08-1108.bib}}

@inproceedings{smith08dependency,
	Address = {Honolulu},
	Author = {David A. Smith and Jason Eisner},
	Booktitle = {Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
	Date-Added = {2009-11-22 14:38:54 -0500},
	Date-Modified = {2010-02-01 10:40:23 -0500},
	Month = {October},
	Pages = {145--156},
	Title = {Dependency Parsing by Belief Propagation},
	Year = {2008},
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@article{farmer08seven,
	Author = {William M. Farmer},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Date-Added = {2009-11-06 02:13:32 -0500},
	Date-Modified = {2009-11-06 02:13:40 -0500},
	Ee = {http://dx.doi.org/10.1016/j.jal.2007.11.001},
	Journal = {J. Applied Logic},
	Number = {3},
	Pages = {267-286},
	Title = {The seven virtues of simple type theory},
	Volume = {6},
	Year = {2008}}

@inproceedings{goodman08church,
	Author = {Goodman, Noah D. and Mansinghka, Vikash K. and Roy, Daniel and Bonawitz, Keith and Tenenbaum, Joshua B.},
	Booktitle = {Uncertainty in Artificial Intelligence},
	Citeulike-Article-Id = {2805713},
	Citeulike-Linkout-0 = {http://web.mit.edu/droy/www/papers/GooManRoyBonTenUAI2008.pdf},
	Date-Added = {2009-11-06 01:27:56 -0500},
	Date-Modified = {2009-11-06 01:28:05 -0500},
	Keywords = {church, generative, models, non-parametric},
	Posted-At = {2008-05-19 14:42:13},
	Priority = {2},
	Title = {Church: a language for generative models},
	Url = {http://web.mit.edu/droy/www/papers/GooManRoyBonTenUAI2008.pdf},
	Year = {2008},
	Bdsk-Url-1 = {http://web.mit.edu/droy/www/papers/GooManRoyBonTenUAI2008.pdf}}

@article{steele99growing,
	Address = {Hingham, MA, USA},
	Author = {Steele,Jr., Guy L.},
	Date-Added = {2009-11-05 01:43:25 -0500},
	Date-Modified = {2009-11-05 01:43:55 -0500},
	Doi = {http://dx.doi.org/10.1023/A:1010085415024},
	Issn = {1388-3690},
	Journal = {Higher Order Symbol. Comput.},
	Number = {3},
	Pages = {221--236},
	Publisher = {Kluwer Academic Publishers},
	Title = {Growing a Language},
	Volume = {12},
	Year = {1999},
	Bdsk-Url-1 = {http://dx.doi.org/10.1023/A:1010085415024}}

@book{raymond99cathedral,
	Author = {Eric Raymond},
	Date-Added = {2009-11-05 01:37:11 -0500},
	Date-Modified = {2009-11-05 01:38:08 -0500},
	Publisher = {O'Reilly},
	Title = {The Cathedral and the Bazaar: Musings on Linux and Open Source by an Accidental Revolutionary},
	Year = {1999}}

@book{wainwright2008graphical,
	Author = {Martin Wainwright and Michael Jordan},
	Date-Added = {2009-09-17 00:38:08 -0400},
	Date-Modified = {2009-09-17 00:38:31 -0400},
	Publisher = {Now Publishers},
	Title = {{Graphical Models, Exponential Families, and Variational Inference.}},
	Year = {2008},
	Bdsk-File-1 = {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}}

@conference{dredze2008confidence,
	Author = {Dredze, M. and Crammer, K. and Pereira, F.},
	Booktitle = {Proceedings of the 25th international conference on Machine learning},
	Date-Added = {2009-08-23 19:20:07 -0400},
	Date-Modified = {2009-08-23 19:20:07 -0400},
	Organization = {ACM New York, NY, USA},
	Pages = {264--271},
	Title = {{Confidence-weighted linear classification}},
	Year = {2008}}

@inproceedings{landeghem09analyzing,
	Address = {Boulder, Colorado},
	Author = {Van Landeghem, Sofie and Saeys, Yvan and De Baets, Bernard and Van de Peer, Yves},
	Booktitle = bionlp09,
	Date-Added = {2009-08-20 22:52:19 -0400},
	Date-Modified = {2010-03-01 16:05:07 -0500},
	Month = {June},
	Pages = {128--136},
	Publisher = {Association for Computational Linguistics},
	Title = {Analyzing text in search of bio-molecular events: a high-precision machine learning framework},
	Url = {http://www.aclweb.org/anthology/W/W09/W09-1419},
	Year = {2009},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/W/W09/W09-1419}}

@inproceedings{Kilicoglu09syntactic,
	Address = {Boulder, Colorado},
	Author = {Kilicoglu, Halil and Bergler, Sabine},
	Booktitle = {Proceedings of the BioNLP 2009 Workshop Companion Volume for Shared Task},
	Date-Added = {2009-08-20 22:50:45 -0400},
	Date-Modified = {2009-08-20 22:50:57 -0400},
	Month = {June},
	Pages = {119--127},
	Publisher = {Association for Computational Linguistics},
	Title = {Syntactic Dependency Based Heuristics for Biological Event Extraction},
	Url = {http://www.aclweb.org/anthology/W/W09/W09-1418},
	Year = {2009},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/W/W09/W09-1418}}

@inproceedings{cohen09high,
	Address = {Boulder, Colorado},
	Author = {Cohen, K. Bretonnel and Verspoor, Karin and Johnson, Helen and Roeder, Chris and Ogren, Philip and Baumgartner, William and White, Elizabeth and Hunter, Lawrence},
	Booktitle = {Proceedings of the BioNLP 2009 Workshop Companion Volume for Shared Task},
	Date-Added = {2009-08-20 22:49:49 -0400},
	Date-Modified = {2009-08-20 22:49:57 -0400},
	Month = {June},
	Pages = {50--58},
	Publisher = {Association for Computational Linguistics},
	Title = {High-precision biological event extraction with a concept recognizer},
	Url = {http://www.aclweb.org/anthology/W/W09/W09-1407},
	Year = {2009},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/W/W09/W09-1407}}

@inproceedings{buyko09event,
	Address = {Boulder, Colorado},
	Author = {Buyko, Ekaterina and Faessler, Erik and Wermter, Joachim and Hahn, Udo},
	Booktitle = {Proceedings of the BioNLP 2009 Workshop Companion Volume for Shared Task},
	Date-Added = {2009-08-20 22:47:42 -0400},
	Date-Modified = {2009-08-20 22:47:56 -0400},
	Month = {June},
	Pages = {19--27},
	Publisher = {Association for Computational Linguistics},
	Title = {Event Extraction from Trimmed Dependency Graphs},
	Url = {http://www.aclweb.org/anthology/W/W09/W09-1403},
	Year = {2009},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/W/W09/W09-1403}}

@inproceedings{bjorne09extracting,
	Address = {Morristown, NJ, USA},
	Author = {Bj\"{o}rne, Jari and Heimonen, Juho and Ginter, Filip and Airola, Antti and Pahikkala, Tapio and Salakoski, Tapio},
	Booktitle = bionlp09,
	Date-Added = {2009-08-20 22:45:53 -0400},
	Date-Modified = {2010-03-01 16:01:04 -0500},
	Isbn = {978-1-932432-44-2},
	Location = {Boulder, Colorado},
	Pages = {10--18},
	Publisher = {Association for Computational Linguistics},
	Title = {Extracting complex biological events with rich graph-based feature sets},
	Year = {2009}}

@inproceedings{riedel09markov,
	Author = {Sebastian Riedel and Hong-Woo Chun and Toshihisa Takagi and Jun'ichi Tsujii},
	Booktitle = bionlp09,
	Date-Added = {2009-08-20 13:14:31 -0400},
	Date-Modified = {2010-07-12 01:43:16 -0400},
	Pages = {41--49},
	Title = {A Markov Logic Approach to Bio-Molecular Event Extraction},
	Url = {http://www.aclweb.org/anthology/W/W09/W09-1406.pdf},
	Year = {2009},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/W/W09/W09-1406.pdf}}

@inproceedings{kersting09counting,
	Author = {Kristian Kersting and Babak Ahmadi and Sriraam Natarajan},
	Booktitle = uai09,
	Date-Added = {2009-07-08 15:09:10 +0200},
	Date-Modified = {2009-07-08 15:13:47 +0200},
	Title = {Counting Belief Propagation},
	Year = {2009},
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@phdthesis{riedel09efficient,
	Author = {Sebastian Riedel},
	Date-Added = {2009-05-28 21:20:49 -0400},
	Date-Modified = {2009-05-28 21:21:50 -0400},
	School = {University of Edinburgh},
	Title = {Efficient Prediction of Relational Structure and its Application to Natural Language Processing},
	Year = {2009}}

@inproceedings{globerson07fixing,
	Author = {Amir Globerson and Tommi Jaakkola},
	Booktitle = nips07,
	Date-Added = {2009-04-29 20:17:40 -0400},
	Date-Modified = {2009-04-29 20:24:24 -0400},
	Pages = {553--560},
	Title = {Fixing Max-Product: Convergent Message Passing Algorithms for MAP LP-Relaxations},
	Year = {2007},
	Bdsk-File-1 = {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}}

@inproceedings{kim09overview,
	Author = {Jin-Dong Kim and Tomoko Ohta and Sampo Pyysalo and Yoshinobu Kano and Jun'ichi Tsujii},
	Booktitle = bionlp09,
	Date-Added = {2009-04-21 00:02:03 +0900},
	Date-Modified = {2010-03-01 16:01:53 -0500},
	Title = {Overview of BioNLP'09 Shared Task on Event Extraction},
	Year = {2009}}

@article{kim08corpus,
	Author = {Kim, Jin D. and Ohta, Tomoko and Tsujii, Jun'ichi},
	Date-Added = {2009-04-20 23:01:45 +0900},
	Date-Modified = {2009-04-20 23:01:45 +0900},
	Journal = {BMC Bioinformatics},
	Number = {1},
	Priority = {4},
	Title = {Corpus annotation for mining biomedical events from literature},
	Volume = {9},
	Year = {2008},
	Bdsk-Url-1 = {http://dx.doi.org/10.1186/1471-2105-9-10}}

@article{clark07wide,
	Address = {Cambridge, MA, USA},
	Author = {Clark, Stephen and Curran, James R.},
	Date-Added = {2009-04-20 23:01:03 +0900},
	Date-Modified = {2010-03-01 15:57:53 -0500},
	Journal = {Computional Linguistics},
	Number = {4},
	Pages = {493--552},
	Publisher = {MIT Press},
	Title = {Wide-coverage efficient statistical parsing with ccg and log-linear models},
	Volume = {33},
	Year = {2007},
	Bdsk-Url-1 = {http://dx.doi.org/10.1162/coli.2007.33.4.493}}

@inproceedings{charniak05coarse,
	Author = {Eugene Charniak and Mark Johnson},
	Booktitle = acl05,
	Date-Added = {2009-04-20 22:59:56 +0900},
	Date-Modified = {2009-04-20 22:59:56 +0900},
	Pages = {173--180},
	Title = {Coarse-to-fine n-best parsing and MaxEnt discriminative reranking},
	Year = {2005}}

@inproceedings{mcclosky08self,
	Author = {David McClosky and Eugene Charniak},
	Booktitle = acl08,
	Date-Added = {2009-04-20 22:59:46 +0900},
	Date-Modified = {2009-04-21 01:22:46 +0900},
	Title = {Self-Training for Biomedical Parsing},
	Year = {2008}}

@inproceedings{poon08joint,
	Author = {Poon, Hoifung and Domingos, Pedro},
	Booktitle = emnlp08,
	Citeulike-Article-Id = {3802333},
	Date-Added = {2009-04-17 02:15:13 +0900},
	Date-Modified = {2009-04-17 02:17:20 +0900},
	Keywords = {coreference, logic, markov, unsupervised},
	Pages = {650--659},
	Posted-At = {2009-02-16 18:50:43},
	Priority = {2},
	Title = {Joint Unsupervised Coreference Resolution with Markov Logic},
	Url = {http://www.cs.washington.edu/homes/hoifung/papers/poon08b.pdf},
	Year = {2008},
	Bdsk-Url-1 = {http://www.cs.washington.edu/homes/hoifung/papers/poon08b.pdf}}

@inproceedings{culotta05joint,
	Address = {New York, NY, USA},
	Author = {Culotta, Aron and McCallum, Andrew},
	Booktitle = cikm05,
	Date-Added = {2009-04-17 00:59:20 +0900},
	Date-Modified = {2009-04-29 19:20:06 -0400},
	Isbn = {1-59593-140-6},
	Location = {Bremen, Germany},
	Pages = {257--258},
	Publisher = {ACM},
	Title = {Joint deduplication of multiple record types in relational data},
	Year = {2005},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1099554.1099615}}

@article{geman84stochastic,
	Abstract = {We make an analogy between images and statistical mechanics systems. Pixel gray levels and the presence and orientation of edges are viewed as states of atoms or molecules in a lattice-like physical system. The assignment of an energy function in the physical system determines its Gibbs distribution. Because of the Gibbs distribution, Markov random field (MRF) equivalence, this assignment also determines an MRF image model. The energy function is a more convenient and natural mechanism for embodying picture attributes than are the local characteristics of the MRF. For a range of degradation mechanisms, including blurring, non-linear deformations, and multiplicative or additive noise, the posterior distribution is an MRF with a structure akin to the image model. By the analogy, the posterior distribution defines another (imaginary) physical system. Gradual temperature reduction in the physical system isolates low-energy states (`annealing'), or what is the same thing, the most probable states under the Gibbs distribution. The analogous operation under the posterior distribution yields the maximum a posteriori (MAP) estimate of the image given the degraded observations. The result is a highly parallel `relaxation' algorithm for MAP estimation. We establish convergence properties of the algorithm and we experiment with some simple pictures, for which good restorations are obtained at low signal-to-noise ratios.},
	Author = {Geman, Stuart and Geman, Donald},
	Date-Added = {2009-04-16 17:55:16 +0900},
	Date-Modified = {2009-04-16 17:55:39 +0900},
	Journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
	Keywords = {annealing, mrf, simulated},
	Month = {November},
	Number = {6},
	Pages = {721--741},
	Priority = {2},
	Publisher = {Routledge},
	Title = {Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images},
	Volume = {6},
	Year = {1984},
	Bdsk-Url-1 = {http://dx.doi.org/10.1080/02664769300000058}}

@article{geman90stochastic,
	Address = {San Francisco, CA, USA},
	Author = {Geman, S. and Geman, D.},
	Book = {Readings in uncertain reasoning},
	Date-Added = {2009-04-16 17:52:22 +0900},
	Date-Modified = {2009-04-16 17:52:44 +0900},
	Isbn = {1-55860-125-2},
	Pages = {452--472},
	Publisher = {Morgan Kaufmann Publishers Inc.},
	Title = {Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images},
	Year = {1990}}

@article{kirkpatrick83optimization,
	Abstract = {this article we briefly review the
central constructs in combinatorial opti-
mization and in statistical mechanics and
then develop the similarities between the
two fields. We show how the Metropolis
algorithm for approximate numerical
simulation of the behavior of a manybody
system at a finite temperature provides
a natural tool for bringing the techniques
of statistical mechanics to bear on
optimization.
We have applied this point of view to a
number of problems arising in optimal
design of...},
	Author = {Kirkpatrick, S. and Gelatt, C. D. and Vecchi, M. P.},
	Citeulike-Article-Id = {1612433},
	Date-Added = {2009-04-16 12:27:37 +0900},
	Date-Modified = {2009-04-16 12:28:31 +0900},
	Journal = {Science},
	Keywords = {metaheuristic, metropolis, optimization, simulated-annealing, stochastic},
	Number = {4598},
	Pages = {671--680},
	Posted-At = {2007-09-03 09:51:25},
	Priority = {0},
	Title = {Optimization by Simulated Annealing},
	Volume = {220},
	Year = {1983},
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@inproceedings{kersting01towards,
	Author = {Kersting, K. and De Raedt, L.},
	Booktitle = {Proceedings of the Eleventh International Conference on Inductive Logic Programming},
	Date-Added = {2009-04-14 15:11:37 +0900},
	Date-Modified = {2009-04-14 15:12:58 +0900},
	Pages = {118---131},
	Title = {Towards combining inductive logic pro- gramming with Bayesian networks},
	Year = {2001}}

@article{wellman92from,
	Author = {Wellman, M. and Breese, J. S. and Goldman, R. P.},
	Date-Added = {2009-04-14 15:09:44 +0900},
	Date-Modified = {2009-04-14 15:13:47 +0900},
	Journal = {Knowledge Engineering Review},
	Number = {7},
	Title = {From knowledge bases to decision models},
	Year = {1992},
	Bdsk-File-1 = {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}}

@article{ngo97answering,
	Author = {L. Ngo and P. Haddawy},
	Date-Added = {2009-04-14 15:07:36 +0900},
	Date-Modified = {2009-04-28 19:37:50 -0400},
	Journal = {Theoretical Computer Science},
	Number = {171},
	Pages = {147---177},
	Title = {Answering queries from context-sensitive probabilistic knowledge bases},
	Year = {1997},
	Bdsk-File-1 = {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}}

@inproceedings{poon08general,
	Author = {Hoifung Poon and Pedro Domingos and Marc Summer},
	Booktitle = aaai08,
	Date-Added = {2009-04-14 12:30:11 +0900},
	Date-Modified = {2009-04-14 12:31:36 +0900},
	Title = {A General Method for Reducing the Complexity of Relational Inference And its Application to MCMC},
	Year = {2008},
	Bdsk-File-1 = {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}}

@inproceedings{wang08hybrid,
	Author = {Jue Wang and Pedro Domingos},
	Booktitle = aaai08,
	Date-Added = {2009-04-14 12:24:17 +0900},
	Date-Modified = {2009-04-14 12:24:54 +0900},
	Title = {Hybrid Markov Logic Networks},
	Year = {2008},
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@inproceedings{meza09jointly,
	Author = {Ivan Meza-Ruiz and Sebastian Riedel},
	Booktitle = hltnaacl09,
	Date-Added = {2009-04-03 15:57:08 +0900},
	Date-Modified = {2010-07-12 01:44:09 -0400},
	Title = {Jointly Identifying Predicates, Arguments and Senses using Markov Logic},
	Url = {http://www.aclweb.org/anthology/N/N09/N09-1018.pdf},
	Year = {2009},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/N/N09/N09-1018.pdf}}

@book{hunt99pragmatic,
	Author = {Andrew Hunt and David Thomas},
	Date-Added = {2009-02-15 12:02:54 +0900},
	Date-Modified = {2009-02-15 12:04:20 +0900},
	Publisher = {Addison-Wesley Publishers Ltd.},
	Title = {The Pragmatic Programmer: From Journeyman To Master},
	Year = {1999},
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@book{odersky08programming,
	Author = {Martin Odersky and Lex Spoon and Bill Venners},
	Date-Added = {2009-02-15 11:59:44 +0900},
	Date-Modified = {2009-02-15 12:02:16 +0900},
	Publisher = {artima},
	Title = {Programming in Scala},
	Year = {2008},
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@conference{singla2004mrr,
	Author = {Singla, P. and Domingos, P.},
	Booktitle = {KDD Workshop on Multi-Relational Data Mining, Seattle, WA, August},
	Date-Added = {2008-11-18 19:46:41 +0900},
	Date-Modified = {2008-11-18 19:46:41 +0900},
	Title = {{Multi-relational record linkage}},
	Year = {2004}}

@inproceedings{mccallum08factorie,
	Author = {Andrew McCallum},
	Booktitle = {NIPS workshop},
	Date-Added = {2008-11-01 00:33:40 +0900},
	Date-Modified = {2008-11-01 00:35:53 +0900},
	Title = {FACTORIE: Efficient Probabilistic Programming FACTORIE: Efficient Probabilistic Programming FACTORIE: Efficient Probabilistic Programming for Relational Factor Graphs via Imperative Declarations of Structure, Inference and Learning},
	Year = {2008},
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@incollection{Kautz96general,
	Author = {Henry Kautz and Bart Selman and Yueyen Jiang},
	Booktitle = {The Satisfiability Problem: Theory and Applications},
	Date-Added = {2008-10-26 22:04:00 +0900},
	Date-Modified = {2008-10-26 22:36:31 +0900},
	Editor = {D. Du and J. Gu and P. Pardalos},
	Pages = {573--586},
	Publisher = {American Mathematical Society},
	Series = {DIMACS Series in Discrete Mathematics and Theoretical Computer Science},
	Title = {A general stochastic approach to solving problems with hard and soft constraints},
	Volume = {35},
	Year = {1997}}

@techreport{charniak96parsing,
	Address = {Providence, RI, USA},
	Author = {Eugene Charniak},
	Date-Added = {2008-10-25 20:22:53 +0900},
	Date-Modified = {2008-10-25 20:23:03 +0900},
	Publisher = {Brown University},
	Source = {http://www.ncstrl.org:8900/ncstrl/servlet/search?formname=detail\&id=oai%3Ancstrlh%3Abrown_cs%3ABrownCS%2F%2FCS-95-28},
	Title = {Parsing with Context-Free Grammars and Word Statistics},
	Year = {1995},
	Bdsk-File-1 = {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}}

@inproceedings{collins96new,
	Address = {Morristown, NJ, USA},
	Author = {Michael Collins},
	Booktitle = acl96,
	Date-Added = {2008-10-25 20:14:42 +0900},
	Date-Modified = {2008-10-26 20:31:35 +0900},
	Doi = {http://dx.doi.org/10.3115/981863.981888},
	Location = {Santa Cruz, California},
	Pages = {184--191},
	Publisher = {Association for Computational Linguistics},
	Title = {A new statistical parser based on bigram lexical dependencies},
	Year = {1996},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/981863.981888}}

@inproceedings{Collins97threegenerative,
	Author = {Michael Collins},
	Booktitle = acl97,
	Date-Added = {2008-10-25 20:11:58 +0900},
	Date-Modified = {2008-10-26 20:30:57 +0900},
	Pages = {16--23},
	Title = {Three generative, lexicalised models for statistical parsing},
	Year = {1997},
	Bdsk-File-1 = {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}}

@inproceedings{huynh08discriminative,
	Address = {New York, NY, USA},
	Author = {Tuyen N. Huynh and Raymond J. Mooney},
	Booktitle = {ICML '08: Proceedings of the 25th international conference on Machine learning},
	Date-Added = {2008-10-21 20:38:49 +0900},
	Date-Modified = {2008-10-29 00:56:07 +0900},
	Isbn = {978-1-60558-205-4},
	Location = {Helsinki, Finland},
	Pages = {416--423},
	Publisher = {ACM},
	Title = {Discriminative structure and parameter learning for Markov logic networks},
	Year = {2008},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1390156.1390209}}

@book{getoor07introduction,
	Annote = {ISBN 0262072882},
	Author = {Lise Getoor and Ben Taskar},
	Date-Added = {2008-10-21 20:37:04 +0900},
	Date-Modified = {2008-10-26 21:55:47 +0900},
	Publisher = {The MIT Press},
	Title = {Introduction to Statistical Relational Learning (Adaptive Computation and Machine Learning)},
	Year = {2007}}

@incollection{mitchell97branch,
	Author = {John Mitchell and S. Joy and B. Borchers},
	Booktitle = {Satisfiability Problem: Theory and Applications},
	Date-Added = {2008-10-21 20:30:42 +0900},
	Date-Modified = {2008-10-26 22:36:42 +0900},
	Editor = {D. Du and J. Gu and P. Pardalos},
	Pages = {519--536},
	Publisher = {American Mathematical Society},
	Series = {DIMACS Series in Discrete Mathematics and Theoretical Computer Science},
	Title = {A branch-and-cut algorithm for MAX-SAT and weighted MAX-SAT},
	Volume = {35},
	Year = {1997},
	Bdsk-File-1 = {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}}

@phdthesis{daume06practical,
	Address = {Los Angeles, CA},
	Author = {Hal {Daum\'e III}},
	Date-Added = {2008-09-30 00:28:07 +0100},
	Date-Modified = {2008-09-30 01:18:20 +0100},
	Month = {August},
	School = {University of Southern California},
	Title = {Practical Structured Learning Techniques for Natural Language Processing},
	Year = {2006},
	Bdsk-Url-1 = {http://pub.hal3.name/#daume06thesis}}

@inproceedings{milch07first-order,
	Author = {Brian Milch and Stuart Russell},
	Booktitle = ilp07,
	Date-Added = {2008-09-29 03:29:58 +0100},
	Date-Modified = {2008-10-26 22:32:48 +0900},
	Pages = {10--24},
	Title = {First-order probabilistic languages: Into the unknown},
	Year = {2007}}

@inproceedings{singla07markov,
	Author = {Parag Singla and Pedro Domingos},
	Booktitle = uai07,
	Date-Added = {2008-09-24 23:22:34 +0100},
	Date-Modified = {2008-10-27 12:38:08 +0900},
	Pages = {368---37},
	Title = {Markov Logic in Infinite Domains},
	Year = {2007}}

@misc{tspgate,
	Author = {David Applegate and Robert Bixby and Va{\v s}ek Chv{\'a}tal and William Cook and Keld Helsgaun},
	Date-Added = {2008-09-18 05:03:22 +0100},
	Date-Modified = {2008-09-18 05:13:56 +0100},
	Title = {Georgia Tech TSP webpage for Sweden},
	Url = {http://www.tsp.gatech.edu/sweden/},
	Year = {2004},
	Bdsk-Url-1 = {http://www.tsp.gatech.edu/sweden/}}

@inproceedings{punyakanok04semantic,
	Address = {Morristown, NJ, USA},
	Author = {Vasin Punyakanok and Dan Roth and Wen-tau Yih and Dav Zimak},
	Booktitle = coling04,
	Date-Added = {2008-09-15 23:20:54 +0100},
	Date-Modified = {2008-10-27 13:04:55 +0900},
	Location = {Geneva, Switzerland},
	Pages = {1346--1352},
	Publisher = {Association for Computational Linguistics},
	Title = {Semantic role labeling via integer linear programming inference},
	Year = {2004},
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@article{hooker88generalized,
	Address = {Red Bank, NJ, USA},
	Author = {J. N. Hooker},
	Date-Added = {2008-09-15 21:42:34 +0100},
	Date-Modified = {2008-10-26 22:01:05 +0900},
	Issn = {0254-5330},
	Journal = {Annals of Operations Research},
	Number = {1-4},
	Pages = {217--239},
	Publisher = {J. C. Baltzer AG, Science Publishers},
	Title = {Generalized resolution and cutting planes},
	Volume = {12},
	Year = {1988},
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@inproceedings{sontag08tightening,
	Author = {David Sontag and T. Meltzer and A. Globerson and T. Jaakkola and Y. Weiss},
	Booktitle = uai08,
	Date-Added = {2008-07-29 23:47:25 +0200},
	Date-Modified = {2009-04-23 19:19:37 -0400},
	Title = {{{Tightening LP relaxations for MAP using message passing}}},
	Year = {2008}}

@article{andrieu03introduction,
	Author = {C. Andrieu and N. de Freitas and A. Doucet and M. Jordan},
	Date-Added = {2008-07-16 23:23:11 +0100},
	Date-Modified = {2008-10-26 19:26:00 +0900},
	Journal = {Machine Learning},
	Pages = {5--43},
	Title = {An introduction to MCMC for machine learning},
	Volume = {50},
	Year = {2003},
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	Bdsk-Url-1 = {citeseer.ist.psu.edu/andrieu03introduction.html}}

@inproceedings{singla08lifted,
	Author = {Parag Singla and Pedro Domingos},
	Booktitle = aaai08,
	Date-Added = {2008-07-11 00:15:38 +0300},
	Date-Modified = {2008-10-27 12:41:40 +0900},
	Pages = {1094--1099},
	Title = {Lifted First-Order Belief Propagation},
	Year = {2008},
	Bdsk-File-1 = {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}}

@article{borchers99twophase,
	Author = {B. Borchers and J. Furman},
	Date-Added = {2008-07-08 20:30:27 +0100},
	Date-Modified = {2008-10-26 19:35:53 +0900},
	Journal = {Journal of Combinatorial Optimization},
	Pages = {299--306},
	Title = {A two-phase exact algorithm for {MAX-{SAT}} and weighted {MAX-{SAT}} problems},
	Volume = {2},
	Year = {1999},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/93086.html}}

@inproceedings{chekuri97conjunctive,
	Address = {London, UK},
	Author = {Chandra Chekuri and Anand Rajaraman},
	Booktitle = {ICDT '97: Proceedings of the 6th International Conference on Database Theory},
	Date-Added = {2008-07-07 17:25:25 +0100},
	Date-Modified = {2008-07-07 17:25:36 +0100},
	Isbn = {3-540-62222-5},
	Pages = {56--70},
	Publisher = {Springer-Verlag},
	Title = {Conjunctive Query Containment Revisited},
	Year = {1997},
	Bdsk-File-1 = {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}}

@inproceedings{yannakakis81algorithms,
	Author = {Mihalis Yannakakis},
	Booktitle = {VLDB '1981: Proceedings of the seventh international conference on Very Large Data Bases},
	Date-Added = {2008-07-07 16:31:03 +0100},
	Date-Modified = {2008-07-07 16:31:21 +0100},
	Location = {Cannes, France},
	Pages = {82--94},
	Publisher = {VLDB Endowment},
	Title = {Algorithms for acyclic database schemes},
	Year = {1981}}

@article{flum02query,
	Address = {New York, NY, USA},
	Author = {J\"{o}rg Flum and Markus Frick and Martin Grohe},
	Date-Added = {2008-07-07 16:14:04 +0100},
	Date-Modified = {2008-10-26 21:54:47 +0900},
	Journal = jacm,
	Number = {6},
	Pages = {716--752},
	Publisher = {ACM},
	Title = {Query evaluation via tree-decompositions},
	Volume = {49},
	Year = {2002},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/602220.602222}}

@inproceedings{796433,
	Address = {Washington, DC, USA},
	Author = {Georg Gottlob and Nicola Leone and Francesco Scarcello},
	Booktitle = {FOCS '98: Proceedings of the 39th Annual Symposium on Foundations of Computer Science},
	Date-Added = {2008-07-07 09:05:55 +0100},
	Date-Modified = {2008-07-07 09:05:55 +0100},
	Isbn = {0-8186-9172-7},
	Pages = {706},
	Publisher = {IEEE Computer Society},
	Title = {The Complexity of Acyclic Conjunctive Queries},
	Year = {1998},
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@inproceedings{collins02discriminative,
	Abstract = {We describe new algorithms for training tagging models, as an alternative to maximum-entropy models or conditional random fields (CRFs). The algorithms rely on Viterbi decoding of training examples, combined with simple additive updates. We describe theory justifying the algorithms through a modification of the proof of convergence of the perceptron algorithm for classification problems. We give experimental results on part-of-speech tagging and base noun phrase chunking, in both cases showing...},
	Author = {Michael Collins},
	Booktitle = emnlp02,
	Citeulike-Article-Id = {1459587},
	Comment = {original work of discriminative training},
	Date-Added = {2008-07-07 00:25:09 +0100},
	Date-Modified = {2008-10-29 00:52:29 +0900},
	Keywords = {discriminative-training, parsing, pos-tagging},
	Pages = {1--8},
	Posted-At = {2008-02-11 06:45:00},
	Priority = {2},
	Title = {Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms},
	Volume = {10},
	Year = {2002},
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@inproceedings{taskar04max-margin,
	Address = {Cambridge, MA},
	Author = {Ben Taskar and Carlos Guestrin and Daphne Koller},
	Booktitle = nips04,
	Date-Added = {2008-07-06 15:42:23 +0100},
	Date-Modified = {2008-10-27 12:55:02 +0900},
	Editor = {Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}},
	Keywords = {graphical models, kernel methods, large margin methods, machine learning, Markov models, PAC bounds, structured data, statistical learning theory, quadratic programming},
	Pages = {25---32},
	Publisher = {MIT Press},
	Title = {Max-Margin Markov Networks},
	Year = {2004},
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@article{besag75statistical,
	Abstract = {A Markovian approach to the specification of spatial stochastic interaction for irregularly distributed data points is reviewed. Three specific methods of statistical analysis are proposed; the first two are generally applicable whilst the third relates only to "normally" distributed variables. Some reservations are expressed and the need for practical investigations is emphasized.},
	Author = {Besag, Julian},
	Copyright = {Copyright {\^A}{\copyright} 1975 Royal Statistical Society},
	Date-Added = {2008-07-05 21:19:46 +0100},
	Date-Modified = {2008-10-26 19:35:19 +0900},
	Journal = {The Statistician},
	Jstor_Articletype = {primary_article},
	Jstor_Formatteddate = {Sep., 1975},
	Number = {3},
	Pages = {179--195},
	Publisher = {Blackwell Publishing for the Royal Statistical Society},
	Title = {Statistical Analysis of Non-Lattice Data},
	Volume = {24},
	Year = {1975},
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	Bdsk-Url-1 = {http://www.jstor.org/stable/2987782}}

@inproceedings{sutton07piecewise,
	Address = {New York, NY, USA},
	Author = {Charles Sutton and Andrew McCallum},
	Booktitle = icml07,
	Date-Added = {2008-07-05 21:15:15 +0100},
	Date-Modified = {2008-10-27 12:50:59 +0900},
	Isbn = {978-1-59593-793-3},
	Pages = {863--870},
	Publisher = {ACM},
	Title = {Piecewise pseudolikelihood for efficient training of conditional random fields},
	Year = {2007},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QNi4uLy4uLy4uL0RvY3VtZW50cy9QYXBlcnMvc3V0dG9uL3N1dHRvbjA3cGllY2V3aXNlLnBkZtIXCxgZV05TLmRhdGFPEQHEAAAAAAHEAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAAAADH9/kYSCsAAAAIvXoVc3V0dG9uMDdwaWVjZXdpc2UucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAi9e8Jt+HgAAAAAAAAAAAADAAQAAAkgAAAAAAAAAAAAAAAAAAAABnN1dHRvbgAQAAgAAMf36wgAAAARAAgAAMJt6mgAAAABABQACL16AAi8jgAIvDcACFccAACS9AACAE1NYWNpbnRvc2ggSEQ6VXNlcnM6cmllZGVsY2FzdHJvOkRvY3VtZW50czpQYXBlcnM6c3V0dG9uOnN1dHRvbjA3cGllY2V3aXNlLnBkZgAADgAsABUAcwB1AHQAdABvAG4AMAA3AHAAaQBlAGMAZQB3AGkAcwBlAC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIABIAEQAEgBAVXNlcnMvcmllZGVsY2FzdHJvL0RvY3VtZW50cy9QYXBlcnMvc3V0dG9uL3N1dHRvbjA3cGllY2V3aXNlLnBkZgATAAEvAAAVAAIAE///AACABtIbHB0eWiRjbGFzc25hbWVYJGNsYXNzZXNdTlNNdXRhYmxlRGF0YaMdHyBWTlNEYXRhWE5TT2JqZWN00hscIiNcTlNEaWN0aW9uYXJ5oiIgXxAPTlNLZXllZEFyY2hpdmVy0SYnVHJvb3SAAQAIABEAGgAjAC0AMgA3AEAARgBNAFUAYABnAGoAbABuAHEAcwB1AHcAhACOAMcAzADUApwCngKjAq4CtwLFAskC0ALZAt4C6wLuAwADAwMIAAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAAAAAAwo=}}

@inproceedings{ng01discriminative,
	Author = {Andrew Y. Ng and Michael I. Jordan},
	Booktitle = nips01,
	Date-Added = {2008-07-05 21:06:08 +0100},
	Date-Modified = {2009-05-02 18:19:32 -0400},
	Pages = {841-848},
	Title = {On Discriminative vs. Generative Classifiers: A comparison of logistic regression and naive Bayes},
	Year = {2001},
	Bdsk-File-1 = {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}}

@article{richardson06markov,
	Author = {Matt Richardson and Pedro Domingos},
	Date-Added = {2008-07-04 22:06:34 +0100},
	Date-Modified = {2008-07-04 22:13:19 +0100},
	Journal = {Machine Learning},
	Pages = {107-136},
	Title = {Markov Logic Networks},
	Volume = {62},
	Year = {2006},
	Bdsk-File-1 = {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}}

@inproceedings{mihalkova07bottom-up,
	Author = {Lilyana Mihalkova and Raymond J. Mooney},
	Booktitle = icml07,
	Date-Added = {2008-07-04 22:00:00 +0100},
	Date-Modified = {2008-10-26 22:30:53 +0900},
	Isbn = {978-1-59593-793-3},
	Location = {Corvalis, Oregon},
	Pages = {625--632},
	Publisher = {ACM},
	Title = {Bottom-up learning of Markov logic network structure},
	Year = {2007},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1273496.1273575}}

@mastersthesis{riedel03entwicklung,
	Author = {Sebastian Riedel},
	Date-Added = {2008-07-02 00:51:35 +0900},
	Date-Modified = {2010-07-12 02:09:41 -0400},
	School = {Technische Universitaet Hamburg-Harburg},
	Title = {Entwicklung eines Modells, Verfahrens und softwaretechnischen Rahmenwerks f{\"u}r Record Linkage in semantischen Netzen},
	Url = {http://wwwmatthes.in.tum.de/file/Publications/2003/Ried03/Ried03.pdf},
	Year = {2003},
	Bdsk-Url-1 = {http://wwwmatthes.in.tum.de/file/Publications/2003/Ried03/Ried03.pdf}}

@inproceedings{riedel08collective,
	Author = {Sebastian Riedel and Ivan Meza-Ruiz},
	Booktitle = conll08,
	Date-Added = {2008-07-01 23:51:42 +0900},
	Date-Modified = {2010-07-11 01:22:22 -0700},
	Keywords = {Markov Logic, Semantic Role Labelling, NLP},
	Pages = {193--197},
	Title = {Collective Semantic Role Labelling with Markov Logic},
	Url = {http://www.aclweb.org/anthology/W/W08/W08-2125.pdf},
	Year = {2008},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/W/W08/W08-2125.pdf}}

@inproceedings{riedel06multi,
	Author = {Sebastian Riedel and Ruken Cakeci and Ivan Meza-Ruiz},
	Booktitle = {Proceedings of CoNLL-2006},
	Date-Added = {2008-07-01 23:49:14 +0900},
	Date-Modified = {2010-07-12 02:03:16 -0400},
	Pages = {226--230},
	Title = {Multi-lingual Dependency Parsing with Incremental Integer Linear Programming},
	Url = {http://portal.acm.org/citation.cfm?id=1596276.1596319},
	Year = {2006},
	Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1596276.1596319}}

@inproceedings{grover04framework,
	Address = {Nottingham, UK},
	Author = {Claire Grover and Harry Halpin and Ewan Klein and Jochen L. Leidner and Stephen Potter and Sebastian Riedel and Sally Scrutchin and Richard Tobin},
	Booktitle = {Proceedings of the UK e-Science Programme All Hands Meeting 2004 (AHM 2004)},
	Date-Added = {2008-07-01 23:45:38 +0900},
	Date-Modified = {2010-07-12 02:07:40 -0400},
	Editor = {Simon J. Cox},
	Isbn = {1-904425-21-6},
	Pages = {878--885},
	Title = {A Framework for Text Mining Services},
	Url = {http://www.iccs.informatics.ed.ac.uk/~ewan/Papers/Grover:2004:FTM.pdf},
	Year = {2004},
	Bdsk-Url-1 = {http://www.iccs.informatics.ed.ac.uk/~ewan/Papers/Grover:2004:FTM.pdf}}

@inproceedings{genc02marker-less,
	Address = {Washington, DC, USA},
	Author = {Y. Genc and S. Riedel and F. Souvannavong and C. Akinlar and N. Navab},
	Booktitle = {ISMAR '02: Proceedings of the International Symposium on Mixed and Augmented Reality (ISMAR'02)},
	Date-Added = {2008-07-01 23:45:04 +0900},
	Date-Modified = {2012-08-15 21:41:40 +0000},
	Isbn = {0-7695-1781-1},
	Pages = {295--304},
	Publisher = {IEEE Computer Society},
	Title = {Marker-less Tracking for AR: A Learning-Based Approach},
	Url = {/publications/papers/genc02marker-less.pdf},
	Year = {2002},
	Bdsk-Url-1 = {http://fabrice.souvannavong.free.fr/Prof/ismar02.pdf},
	Bdsk-Url-2 = {/publications/papers/genc02marker-less.pdf}}

@mastersthesis{riedel04towards,
	Author = {Sebastian Riedel},
	Date-Added = {2008-07-01 23:44:38 +0900},
	Date-Modified = {2008-07-02 00:56:38 +0900},
	School = {University of Edinburgh},
	Title = {Towards Structural Evolution of Classification Workflows},
	Year = {2004}}

@inproceedings{lehel04linkage,
	Author = {Vanda Lehel and Florian Matthes and Sebastian Riedel},
	Booktitle = {GI Jahrestagung (1)},
	Date-Added = {2008-07-01 23:43:47 +0900},
	Date-Modified = {2010-07-12 02:10:51 -0400},
	Pages = {346-350},
	Title = {Linkage Flooding: Ein Algorithmus zur dateninhaltsorientierten Fusion in vernetzten Informationsbest{\"a}nden.},
	Url = {http://subs.emis.de/LNI/Proceedings/Proceedings50/GI-Proceedings.50-74.pdf},
	Year = {2004},
	Bdsk-Url-1 = {http://subs.emis.de/LNI/Proceedings/Proceedings50/GI-Proceedings.50-74.pdf}}

@inproceedings{nivre07shared,
	Author = {J. Nivre and J. Hall and S. Kubler and R. McDonald and J. Nilsson and S. Riedel and D. Yuret},
	Booktitle = {Conference on Empirical Methods in Natural Language Processing and Natural Language Learning},
	Date-Added = {2008-07-01 23:43:06 +0900},
	Date-Modified = {2010-07-12 01:53:50 -0400},
	Pages = {915---932},
	Title = {The CoNLL 2007 Shared Task on Dependency Parsing},
	Url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.62.4778&rep=rep1&type=pdf},
	Year = {2007},
	Bdsk-Url-1 = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.62.4778&rep=rep1&type=pdf}}

@inproceedings{mezaruiz08accurate,
	Author = {Ivan Vladimir Meza-Ruiz and Sebastian Riedel and Oliver Lemon},
	Booktitle = icassp08,
	Date-Added = {2008-07-01 23:41:13 +0900},
	Date-Modified = {2010-07-12 02:04:23 -0400},
	Pages = {5021--5024},
	Title = {Accurate Statistical Spoken Language Understanding From Limited Development Resources},
	Url = {http://alchemy.cs.washington.edu/papers/meza-ruiz08b/meza-ruiz08b.pdf},
	Year = 2008,
	Bdsk-Url-1 = {http://alchemy.cs.washington.edu/papers/meza-ruiz08b/meza-ruiz08b.pdf}}

@book{mosteller84applied,
	Author = {Frederick Mosteller and David L. Wallace},
	Date-Added = {2008-06-30 13:17:13 +0900},
	Date-Modified = {2008-06-30 13:18:11 +0900},
	Publisher = {Springer-Verlag},
	Title = {Applied Bayesian and Classical Inference: The Case of the Federalist Papers},
	Year = {1984}}

@article{bahl90maximum,
	Address = {San Francisco, CA, USA},
	Author = {Lalit R. Bahl and Frederick Jelinek and Robert L. Mercer},
	Book = {Readings in speech recognition},
	Date-Added = {2008-06-30 13:05:44 +0900},
	Date-Modified = {2008-06-30 13:05:58 +0900},
	Isbn = {1-55860-124-4},
	Pages = {308--319},
	Publisher = {Morgan Kaufmann Publishers Inc.},
	Title = {A maximum likelihood approach to continuous speech recognition},
	Year = {1990}}

@book{reeves90logic,
	Author = {Reeves, S. and Clarke, M},
	Date-Added = {2008-06-24 00:39:18 +0900},
	Date-Modified = {2008-06-24 00:39:56 +0900},
	Publisher = {Addison-Wesley Publishers Ltd.},
	Title = {Logic for Computer Science},
	Year = {1990},
	Bdsk-File-1 = {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}}

@book{magnus08forall,
	Author = {P.D. Magnus},
	Date-Added = {2008-06-23 23:50:56 +0900},
	Date-Modified = {2008-06-23 23:53:16 +0900},
	Publisher = {Lulu},
	Title = {Forall x},
	Year = {2008},
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@inproceedings{kok05learning,
	Author = {Stanley Kok and P. Domingos},
	Booktitle = {Proceedings of the Twenty-Second International Conference on Machine Learning},
	Date-Added = {2008-06-22 22:53:37 +0900},
	Date-Modified = {2008-10-29 00:53:35 +0900},
	Pages = {441-448},
	Title = {Learning the Structure of Markov Logic Networks},
	Year = {2005},
	Bdsk-File-1 = {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}}

@inproceedings{muggleton95stochastic,
	Author = {Muggleton, S.},
	Booktitle = {Proceedings of the 5th International Workshop on Inductive Logic Programming},
	Date-Added = {2008-06-22 17:24:37 +0900},
	Date-Modified = {2008-06-22 17:29:56 +0900},
	Editor = {De Raedt, L.},
	Keywords = {Statistical Relational Learning},
	Pages = {29},
	Publisher = {Department of Computer Science, Katholieke Universiteit Leuven},
	Title = {Stochastic Logic Programs},
	Url = {citeseer.ist.psu.edu/muggleton96stochastic.html},
	Year = {1995},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/muggleton96stochastic.html}}

@inproceedings{cussens00stochastic,
	Address = {San Francisco, CA, USA},
	Author = {James Cussens},
	Booktitle = {UAI '00: Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence},
	Date-Added = {2008-06-22 17:23:11 +0900},
	Date-Modified = {2008-06-22 17:30:08 +0900},
	Isbn = {1-55860-709-9},
	Keywords = {Statistical Relational Learning},
	Pages = {115--122},
	Publisher = {Morgan Kaufmann Publishers Inc.},
	Title = {Stochastic Logic Programs: Sampling, Inference and Applications},
	Year = {2000}}

@article{shannon48mathematical,
	Author = {Claude E. Shannon},
	Date-Added = {2008-06-22 00:46:04 +0900},
	Date-Modified = {2008-06-22 00:49:29 +0900},
	Journal = {Bell System Technical Journal},
	Pages = {379--423},
	Title = {A Mathematical Theory of Communication},
	Volume = {27},
	Year = {1948},
	Bdsk-File-1 = {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}}

@book{chomsky57syntactic,
	Author = {Chomsky, Noam},
	Date-Added = {2008-06-22 00:42:51 +0900},
	Date-Modified = {2008-06-22 00:43:58 +0900},
	Publisher = {Mouton},
	Title = {Syntactic Structures},
	Year = {1957}}

@article{halpern90analysis,
	Address = {Essex, UK},
	Author = {Joseph Y. Halpern},
	Date-Added = {2008-06-21 23:41:52 +0900},
	Date-Modified = {2008-10-26 22:00:05 +0900},
	Issn = {0004-3702},
	Journal = ai,
	Number = {3},
	Pages = {311--350},
	Publisher = {Elsevier Science Publishers Ltd.},
	Title = {An analysis of first-order logics of probability},
	Volume = {46},
	Year = {1990},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://dx.doi.org/10.1016/0004-3702(90)90019-V}}

@article{hendrix78developing,
	Address = {New York, NY, USA},
	Author = {Gary G. Hendrix and Earl D. Sacerdoti and Daniel Sagalowicz and Jonathan Slocum},
	Date-Added = {2008-06-21 13:15:17 +0900},
	Date-Modified = {2008-10-26 22:02:11 +0900},
	Issn = {0362-5915},
	Journal = {ACM Transactions on Database Systems (TODS)},
	Keywords = {LIFER,LADDER},
	Number = {2},
	Pages = {105--147},
	Publisher = {ACM},
	Title = {Developing a natural language interface to complex data},
	Volume = {3},
	Year = {1978},
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	Bdsk-Url-1 = {http://doi.acm.org/10.1145/320251.320253}}

@inproceedings{moerdler88structure,
	Author = {Galina Datskovsky Moerdler},
	Booktitle = {{ACL} Proceedings, Second Conference on Applied Natural Language Processing},
	Date-Added = {2008-06-21 13:08:06 +0900},
	Date-Modified = {2008-06-21 13:08:06 +0900},
	Pages = {121--128},
	Title = {Structure from anarchy: meta level representation of expert system propositions for natural language interfaces},
	Url = {citeseer.ist.psu.edu/578335.html},
	Year = {1988},
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	Bdsk-Url-1 = {citeseer.ist.psu.edu/578335.html}}

@techreport{winograd71procedures,
	Author = {Winograd, Terry},
	Date-Added = {2008-06-21 12:44:10 +0900},
	Date-Modified = {2008-06-21 13:28:22 +0900},
	Institution = {MIT},
	Keywords = {SHRDUL},
	Title = {Procedures as a Representation for Data in a Computer Program for Understanding Natural Language},
	Year = {1971},
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@incollection{ben-gal07bayesian,
	Author = {Irad Ben-Gal},
	Booktitle = {Encyclopedia of Statistics in Quality and Reliability},
	Date-Added = {2008-06-21 12:17:10 +0900},
	Date-Modified = {2008-10-26 19:34:34 +0900},
	Editor = {F. Ruggeri and F. Faltin and R. Kenett},
	Publisher = {John Wiley \& Sons},
	Title = {Bayesian Networks},
	Year = {2007},
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@inproceedings{haddawy94generating,
	Author = {P. Haddawy},
	Booktitle = uai94,
	Date-Added = {2008-06-21 11:11:47 +0900},
	Date-Modified = {2008-10-26 21:59:11 +0900},
	Editor = {R. Lopez de Mantaras and D. Poole},
	Keywords = {Statistical Relational Learning},
	Pages = {262-269},
	Publisher = {Morgan Kaufmann},
	Title = {Generating Bayesian Networks From Probability Logic Knowledge Bases},
	Year = {1994},
	Bdsk-File-1 = {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}}

@article{poole93probabilistic,
	Author = {David Poole},
	Date-Added = {2008-06-21 11:06:16 +0900},
	Date-Modified = {2008-06-21 11:06:32 +0900},
	Journal = {Artificial Intelligence},
	Keywords = {Statistical Relational Learning},
	Number = {1},
	Pages = {81-129},
	Title = {Probabilistic Horn Abduction and Bayesian Networks},
	Volume = {64},
	Year = {1993},
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@inproceedings{milch05blog,
	Author = {Brian Milch and Bhaskara Marthi and Stuart Russell and David Sontag and Daniel L. Ong and Andrey Kolobov},
	Booktitle = {Proc. 19th International Joint Conference on Artificial Intelligence (IJCAI)},
	Date-Added = {2008-06-21 10:58:50 +0900},
	Date-Modified = {2008-06-21 11:04:26 +0900},
	Keywords = {Statistical Relational Learning},
	Pages = {1352-1359},
	Title = {BLOG Probabilistic Models with Unknown Objects},
	Year = {2005},
	Bdsk-File-1 = {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}}

@incollection{kee04sorry,
	Author = {Lillian Lee},
	Booktitle = {Computer Science: Reflections on the Field, Reflections from the Field},
	Date-Added = {2008-06-21 03:22:04 +0900},
	Date-Modified = {2008-06-21 03:22:14 +0900},
	Editor = {Committee on the Fundamentals of Computer Science: Challenges and Opportunities, Computer Science and Telecommunications Board, National Research Council},
	Pages = {111--118},
	Publisher = {The National Academies Press},
	Title = {"I'm sorry Dave, I'm afraid I can't do that": Linguistics, Statistics, and Natural Language Processing circa 2001},
	Year = 2004,
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@article{nilsson86probabilistic,
	Address = {Essex, UK},
	Author = {Nils J. Nilsson},
	Date-Added = {2008-06-21 02:38:14 +0900},
	Date-Modified = {2008-10-26 22:41:50 +0900},
	Issn = {0004-3702},
	Journal = ai,
	Number = {1},
	Pages = {71--88},
	Publisher = {Elsevier Science Publishers Ltd.},
	Title = {Probabilistic logic},
	Volume = {28},
	Year = {1986},
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	Bdsk-Url-1 = {http://dx.doi.org/10.1016/0004-3702(86)90031-7}}

@book{nilsson06know,
	Author = {Nilsson, Nils J.},
	Date-Added = {2008-06-21 02:35:39 +0900},
	Date-Modified = {2008-06-21 02:36:43 +0900},
	Publisher = {Webpage},
	Title = {How Are We to Know},
	Year = {2006},
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@inproceedings{slocum81practical,
	Address = {Morristown, NJ, USA},
	Author = {Jonathan Slocum},
	Booktitle = acl81,
	Date-Added = {2008-06-21 02:15:15 +0900},
	Date-Modified = {2008-10-27 12:42:45 +0900},
	Pages = {1--6},
	Publisher = {Association for Computational Linguistics},
	Title = {A practical comparison of parsing strategies},
	Year = {1981},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/981923.981925}}

@inproceedings{halpern89analysis,
	Address = {Detroit, US},
	Author = {Joseph Y. Halpern},
	Booktitle = {Proceedings of {IJCAI}-89, 11th International Joint Conference on Artificial Intelligence},
	Date-Added = {2008-06-20 02:10:39 +0900},
	Date-Modified = {2008-06-20 02:13:15 +0900},
	Keywords = {Statistical Relational Learning},
	Pages = {1375--1381},
	Title = {An analysis of first-order logics of probability},
	Url = {citeseer.ist.psu.edu/halpern90analysis.html},
	Year = {1989},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/halpern90analysis.html}}

@inproceedings{jaeger97relational,
	Author = {Manfred Jaeger},
	Booktitle = {Proceedings of the 13th Conference on Uncertainty in Artificial Intelligence},
	Date-Added = {2008-06-20 02:07:34 +0900},
	Date-Modified = {2008-06-20 02:07:45 +0900},
	Editor = {Morgan Kaufmann},
	Keywords = {Statistical Relational Learning},
	Pages = {266--273},
	Title = {Relational {Bayesian} Networks},
	Url = {citeseer.nj.nec.com/jaeger97relational.html},
	Year = 1997,
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {citeseer.nj.nec.com/jaeger97relational.html}}

@inproceedings{koller98probabilistic,
	Address = {Menlo Park, CA, USA},
	Author = {Daphne Koller and Avi Pfeffer},
	Booktitle = {AAAI '98/IAAI '98: Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence},
	Date-Added = {2008-06-20 01:56:48 +0900},
	Date-Modified = {2008-06-20 01:57:09 +0900},
	Isbn = {0-262-51098-7},
	Keywords = {Statistical Relational Learning},
	Location = {Madison, Wisconsin, United States},
	Pages = {580--587},
	Publisher = {American Association for Artificial Intelligence},
	Title = {Probabilistic frame-based systems},
	Year = {1998},
	Bdsk-File-1 = {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}}

@article{abbeel06learning,
	Address = {Cambridge, MA, USA},
	Author = {Pieter Abbeel and Daphne Koller and Andrew Y. Ng},
	Date-Added = {2008-06-18 11:31:27 +0900},
	Date-Modified = {2008-06-18 11:31:37 +0900},
	Issn = {1533-7928},
	Journal = {J. Mach. Learn. Res.},
	Pages = {1743--1788},
	Publisher = {MIT Press},
	Title = {Learning Factor Graphs in Polynomial Time and Sample Complexity},
	Volume = {7},
	Year = {2006},
	Bdsk-File-1 = {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}}

@book{massol08better,
	Author = {Vincent Massol and Jason van Zyl and Brett Porter and John Casey and Carlos Sanchez},
	Date-Added = {2008-06-16 13:30:58 +0900},
	Date-Modified = {2008-06-16 13:32:56 +0900},
	Publisher = {DevZuz},
	Title = {Better Builds with Maven},
	Year = {2008},
	Bdsk-File-1 = {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}}

@inproceedings{eisner96three,
	Address = {Copenhagen},
	Author = {Jason Eisner},
	Booktitle = {Proceedings of the 16th International Conference on Computational Linguistics (COLING-96)},
	Date-Added = {2008-06-13 03:00:49 +0900},
	Date-Modified = {2008-06-13 03:01:04 +0900},
	Month = {August},
	Pages = {340--345},
	Title = {Three New Probabilistic Models for Dependency Parsing: An Exploration},
	Url = {http://www.cis.upenn.edu/~jeisner/papers/#coling96},
	Year = 1996,
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	Bdsk-Url-1 = {http://www.cis.upenn.edu/~jeisner/papers/#coling96}}

@inbook{unknownXXbook,
	Chapter = {Herbrand Method},
	Date-Added = {2008-06-12 17:43:42 +0900},
	Date-Modified = {2008-06-12 17:45:18 +0900},
	Publisher = {????},
	Title = {A Book On Logic},
	Year = {????},
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@article{fagin90logic,
	Author = {Ronald Fagin and Joseph Y. Halpern and Nimrod Megiddo},
	Date-Added = {2008-06-12 13:46:18 +0900},
	Date-Modified = {2008-06-19 21:08:51 +0900},
	Journal = {Information and Computation},
	Keywords = {Statistical Relational Learning},
	Number = {1/2},
	Pages = {78-128},
	Title = {A Logic for Reasoning about Probabilities},
	Url = {citeseer.ist.psu.edu/fagin90logic.html},
	Volume = {87},
	Year = {1990},
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	Bdsk-Url-1 = {citeseer.ist.psu.edu/fagin90logic.html}}

@misc{mezaruiz08spoken,
	Author = {Ivan Meza-Ruiz and Sebastian Riedel and Oliver Lemon},
	Date-Added = {2008-05-31 03:23:38 +0900},
	Date-Modified = {2008-05-31 03:29:14 +0900},
	Howpublished = {Late Breaking Abstracts of Londial '08: Workshop on the semantics and pragmatics of dialogue},
	Title = {Spoken Language Understanding in dialogue systems, using a 2-layer Markov Logic Network: improving semantic accuracy},
	Year = {2008},
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@inproceedings{toutanova05joint,
	Address = {Morristown, NJ, USA},
	Author = {Kristina Toutanova and Aria Haghighi and Christopher D. Manning},
	Booktitle = acl05,
	Date-Added = {2008-05-30 16:19:29 +0900},
	Date-Modified = {2008-10-27 12:55:42 +0900},
	Location = {Ann Arbor, Michigan},
	Pages = {589--596},
	Publisher = {Association for Computational Linguistics},
	Title = {Joint learning improves semantic role labeling},
	Year = {2005},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/1219840.1219913}}

@inproceedings{pradhan05semantic,
	Address = {Morristown, NJ, USA},
	Author = {Sameer Pradhan and Wayne Ward and Kadri Hacioglu and James H. Martin and Daniel Jurafsky},
	Booktitle = {ACL '05: Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics},
	Date-Added = {2008-05-30 16:07:15 +0900},
	Date-Modified = {2008-05-30 16:07:32 +0900},
	Doi = {http://dx.doi.org/10.3115/1219840.1219912},
	Location = {Ann Arbor, Michigan},
	Pages = {581--588},
	Publisher = {Association for Computational Linguistics},
	Title = {Semantic role labeling using different syntactic views},
	Year = {2005},
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	Bdsk-Url-1 = {http://dx.doi.org/10.3115/1219840.1219912}}

@inproceedings{cohen05stacked,
	Author = {William W. Cohen and Vitor R. Carvalho},
	Bib2Html_Dl_Pdf = {http://www.cs.cmu.edu/~vitor/publications/papers/cohen05ijcai.pdf},
	Booktitle = {Proceedings of the IJCAI 2005},
	Date-Added = {2008-05-30 15:53:55 +0900},
	Date-Modified = {2008-05-30 15:54:02 +0900},
	Title = {Stacked Sequential Learning},
	Year = 2005,
	Bdsk-File-1 = {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}}

@inproceedings{surdeanu08conll,
	Author = {Surdeanu, Mihai and Johansson, Richard and Meyers, Adam and M\`{a}rquez, Llu\'{i}s and Nivre, Joakim},
	Booktitle = {Proceedings of the 12th Conference on Computational Natural Language Learning ({CoNLL-2008})},
	Date-Added = {2008-05-27 22:27:39 +0900},
	Date-Modified = {2008-05-27 22:27:59 +0900},
	Title = {The {CoNLL}-2008 Shared Task on Joint Parsing of Syntactic and Semantic Dependencies},
	Year = 2008}

@inproceedings{xue04calibrating,
	Author = {Nianwen Xue and Martha Palmer},
	Booktitle = emnlp04,
	Date-Added = {2008-05-26 06:17:36 +0900},
	Date-Modified = {2008-10-27 13:02:30 +0900},
	Pages = {88--94},
	Title = {Calibrating features for semantic role labeling},
	Year = {2004},
	Bdsk-File-1 = {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}}

@inproceedings{riedel08improving,
	Author = {Sebastian Riedel},
	Booktitle = uai08,
	Date-Added = {2008-05-25 00:42:48 +0900},
	Date-Modified = {2010-07-12 01:53:07 -0400},
	Pages = {468--475},
	Title = {Improving the accuracy and Efficiency of {{MAP}} Inference for Markov Logic},
	Url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.143.7914&rep=rep1&type=pdf},
	Year = {2008},
	Bdsk-Url-1 = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.143.7914&rep=rep1&type=pdf}}

@article{crammer01ultraconservative,
	Address = {Cambridge, MA, USA},
	Author = {Koby Crammer and Yoram Singer},
	Date-Added = {2008-03-01 00:01:32 +0900},
	Date-Modified = {2008-05-14 22:01:32 +0900},
	Issn = {1533-7928},
	Journal = {Journal of Machine Learning Research},
	Pages = {951--991},
	Publisher = {MIT Press},
	Title = {Ultraconservative online algorithms for multiclass problems},
	Volume = {3},
	Year = {2003}}

@book{genesereth87logical,
	Author = {Genesereth, Michael and Nilsson, Nils J.},
	Date-Added = {2008-02-29 02:22:12 +0900},
	Date-Modified = {2008-02-29 02:23:01 +0900},
	Publisher = {Morgan Kaufmann},
	Title = {Logical Foundations of Artificial Intelligence},
	Year = {1987}}

@article{ng92probabilistic,
	Author = {Raymond T. Ng and V. S. Subrahmanian},
	Date-Added = {2008-02-29 02:03:46 +0900},
	Date-Modified = {2008-06-19 21:01:51 +0900},
	Journal = {Information and Computation},
	Keywords = {Statistical Relational Learning},
	Number = {2},
	Pages = {150-201},
	Title = {Probabilistic Logic Programming},
	Volume = {101},
	Year = {1992},
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@inproceedings{sontag07newouter,
	Author = {D. Sontag and T. Jaakkola},
	Booktitle = nips07,
	Date-Added = {2008-02-24 01:25:11 +0900},
	Date-Modified = {2008-10-26 20:11:25 +0900},
	Pages = {1393--1400},
	Title = {New Outer Bounds on the Marginal Polytope},
	Year = {2007}}

@inproceedings{clarke07modelling,
	Author = {James Clarke and Mirella Lapata},
	Booktitle = emnlp07,
	Date-Added = {2008-01-10 23:49:52 +0000},
	Date-Modified = {2008-10-26 20:26:13 +0900},
	Pages = {1--11},
	Title = {Modelling Compression with Discourse Constraints},
	Year = 2007}

@book{William99model,
	Author = {H. Paul Williams},
	Date-Added = {2008-01-07 18:33:20 +0000},
	Date-Modified = {2008-01-07 18:33:28 +0000},
	Edition = {4th},
	Publisher = {Wiley},
	Title = {Model Building in Mathematical Programming},
	Year = 1999}

@article{darwen95third,
	Author = {Hugh Darwen and C. J. Date},
	Date-Added = {2008-01-07 02:39:21 +0000},
	Date-Modified = {2008-02-29 03:18:30 +0900},
	Journal = {SIGMOD Record},
	Number = {1},
	Pages = {39-49},
	Title = {The Third Manifesto},
	Volume = {24},
	Year = {1995}}

@article{domingos07structured,
	Author = {Pedro Domingos},
	Booktitle = {Structured Machine Learning: The Next Ten Years).},
	Date-Added = {2007-12-14 22:01:45 +0000},
	Date-Modified = {2008-10-26 21:26:44 +0900},
	Journal = {Machine Learning},
	Number = {1},
	Pages = {3--23},
	Title = {Structured Machine Learning: Ten Problems for the Next Ten Years},
	Volume = {73},
	Year = {2008},
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@inproceedings{poole03firstorder,
	Author = {David Poole},
	Booktitle = ijcai03,
	Date-Added = {2007-11-25 19:42:25 +0000},
	Date-Modified = {2008-10-26 22:45:14 +0900},
	Keywords = {Statistical Relational Learning},
	Pages = {985--991},
	Title = {First-order probabilistic inference},
	Year = {2003},
	Bdsk-File-1 = {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}}

@phdthesis{daume07searn,
	Author = {Hal Daume},
	Date-Added = {2007-10-16 17:08:11 +0100},
	Date-Modified = {2007-10-16 17:08:57 +0100},
	Title = {My PhD Thesis}}

@inproceedings{kersting00bayesian,
	Author = {Kersting, Kristian and De Raedt, Luc},
	Booktitle = {Proceedings of the Work-in-Progress Track at the 10th International Conference on Inductive Logic Programming},
	Date-Added = {2007-09-18 23:59:33 +0100},
	Date-Modified = {2008-10-26 22:16:15 +0900},
	Editor = {J. Cussens and A. Frisch},
	Keywords = {Statistical Relational Learning},
	Pages = {138--155},
	Title = {Bayesian Logic Programs},
	Year = {2000},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://SunSITE.Informatik.RWTH-Aachen.DE/Publications/CEUR-WS/Vol-35/07-KerstingDeRaedt.ps}}

@inproceedings{grohe01when,
	Author = {Martin Grohe and Thomas Schwentick and Luc Segoufin},
	Booktitle = {STOC '01: } # proc # stoc,
	Date-Added = {2007-09-16 21:56:16 +0100},
	Date-Modified = {2008-05-14 22:06:27 +0900},
	Pages = {657-666},
	Title = {When is the evaluation of conjunctive queries tractable?},
	Year = {2001},
	Bdsk-File-1 = {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}}

@inproceedings{punyakanok05necessity,
	Author = {V. Punyakanok and D. Roth and W. Yih},
	Booktitle = {Proceedings of IJCAI 2005},
	Date-Added = {2007-09-16 19:30:04 +0100},
	Date-Modified = {2007-09-16 19:30:27 +0100},
	Title = {The Necessity of Syntactic Parsing for Semantic Role Labeling},
	Year = {2005}}

@inproceedings{punyakanok05generalized,
	Author = {V. Punyakanok and D. Roth and W. Yih},
	Booktitle = conll05,
	Date-Added = {2007-09-16 19:29:19 +0100},
	Date-Modified = {2008-10-27 11:57:04 +0900},
	Editor = {Ido Dagan and Dan Gildea},
	Pages = {181--184},
	Title = {Generalized Inference with Multiple Semantic Role Labeling Systems},
	Year = {2005},
	Bdsk-File-1 = {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}}

@inproceedings{carreras05introduction,
	Author = {X. Carreras and L. Marquez},
	Booktitle = conll05,
	Date-Added = {2007-09-16 19:20:09 +0100},
	Date-Modified = {2008-10-26 20:19:35 +0900},
	Pages = {152--164},
	Text = {Xavier Carreras and Llu s M arquez. 2005. n Introduction to the CoNLL-2005 Shared Task: Semantic Role Labeling. In Proceedings of CoNLL-2005.},
	Title = {Introduction to the CoNLL-2005 Shared Task: Semantic Role Labeling},
	Year = {2005}}

@article{gottlob03complexity,
	Address = {Duluth, MN, USA},
	Author = {Georg Gottlob and Christos Papadimitriou},
	Date-Added = {2007-09-13 20:53:45 +0100},
	Date-Modified = {2007-09-13 20:53:59 +0100},
	Doi = {http://dx.doi.org/10.1016/S0890-5401(03)00012-9},
	Issn = {0890-5401},
	Journal = {Inf. Comput.},
	Number = {1},
	Pages = {104--122},
	Publisher = {Academic Press, Inc.},
	Title = {On the complexity of single-rule datalog queries},
	Volume = {183},
	Year = {2003},
	Bdsk-Url-1 = {http://dx.doi.org/10.1016/S0890-5401(03)00012-9}}

@techreport{hinrichs06herbrand,
	Author = {Timothy Hinrichs and Michael Genesereth},
	Date-Added = {2007-09-12 21:57:04 +0100},
	Date-Modified = {2007-09-12 21:58:51 +0100},
	Institution = {Stanford Logic Group},
	Title = {Herbrand Logic},
	Year = {2006},
	Bdsk-File-1 = {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}}

@techreport{kok05alchemy,
	Author = {Stanley Kok and Parag Singla and Matthew Richardson and Pedro Domingos},
	Date-Added = {2007-06-08 22:06:43 +0100},
	Date-Modified = {2009-04-23 19:18:05 -0400},
	Institution = {University of Washington},
	Title = {The {{Alchemy}} system for statistical relational {{AI}}},
	Year = {2005}}

@inproceedings{park02map,
	Author = {J. Park},
	Booktitle = uai02,
	Date-Added = {2007-06-08 11:51:14 +0100},
	Date-Modified = {2009-04-02 17:07:37 +0900},
	Pages = {388--396},
	Text = {J. Park. MAP complexity results and approximation methods. In},
	Title = {MAP complexity results and approximation methods},
	Year = {2002},
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@inproceedings{anguelov04correlated,
	Author = {D. Anguelov and D. Koller and P. Srinivasan and S. Thrun and H.-C. Pang and J. Davis},
	Booktitle = nips # { (NIPS '04)},
	Date-Added = {2007-06-07 22:45:05 +0100},
	Date-Modified = {2008-10-26 20:00:07 +0900},
	Pages = {33--40},
	Title = {The correlated correspondence algorithm for unsupervised registration of nonrigid surfaces},
	Year = {2004}}

@inproceedings{singla06entity,
	Author = {Parag Singla and Pedro Domingos},
	Booktitle = icdm06,
	Date-Added = {2007-06-05 11:14:53 +0100},
	Date-Modified = {2008-10-27 12:34:44 +0900},
	Pages = {572-582},
	Title = {Entity Resolution with Markov Logic},
	Year = {2006},
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@inproceedings{poon07joint,
	Author = {Hoifung Poon and Pedro Domingos},
	Booktitle = aaai07,
	Date-Added = {2007-06-05 11:08:35 +0100},
	Date-Modified = {2008-10-27 00:02:54 +0900},
	Pages = {913--918},
	Title = {Joint Inference in Information Extraction},
	Year = {2007}}

@inproceedings{bilenko03adaptive,
	Author = {M. Bilenko and R. Mooney},
	Booktitle = kdd03,
	Date-Added = {2007-06-05 05:51:44 +0100},
	Date-Modified = {2008-10-26 20:06:35 +0900},
	Pages = {39--48},
	Title = {Adaptive duplicate detection using learnable string similarity measures},
	Year = {2003}}

@inproceedings{tromble06fast,
	Author = {Roy W. Tromble and Jason Eisner},
	Booktitle = hltnaacl06,
	Date-Added = {2007-06-05 03:37:38 +0100},
	Date-Modified = {2008-10-27 12:57:11 +0900},
	Location = {New York, New York},
	Pages = {423--430},
	Title = {A fast finite-state relaxation method for enforcing global constraints on sequence decoding},
	Year = {2006},
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@article{dantzig54solution,
	Author = {G. B. Dantzig and R. Fulkerson and S. M. Johnson},
	Date-Added = {2007-06-05 03:13:08 +0100},
	Date-Modified = {2008-01-04 17:52:06 +0000},
	Journal = {Operations Research},
	Pages = {393-410},
	Title = {Solution of a large-scale traveling salesman problem},
	Volume = {2},
	Year = {1954},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QNy4uLy4uLy4uL0RvY3VtZW50cy9QYXBlcnMvZGFudHppZy9kYW50emlnNTRzb2x1dGlvbi5wZGbSFwsYGVdOUy5kYXRhTxEByAAAAAAByAACAAAMTWFjaW50b3NoIEhEAAAAAAAAAAAAAAAAAAAAx/f5GEgrAAAACL0BFWRhbnR6aWc1NHNvbHV0aW9uLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIvQLABv6OAAAAAAAAAAAAAwAEAAAJIAAAAAAAAAAAAAAAAAAAAAdkYW50emlnAAAQAAgAAMf36wgAAAARAAgAAMAG/o4AAAABABQACL0BAAi8jgAIvDcACFccAACS9AACAE5NYWNpbnRvc2ggSEQ6VXNlcnM6cmllZGVsY2FzdHJvOkRvY3VtZW50czpQYXBlcnM6ZGFudHppZzpkYW50emlnNTRzb2x1dGlvbi5wZGYADgAsABUAZABhAG4AdAB6AGkAZwA1ADQAcwBvAGwAdQB0AGkAbwBuAC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIABIAEQAEgBBVXNlcnMvcmllZGVsY2FzdHJvL0RvY3VtZW50cy9QYXBlcnMvZGFudHppZy9kYW50emlnNTRzb2x1dGlvbi5wZGYAABMAAS8AABUAAgAT//8AAIAG0hscHR5aJGNsYXNzbmFtZVgkY2xhc3Nlc11OU011dGFibGVEYXRhox0fIFZOU0RhdGFYTlNPYmplY3TSGxwiI1xOU0RpY3Rpb25hcnmiIiBfEA9OU0tleWVkQXJjaGl2ZXLRJidUcm9vdIABAAgAEQAaACMALQAyADcAQABGAE0AVQBgAGcAagBsAG4AcQBzAHUAdwCEAI4AyADNANUCoQKjAqgCswK8AsoCzgLVAt4C4wLwAvMDBQMIAw0AAAAAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAADDw==}}

@inproceedings{singla06memory,
	Annote = {Describes LazySAT.},
	Author = {Parag Singla and Pedro Domingos},
	Booktitle = aaai06,
	Date-Added = {2007-05-25 17:28:55 +0100},
	Date-Modified = {2008-10-27 12:35:03 +0900},
	Keywords = {LazySAT, MAP, Markov Logic},
	Title = {Memory-Efficient Inference in Relational Domains},
	Year = {2006},
	Bdsk-File-1 = {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}}

@inproceedings{poon06sound,
	Author = {H. Poon and P. Domingos},
	Booktitle = aaai06,
	Date-Added = {2007-03-24 15:46:52 +0900},
	Date-Modified = {2008-10-26 22:48:11 +0900},
	Pages = {458--463},
	Publisher = {AAAI Press},
	Title = {Sound and efficient inference with probabilistic and deterministic dependencies},
	Year = {2006},
	Bdsk-File-1 = {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}}

@inbook{domingos06missing,
	Author = {P. Domingos},
	Chapter = {What's Missing in AI: The Interface Layer},
	Date-Added = {2007-03-24 15:10:02 +0900},
	Date-Modified = {2009-04-23 19:16:24 -0400},
	Editor = {P. Cohen},
	Publisher = {AAAI Press},
	Title = {Artificial Intelligence: The First Hundred Years},
	Year = {to appear}}

@article{censor81rowaction,
	Author = {Yair Censor},
	Date-Added = {2007-03-18 19:17:02 +0000},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {SIAM Review},
	Month = {Oct.},
	Number = {4},
	Pages = {444-466},
	Title = {Row-Action Methods for Huge and Sparse Systems and Their Applications},
	Volume = {23},
	Year = {1981}}

@inproceedings{riedel06incremental,
	Author = {Sebastian Riedel and James Clarke},
	Booktitle = emnlp06,
	Date-Added = {2007-03-17 20:40:59 +0000},
	Date-Modified = {2010-07-12 01:40:26 -0400},
	Pages = {129--137},
	Title = {Incremental Integer Linear Programming for Non-projective Dependency Parsing},
	Url = {http://aclweb.org/anthology-new/W/W06/W06-1616.pdf},
	Year = {2006},
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	Bdsk-Url-1 = {http://aclweb.org/anthology-new/W/W06/W06-1616.pdf}}

@inproceedings{ratnaparkhi96maximum,
	Address = {Somerset, New Jersey},
	Author = {Adwait Ratnaparkhi},
	Booktitle = {Proceedings of the Conference on Empirical Methods in Natural Language Processing},
	Date-Added = {2007-03-02 11:37:14 +0000},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {Eric Brill and Kenneth Church},
	Pages = {133--142},
	Publisher = {Association for Computational Linguistics},
	Title = {A Maximum Entropy Model for Part-of-Speech Tagging},
	Url = {citeseer.ist.psu.edu/ratnaparkhi96maximum.html},
	Year = {1996},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/ratnaparkhi96maximum.html}}

@phdthesis{taskar04learning,
	Author = {Ben Taskar},
	Date-Added = {2007-02-27 00:27:44 +0000},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	School = {Stanford University},
	Title = {Learning Structured Prediction Models: a Large-Margin approach},
	Year = {2004},
	Bdsk-File-1 = {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}}

@inproceedings{yedidia00generalized,
	Author = {Jonathan S. Yedidia and William T. Freeman and Yair Weiss},
	Booktitle = nips00,
	Date-Added = {2006-10-02 23:00:40 -0700},
	Date-Modified = {2008-10-26 20:11:06 +0900},
	Pages = {689-695},
	Title = {Generalized Belief Propagation},
	Url = {citeseer.ist.psu.edu/yedidia00generalized.html},
	Year = {2000},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QNy4uLy4uLy4uL0RvY3VtZW50cy9QYXBlcnMveWVkaWRpYS95ZWRpZGlhMDVjb25zdHJ1Y3RpbmfSFwsYGVdOUy5kYXRhTxEByAAAAAAByAACAAAMTWFjaW50b3NoIEhEAAAAAAAAAAAAAAAAAAAAx/f5GEgrAAAACL2PFXllZGlkaWEwNWNvbnN0cnVjdGluZwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIvZDBR7aXUERGIHBydncAAwAEAAAJIAAAAAAAAAAAAAAAAAAAAAd5ZWRpZGlhAAAQAAgAAMf36wgAAAARAAgAAMFHqIcAAAABABQACL2PAAi8jgAIvDcACFccAACS9AACAE5NYWNpbnRvc2ggSEQ6VXNlcnM6cmllZGVsY2FzdHJvOkRvY3VtZW50czpQYXBlcnM6eWVkaWRpYTp5ZWRpZGlhMDVjb25zdHJ1Y3RpbmcADgAsABUAeQBlAGQAaQBkAGkAYQAwADUAYwBvAG4AcwB0AHIAdQBjAHQAaQBuAGcADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIABIAEQAEgBBVXNlcnMvcmllZGVsY2FzdHJvL0RvY3VtZW50cy9QYXBlcnMveWVkaWRpYS95ZWRpZGlhMDVjb25zdHJ1Y3RpbmcAABMAAS8AABUAAgAT//8AAIAG0hscHR5aJGNsYXNzbmFtZVgkY2xhc3Nlc11OU011dGFibGVEYXRhox0fIFZOU0RhdGFYTlNPYmplY3TSGxwiI1xOU0RpY3Rpb25hcnmiIiBfEA9OU0tleWVkQXJjaGl2ZXLRJidUcm9vdIABAAgAEQAaACMALQAyADcAQABGAE0AVQBgAGcAagBsAG4AcQBzAHUAdwCEAI4AyADNANUCoQKjAqgCswK8AsoCzgLVAt4C4wLwAvMDBQMIAw0AAAAAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAADDw==},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/yedidia00generalized.html}}

@inproceedings{krishnan06effective,
	Address = {Sydney, Australia},
	Author = {Krishnan, Vijay and Manning, Christopher D.},
	Booktitle = {Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics},
	Date-Added = {2006-09-20 23:43:59 -0700},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Month = {July},
	Pages = {1121--1128},
	Publisher = {Association for Computational Linguistics},
	Title = {An Effective Two-Stage Model for Exploiting Non-Local Dependencies in Named Entity Recognition},
	Url = {http://www.aclweb.org/anthology/P/P06/P06-1141},
	Year = {2006},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/P/P06/P06-1141}}

@inproceedings{finkel05incorporating,
	Author = {Finkel, Jenny Rose and Grenager, Trond and Manning, Christopher},
	Booktitle = acl05,
	Date-Added = {2006-09-20 23:41:32 -0700},
	Date-Modified = {2008-10-26 21:52:31 +0900},
	Month = {June},
	Pages = {363--370},
	Title = {Incorporating Non-local Information into Information Extraction Systems by Gibbs Sampling},
	Year = {2005}}

@inproceedings{mccallum03toward,
	Author = {Andrew McCallum and Ben Wellner},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Booktitle = {IIWeb},
	Crossref = {DBLP:conf/ijcai/2003iiweb},
	Ee = {http://www.isi.edu/info-agents/workshops/ijcai03/papers/McCallum-ijcaiws.pdf},
	Pages = {79-84},
	Title = {Toward Conditional Models of Identity Uncertainty with Application to Proper Noun Coreference.},
	Year = {2003}}

@article{dempster77maximum,
	Author = {A. Dempster, N. Laird, and D. Rubin},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Journal of the Royal Statistical Society, Series B},
	Owner = {s0349492},
	Pages = {pp. 1--38},
	Title = {Maximum likelihood from incomplete data via the em algorithm},
	Volume = {39},
	Year = {1977}}

@misc{abney96partial,
	Author = {S. Abney},
	Citeseerurl = {citeseer.ist.psu.edu/abney96partial.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Text = {Steven Abney. 1996. Partial parsing via finite-state cascades. In Workshop on Robust Parsing, 8th European Summer School in Logic, Language and Information, Prague, Czech Republic, pages 8--15.},
	Title = {Partial parsing via finite-state cascades},
	Year = {1996},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/abney96partial.html}}

@inproceedings{agichtein00snowball,
	Author = {Eugene Agichtein and Luis Gravano},
	Booktitle = {Proceedings of the Fifth {ACM} International Conference on Digital Libraries},
	Citeseerurl = {citeseer.ist.psu.edu/agichtein00snowball.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {Snowball: Extracting Relations from Large Plain-Text Collections},
	Year = {2000},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/agichtein00snowball.html}}

@inproceedings{yakushiji05biomedical,
	Author = {Akane Yakushiji, Yusuke Miyao, Yuka Tateisi, Jun'ichi Tsujii},
	Booktitle = {SMBM},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Biomedical Information Extraction with Predicate-Argument Structure Patterns},
	Year = {2005}}

@article{smith05regularisation,
	Author = {Andrew Smith, Miles Osborne},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Lecture Notes in Computer Science},
	Owner = {s0349492},
	Pages = {896 - 907},
	Title = {Regularisation Techniques for Conditional Random Fields: Parameterised Versus Parameter-Free},
	Volume = {3651},
	Year = {2005}}

@misc{appelt99introduction,
	Author = {Douglas E. Appelt and David J. Israel},
	Comment = {Good Introduction, more focussed on Rule-Based Learning},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {Information Extraction Rule-Based},
	Note = {Tutorial Prepared for IJCAI-99},
	Owner = {s0349492},
	Title = {Introduction to Information Extraction Technology},
	Year = {1999}}

@inproceedings{bikel02design,
	Author = {Daniel M. Bikel},
	Booktitle = {HLT 2002},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Design of a Multi-lingual, Parallel-processing Statistical Parsing Engine},
	Year = {2002}}

@inproceedings{bos05towards,
	Author = {Johan Bos},
	Booktitle = {Proceedings of IWCS-6, Tilburg, The Netherlands},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Towards Wide-Coverage Semantic Interpretation.},
	Year = {2005}}

@inproceedings{brants00tnt,
	Author = {T. Brants},
	Booktitle = {Proceedings of the 6th Applied NLP Conference},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Month = {May},
	Owner = {s0349492},
	Title = {TnT -- a statistical part-of-speech tagger},
	Year = {2000}}

@inproceedings{braz05lifted,
	Author = {R. de Salvo Braz and E. Amir and D. Roth},
	Booktitle = ijcai05,
	Comment = {Relational Inference; Probabilistic Relational (first order) Models; First-order probabilistic inference without propositionalization},
	Date-Modified = {2008-10-26 20:36:18 +0900},
	Keywords = {Statistical Relational Learning},
	Owner = {s0349492},
	Pages = {1319--1125},
	Title = {Lifted First-order Probabilistic Inference},
	Year = {2005},
	Bdsk-File-1 = {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}}

@article{brill95transformation,
	Address = {Cambridge, MA, USA},
	Author = {Eric Brill},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Issn = {0891-2017},
	Journal = {Comput. Linguist.},
	Number = {4},
	Pages = {543--565},
	Publisher = {MIT Press},
	Title = {Transformation-based error-driven learning and natural language processing: a case study in part-of-speech tagging},
	Volume = {21},
	Year = {1995}}

@inproceedings{brin98extracting,
	Author = {Sergey Brin},
	Booktitle = {WebDB Workshop at 6th International Conference on Extending Database Technology, {EDBT}'98},
	Citeseerurl = {citeseer.ist.psu.edu/brin98extracting.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {Extracting Patterns and Relations from the World Wide Web},
	Year = {1998},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/brin98extracting.html}}

@article{bunescu04comparative,
	Abstract = {Automatically extracting information from biomedical text holds the promise of easily
	 consolidating large amounts of biological knowledge in computer-accessible
	 form. This strategy is particularly attractive for extracting data
	 relevant to genes of the human genome from the 11 million abstracts in
	 Medline. However, extraction efforts have been frustrated by the
	 lack of conventions for describing human genes and proteins. We have
	 developed and evaluated a variety of learned information extraction
	 systems for identifying human protein names in Medline abstracts
	 and subsequently extracting information on interactions between the
	 proteins. We demonstrate that machine learning approaches using support
	 vector machines and hidden Markov models are able to identify human
	 proteins with higher accuracy than several previous approaches. We also
	 demonstrate that various rule induction methods are able to identify
	 protein interactions more accurately than manually-developed rules.},
	Author = {Razvan Bunescu and Ruifang Ge and Rohit J. Kate and Edward M. Marcotte and Raymond J. Mooney and Arun Kumar Ramani and Yuk Wah Wong},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editors = {Constantine D. Spyropoulos and Vangelis Karkaletsis},
	Journal = {Special Issue in the Journal Artificial Intelligence in Medicine on Summarization and Information Extraction from Medical Documents},
	Note = {To appear},
	Publisher = {Elsevier},
	Title = {Comparative Experiments on Learning Information Extractors for Proteins and their Interactions},
	Url = {http://www.cs.utexas.edu/users/ml/publication/paper.cgi?paper=bionlp-aimed-04.ps.gz},
	Volume = {31},
	Year = {2004},
	Bdsk-Url-1 = {http://www.cs.utexas.edu/users/ml/publication/paper.cgi?paper=bionlp-aimed-04.ps.gz}}

@inproceedings{bunescu05shortest,
	Author = {Razvan Bunescu and Raymond J. Mooney},
	Booktitle = {HLT/EMNLP 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {A Shortest Path Dependency Kernel for Relation Extraction},
	Year = {2005}}

@inproceedings{bunescu04collective,
	Author = {Razvan Bunescu and Raymond J. Mooney},
	Booktitle = acl04,
	Date-Modified = {2008-10-26 20:13:05 +0900},
	Pages = {439--446},
	Title = {Collective Information Extraction with Relational {M}arkov Networks},
	Year = {2004}}

@inproceedings{bunescu05subsequence,
	Author = {Razvan C. Bunescu and Raymond J. Mooney},
	Booktitle = {Proceedings of EMNLP},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Subsequence Kernels for Relation Extraction},
	Year = {2005}}

@article{blaschke02framebased,
	Author = {Blaschke C and Valencia A.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {IEEE Intelligent Systems},
	Owner = {s0349492},
	Pages = {14-20},
	Title = {The frame-based module of the Suiseki information extraction system},
	Volume = {17},
	Year = {2002}}

@inproceedings{sutton04dynamic,
	Author = {Charles Sutton and Khashayar Rohanimanesh and Andrew McCallum},
	Booktitle = icml04,
	Date-Modified = {2008-10-26 20:24:38 +0900},
	Owner = {s0349492},
	Pages = {99--107},
	Title = {Dynamic Conditional Random Fields: Factorized Probabilistic Models for Labeling and Segmenting Sequence Data},
	Year = {2004}}

@article{charniak94costbased,
	Address = {Essex, UK},
	Author = {Eugene Charniak and Solomon Eyal Shimony},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Doi = {http://dx.doi.org/10.1016/0004-3702(94)90030-2},
	Issn = {0004-3702},
	Journal = {Artif. Intell.},
	Number = {2},
	Pages = {345--374},
	Publisher = {Elsevier Science Publishers Ltd.},
	Title = {Cost-based abduction and MAP explanation},
	Volume = {66},
	Year = {1994},
	Bdsk-Url-1 = {http://dx.doi.org/10.1016/0004-3702(94)90030-2}}

@inproceedings{clark04parsing,
	Author = {Stephen Clark and James R. Curran},
	Booktitle = acl04,
	Date-Modified = {2010-03-01 15:57:39 -0500},
	Owner = {s0349492},
	Pages = {103-110},
	Title = {Parsing the {WSJ} Using {CCG} and Log-Linear Models},
	Year = {2004}}

@inproceedings{collins04incremental,
	Author = {Michael Collins and Brian Roark},
	Booktitle = acl04,
	Date-Modified = {2008-10-26 20:34:13 +0900},
	Owner = {s0349492},
	Pages = {111--118},
	Title = {Incremental parsing with the Perceptron algorithm.},
	Year = {2004}}

@inproceedings{crammer01ultraconservativeconf,
	Author = {Koby Crammer and Yoram Singer},
	Booktitle = {14th Annual Conference on Computational Learning Theory, {COLT} 2001 and 5th {E}uropean Conference on Computational Learning Theory, {EuroCOLT} 2001, Amsterdam, The Netherlands, July 2001, Proceedings},
	Date-Modified = {2008-03-01 00:01:24 +0900},
	Pages = {99--115},
	Publisher = {Springer, Berlin},
	Title = {Ultraconservative Online Algorithms for Multiclass Problems},
	Volume = {2111},
	Year = {2001}}

@misc{culotta05practical,
	Abstract = { {\sl Markov logic} is a highly
	 expressive language recently introduced to specify the connectivity of a
	 Markov network using first-order logic. While Markov logic is capable
	 of constructing arbitrary first-order formulae over the data, the
	 complexity of these formulae is often limited in practice because of the
	 size and connectivity of the resulting network. In this paper, we
	 present approximate inference and training methods that incrementally
	 instantiate portions of the network as needed to enable first-order
	 existential and universal quantifiers in {\sl Markov logic networks}.
	 When applied to the problem of object identification, this approach
	 results in a conditional probabilistic model that can reason about
	 objects, combining the expressivity of recently introduced BLOG models
	 with the predictive power of conditional training. We validate our
	 algorithms on the tasks of citation matching and author disambiguation.},
	Author = {Aron Culotta and Andrew McCallum},
	Date-Modified = {2010-02-01 12:16:56 -0500},
	Month = {June},
	Note = {Under Review},
	Title = {{Practical Markov logic containing first-order quantifiers with application to identity uncertainty}},
	Year = {2005},
	Bdsk-Url-1 = {http://www.cs.umass.edu/~culotta/pubs/culotta05practical.pdf}}

@inproceedings{culotta04dependency,
	Abstract = {We extend previous work on tree kernels to estimate the similarity between the
	 dependency trees of sentences. Using this kernel within a Support
	 Vector Machine, we detect and classify relations between entities in
	 the Automatic Content Extraction (ACE) corpus of news articles. We
	 examine the utility of different features such as Wordnet hypernyms,
	 parts of speech, and entity types, and find that the dependency tree
	 kernel achieves a 20\% F1 improvement over a ``bag-of-words'' kernel.},
	Address = {Barcelona, Spain},
	Author = {Aron Culotta and Jeffery Sorensen},
	Booktitle = acl04,
	Date-Modified = {2012-12-09 01:52:38 +0000},
	Title = {Dependency tree kernels for relation extraction},
	Url = {http://www.cs.umass.edu/~culotta/pubs/tkernel.pdf},
	Year = {2004},
	Bdsk-Url-1 = {http://www.cs.umass.edu/~culotta/pubs/tkernel.pdf}}

@inproceedings{cussens99loglinear,
	Author = {James Cussens},
	Booktitle = {Proceedings of the 15th Annual Conference on Uncertainty in {AI} ({UAI}'99)},
	Citeseerurl = {citeseer.ist.psu.edu/cussens99loglinear.html},
	Date-Modified = {2008-06-19 21:03:01 +0900},
	Editor = {Kathryn Blackmond Laskey and Henri Prade},
	Keywords = {Statistical Relational Learning},
	Pages = {126--133},
	Publisher = {Morgan Kaufmann},
	Title = {Loglinear models for first-order probabilistic reasoning},
	Year = {1999},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/cussens99loglinear.html}}

@inproceedings{daelemans96mbt,
	Author = {W. Daelemans and J. Zavrel and S. Berck},
	Booktitle = {Proceedings of the Fourth Workshop on Very Large Corpora},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {14--27},
	Title = {{MBT}: A Memory-Based Part of Speech Tagger-Generator},
	Url = {citeseer.ifi.unizh.ch/daelemans96mbt.html},
	Year = {1996},
	Bdsk-Url-1 = {citeseer.ifi.unizh.ch/daelemans96mbt.html}}

@inproceedings{dechter03simple,
	Author = {Rina Dechter, and Robert Mateescu},
	Booktitle = {Proceedings of UAI},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {A Simple Insight into Iterative Belief Propagation s Success},
	Year = {2003}}

@article{zelenko03kernel,
	Author = {Dimitry Zelenko and Chinatsu Aone and Anthony Richardella},
	Date-Modified = {2010-09-01 08:02:46 -0400},
	Journal = {JMLR},
	Number = {6},
	Owner = {s0349492},
	Pages = {1083 - 1106},
	Title = {Kernel Methods for Relation Extraction},
	Volume = {3},
	Year = {2003}}

@inproceedings{ding05machine,
	Author = {Yuan Ding and Martha Palmer},
	Booktitle = {The 43rd Annual Meeting of the Association of Computational Linguistics, Ann Arbor 2005. (ACL-2005)},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Machine Translation Using Probabilistic Synchronous Dependency Insertion Grammars},
	Year = {2005}}

@inproceedings{domingos04unifying,
	Author = {Pedro Domingos and Matt Richardson},
	Booktitle = {Proceedings of the ICML-2004 Workshop on Statistical Relational Learning and its Connections to Other Fields},
	Date-Modified = {2008-10-26 21:50:34 +0900},
	Owner = {s0349492},
	Pages = {49-54},
	Title = {{Markov Logic}: A Unifying Framework for Statistical Relational Learning},
	Year = {2004}}

@article{dowling84linear,
	Author = {W. Dowling and J. Gallier},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Journal of Logic Programming},
	Owner = {s0349492},
	Pages = {267-284},
	Title = {Linear-Time Algorithms for Testing the Satisfiability of Propositional Horn Formulas},
	Volume = {3},
	Year = {1984}}

@inproceedings{briscoe02high,
	Author = {E.J.Briscoe and J.Carroll},
	Booktitle = {Proc. of Int. Workshop on Parsing Technologies},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Opteditor = {H.Bunt and J.Carroll and G.Satta},
	Title = {High Precision Extraction of Grammatical Relations},
	Year = {2002}}

@misc{fisher95description,
	Author = {David Fisher and Stephen Soderland and Joseph McCarthy and Fangfang Feng and Wendy Lehnert},
	Citeseerurl = {citeseer.ist.psu.edu/fisher95description.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Text = {Fisher, D., Soderland, S., McCarthy, J., Feng, F. & Lehnert, W. (1995). Description of the UMass System as Used for MUC-6. In Proceedings of the Sixth Message Understanding Conference (MUC-6) (pp. 127-- 140). San Francisco: Morgan Kaufman.},
	Title = {Description of the UMass System as Used for MUC},
	Year = {1995},
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	Date-Modified = {2007-03-18 19:18:23 +0000},
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	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/germann01fast.html}}

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	Date-Modified = {2007-03-18 19:18:23 +0000},
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@article{hasida94dynamics,
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	Bibsource = {DBLP, http://dblp.uni-trier.de},
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@article{huang04discovering,
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	Journal = {Bioinformatics. 2004},
	Month = {Dec},
	Owner = {s0349492},
	Pages = {3604-12},
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@book{hudson84word,
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	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {Blackwell},
	Title = {Word Grammar},
	Year = {1984}}

@techreport{hobbs93interpretation,
	Author = {Jerry R. Hobbs, Mark Stickel, Douglas Appelt and Paul Martin},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {Artifical Intelligence Center, SRI International},
	Owner = {s0349492},
	Title = {Interpretation as Abduction},
	Year = {1993}}

@article{jordan99introduction,
	Author = {Michael I. Jordan and Zoubin Ghahramani and Tommi Jaakkola and Lawrence K. Saul},
	Citeseerurl = {citeseer.ist.psu.edu/jordan98introduction.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Machine Learning},
	Number = {2},
	Pages = {183-233},
	Title = {An Introduction to Variational Methods for Graphical Models},
	Volume = {37},
	Year = {1999},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/jordan98introduction.html}}

@inproceedings{kambhatia04combining,
	Author = {Nanda Kambhatla},
	Booktitle = {ACL 2004 Postersession},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Combining Lexical, Syntactic, and Semantic Features with Maximum Entropy Models for Extracting Relations.},
	Year = {2004}}

@book{kamp93fromdiscourse,
	Author = {Hans Kamp and Uwe Reyle},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {Kluwer Academic},
	Series = {Studies in Linguistics and Philosophy},
	Title = {From Discourse to Logic},
	Year = {1993}}

@inproceedings{kautz96generalold,
	Author = {H. Kautz and B. Selman and Y. Jiang},
	Booktitle = {The Satisfiability Problem: Theory and Applications (DIMACS Workshop)},
	Date-Modified = {2008-10-26 22:13:17 +0900},
	Owner = {s0349492},
	Title = {A general stochastic approach to solving problems with hard and soft constraints},
	Year = {1996}}

@techreport{kersting02basic,
	Author = {K. Kersting and L. De Raedt},
	Date-Modified = {2008-06-19 21:02:48 +0900},
	Institution = {University of Freiburg},
	Keywords = {Statistical Relational Learning},
	Number = {174},
	Owner = {s0349492},
	Title = {Basic principles of learning Bayesian logic programs},
	Year = {2002}}

@inproceedings{klein02conditional,
	Author = {Dan Klein and Christopher D. Manning},
	Booktitle = {EMNLP},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Conditional Structure versus Conditional Estimation in NLP Models},
	Year = {2002}}

@inproceedings{koller99Probabilistic,
	Abstract = {Probabilistic models provide a sound and coherent foundation for
	 dealing with the noise and uncertainty encountered in most real-world
	 domains. Bayesian networks are a language for representing complex
	 probabilistic models in a compact and natural way. A Bayesian network can be
	 used to reason about any attribute in the domain, given any set of
	 observations. It can thus be used for a variety tasks, including
	 prediction, explanation, and decision making. The probabilistic semantics
	 also gives a strong foundation for the task of learning models from
	 data. Techniques currently exist for learning both the structure and
	 the parameters, for dealing with missing data and hidden variables,
	 and for discovering causal structure. One of the main limitations
	 of Bayesian networks is that they represent the world in terms of
	 a fixed set of ``attributes''. Like propositional logic, they are
	 incapable of reasoning explicitly about entities, and thus cannot
	 represent models over domains where the set of entities and the relations
	 between them are not fixed in advance. As a consequence, Bayesian
	 networks are limited in their ability to model large and complex
	 domains. Probabilistic relational models are a language for describing
	 probabilistic models based on the significantly more expressive basis of
	 relational logic. They allow the domain to be represented in terms of
	 entities, their properties, and the relations between them. These
	 models represent the uncertainty over the properties of an entity,
	 representing its probabilistic dependence both on other properties of
	 that entity and on properties of related entities. They can even
	 represent uncertainty over the relational structure itself. Some of the
	 techniques for Bayesian network learning can be generalized to this
	 setting, but the learning problem is far from solved. Probabilistic
	 relational models provide a new framework, and new challenges, for
	 the endeavor of learning relational models for real-world domains.},
	Author = {Daphne Koller},
	Booktitle = ilp99,
	Date-Modified = {2008-10-29 00:54:06 +0900},
	Editor = {S. D\v{z}eroski and P. Flach},
	Keywords = {Probabilities},
	Pages = {3--13},
	Publisher = {SV},
	Title = {Probabilistic Relational Models},
	Volume = {1634},
	Year = {1999}}

@inproceedings{koller97objectoriented,
	Author = {Daphne Koller and Avi Pfeffer},
	Booktitle = {Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence ({UAI}-97)},
	Citeseerurl = {citeseer.ist.psu.edu/koller97objectoriented.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {302--313},
	Title = {Object-Oriented Bayesian Networks},
	Year = {1997},
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	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/koller97objectoriented.html}}

@inproceedings{koo05hidden,
	Author = {Terry Koo and Michael Collins},
	Booktitle = {EMNLP 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Hidden-Variable Models for Discriminative Reranking},
	Year = {2005}}

@inproceedings{lafferty01conditional,
	Author = {John Lafferty and Andrew McCallum and Fernando Pereira},
	Booktitle = icml01,
	Citeseerurl = {citeseer.ist.psu.edu/lafferty01conditional.html},
	Date-Modified = {2008-10-26 22:24:17 +0900},
	Pages = {282--289},
	Publisher = {Morgan Kaufmann, San Francisco, CA},
	Title = {Conditional Random Fields: {P}robabilistic Models for Segmenting and Labeling Sequence Data},
	Year = {2001},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QPC4uLy4uLy4uL0RvY3VtZW50cy9QYXBlcnMvbGFmZmVydHkvbGFmZmVydHkwMWNvbmRpdGlvbmFsLnBkZtIXCxgZV05TLmRhdGFPEQHaAAAAAAHaAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAAAADH9/kYSCsAAAAIvTQZbGFmZmVydHkwMWNvbmRpdGlvbmFsLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAi9NcShucNQREYgAAAAAAADAAQAAAkgAAAAAAAAAAAAAAAAAAAACGxhZmZlcnR5ABAACAAAx/frCAAAABEACAAAxKGrswAAAAEAFAAIvTQACLyOAAi8NwAIVxwAAJL0AAIAU01hY2ludG9zaCBIRDpVc2VyczpyaWVkZWxjYXN0cm86RG9jdW1lbnRzOlBhcGVyczpsYWZmZXJ0eTpsYWZmZXJ0eTAxY29uZGl0aW9uYWwucGRmAAAOADQAGQBsAGEAZgBmAGUAcgB0AHkAMAAxAGMAbwBuAGQAaQB0AGkAbwBuAGEAbAAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwBoACAASABEABIARlVzZXJzL3JpZWRlbGNhc3Ryby9Eb2N1bWVudHMvUGFwZXJzL2xhZmZlcnR5L2xhZmZlcnR5MDFjb25kaXRpb25hbC5wZGYAEwABLwAAFQACABP//wAAgAbSGxwdHlokY2xhc3NuYW1lWCRjbGFzc2VzXU5TTXV0YWJsZURhdGGjHR8gVk5TRGF0YVhOU09iamVjdNIbHCIjXE5TRGljdGlvbmFyeaIiIF8QD05TS2V5ZWRBcmNoaXZlctEmJ1Ryb290gAEACAARABoAIwAtADIANwBAAEYATQBVAGAAZwBqAGwAbgBxAHMAdQB3AIQAjgDNANIA2gK4AroCvwLKAtMC4QLlAuwC9QL6AwcDCgMcAx8DJAAAAAAAAAIBAAAAAAAAACgAAAAAAAAAAAAAAAAAAAMm},
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@mastersthesis{leek97information,
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	Author = {T. R. Leek},
	Citeseerurl = {citeseer.ist.psu.edu/leek97information.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Howpublished = {Master's thesis, UC San Diego},
	Keywords = {Generative HMM Information Extraction Statistical},
	School = {UC San Diego},
	Title = {Information extraction using hidden {Markov} models},
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	Year = {2004}}

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	Booktitle = {Modularity in Knowledge Representation and Natural Language Understanding},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {J. L. Garfield},
	Owner = {s0349492},
	Pages = {37-62},
	Publisher = {MIT-Press, Cambridge, MA},
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@inproceedings{marthi03firstorder,
	Author = {B. Marthi and B. Milch and S. Russell},
	Booktitle = {IJCAI},
	Citeseerurl = {citeseer.ist.psu.edu/619286.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {"Information Extraction" Generative},
	Note = {For Semistructured Citations, not free text},
	Text = {B. Marthi, B. Milch, and S. Russell. First-order probabilistic models for information extraction. In IJCAI 2003.},
	Title = {First-order probabilistic models for information extraction},
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@article{wainwright03treebased,
	Author = {Martin J. Wainwright and Tommi Jaakkola and Alan S. Willsky},
	Date-Modified = {2009-04-24 00:59:48 +0900},
	Journal = {IEEE Transactions on Information Theory},
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	Pages = {1120-1146},
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	Volume = {49},
	Year = {2003}}

@inproceedings{mccallum03note,
	Author = {Andrew McCallum and David Jensen},
	Booktitle = {IJCAI03 Workshop on Learning Statistical Models from Relational Data},
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	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {A Note on the Unification of Information Extraction and Data Mining using Conditional-Probability, Relational Models},
	Year = {2003},
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@inproceedings{mcdonald05online,
	Author = {R. McDonald and K. Crammer and F. Pereira},
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	Owner = {s0349492},
	Pages = {91--98},
	Title = {Online Large-Margin Training of Dependency Parsers},
	Year = {2005}}

@inproceedings{mcdonald06online,
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	Booktitle = eacl06,
	Date-Modified = {2010-03-01 16:07:21 -0500},
	Pages = {81--88},
	Title = {Online Learning of Approximate Dependency Parsing Algorithms},
	Year = {2006}}

@inproceedings{mcdonald05nonprojective,
	Author = {R. McDonald and F. Pereira and K. Ribarov and J. Hajic},
	Booktitle = {HLT-EMNLP, 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Non-Projective Dependency Parsing using Spanning Tree Algorithms},
	Year = {2005}}

@inproceedings{mccallum00maximum,
	Author = {Andrew Mc{C}allum and Dayne Freitag and Fernando Pereira},
	Booktitle = {Proc. 17th International Conf. on Machine Learning},
	Citeseerurl = {citeseer.ist.psu.edu/mccallum00maximum.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {HMM Generative Information Extraction Statistical},
	Pages = {591--598},
	Publisher = {Morgan Kaufmann, San Francisco, CA},
	Title = {Maximum Entropy {M}arkov Models for Information Extraction and Segmentation},
	Year = {2000},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/mccallum00maximum.html}}

@inproceedings{milch04blog,
	Author = {Brian Milch and Bhaskara Marthi Stuart Russell},
	Booktitle = {ICML 2004 Workshop on Statistical Relational Learning and Its Connections to Other Fields},
	Date-Modified = {2007-03-18 19:18:23 +0000},
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	Title = {BLOG: Relational Modeling with Unknown Objects},
	Year = {2004}}

@inproceedings{miller00novel,
	Author = {Scott Miller and Heidi Fox and Lance Ramshaw and Ralph Weischedel},
	Booktitle = {Proceedings of the first conference on North American chapter of the Association for Computational Linguistics},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Isbn = {0-000-00000-0},
	Location = {Seattle, Washington},
	Pages = {226--233},
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	Title = {A novel use of statistical parsing to extract information from text},
	Year = {2000}}

@incollection{muggleton99inductive,
	Author = {S. Muggleton},
	Booktitle = {The {MIT} Encyclopedia of the Cognitive Sciences ({MITECS})},
	Citeseerurl = {citeseer.ist.psu.edu/muggleton92inductive.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
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	Pages = {467--475},
	Publisher = {Morgan Kaufmann},
	Read = {Yes},
	Title = {Loopy Belief Propagation for Approximate Inference: An Empirical Study},
	Year = {1999},
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@phdthesis{murphy02dynamic,
	Author = {Kevin Patrick Murphy},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Note = {Chair-Stuart Russell},
	Order_No = {AAI3082340},
	Title = {Dynamic bayesian networks: representation, inference and learning},
	Year = {2002}}

@techreport{neal93probabilistic,
	Author = {Neal, R. M.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {Dept. of Computer Science, University of Toronto},
	Number = {CRG-TR-93-1},
	Owner = {s0349492},
	Title = {Probabilistic Inference Using Markov Chain Monte Carlo Methods},
	Year = {1993}}

@book{newell90unified,
	Author = {Newell, A},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {Harvard University Press, Massachusetts.},
	Title = {Unified Theories of Cognition},
	Year = {1990}}

@inproceedings{nivre04memorybased,
	Author = {J. Nivre and J. Hall and J. Nilsson},
	Booktitle = {Proceedings of CoNLL},
	Date-Modified = {2010-07-06 22:54:04 -0400},
	Pages = {49--56},
	Title = {Memory-based dependency parsing},
	Year = {2004},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/697477.html}}

@inproceedings{pasula02identity,
	Author = {H. Pasula and B. Marthi and B. Milch and S. Russell and I. Shpitser},
	Booktitle = nips02,
	Date-Modified = {2008-10-26 20:10:32 +0900},
	Owner = {s0349492},
	Title = {Identity uncertainty and citation matching},
	Year = {2002}}

@proceedings{pasula01approximate,
	Author = {Hanna Pasula and Stuart J. Russell},
	Booktitle = {{IJCAI}},
	Citeseerurl = {citeseer.ist.psu.edu/pasula01approximate.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {741-748},
	Title = {Approximate inference for first-order probabilistic languages},
	Year = {2001},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/pasula01approximate.html}}

@book{pearl88probabilistic,
	Address = {San Francisco, CA, USA},
	Author = {Judea Pearl},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Isbn = {0-934613-73-7},
	Publisher = {Morgan Kaufmann Publishers Inc.},
	Title = {Probabilistic reasoning in intelligent systems: networks of plausible inference},
	Year = {1988}}

@inproceedings{peshkin03bayesian,
	Author = {Leonid Peshkin and Avi Pfefer},
	Booktitle = {Proceedings of the Eighteenth International Joint Conf. on Artificial Intelligence},
	Citeseerurl = {citeseer.ist.psu.edu/article/peshkin03bayesian.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {Bayesian Information Extraction Network},
	Year = {2003},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/article/peshkin03bayesian.html}}

@inproceedings{ray01representing,
	Author = {Soumya Ray and Mark Craven},
	Booktitle = ijcai01,
	Date-Modified = {2010-03-01 16:03:14 -0500},
	Owner = {s0349492},
	Pages = {1273-1279},
	Title = {Representing Sentence Structure in Hidden Markov Models for Information Extraction.},
	Year = {2001}}

@unpublished{rennie03use,
	Author = {Jason Rennie},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {Transfer},
	Month = {December},
	Note = {Nice overview paper},
	Owner = {s0349492},
	Title = {The Use of Transfer in Natural Language Processing},
	Year = {2003}}

@techreport{richardson05markov,
	Author = {Matthew Richardson and Pedro Domingos},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {University of Washington},
	Owner = {s0349492},
	Title = {Markov Logic Networks},
	Year = {2005},
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@inproceedings{riedel05genic,
	Author = {Sebastian Riedel and Ewan Klein},
	Booktitle = {Learning Language in Logic Workshop, ICML 2005},
	Date-Modified = {2010-07-12 01:54:44 -0400},
	Pages = {69--74},
	Title = {Genic Interaction Extraction with Semantic and Syntactic Chains},
	Url = {http://www.cs.york.ac.uk/aig/lll/lll05/lll05-riedel.pdf},
	Year = {2005},
	Bdsk-Url-1 = {http://www.cs.york.ac.uk/aig/lll/lll05/lll05-riedel.pdf}}

@misc{thebeast,
	Author = {Sebastian Riedel},
	Date-Modified = {2010-05-24 23:09:03 -0700},
	Owner = {s0349492},
	Title = {{markov thebeast} - {Markov Logic} Software Platform {\bf URL\/}: \url{http://thebeast.googlecode.com}},
	Url = {http://thebeast.googlecode.com},
	Year = {2008},
	Bdsk-Url-1 = {http://thebeast.googlecode.com}}

@inproceedings{ross99probabilistic,
	Address = {Orlando, Florida, USA},
	Author = {Brian J. Ross},
	Booktitle = {Late Breaking Papers at the 1999 Genetic and Evolutionary Computation Conference},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {Scott Brave and Annie S. Wu},
	Month = {13},
	Pages = {229--237},
	Title = {Probabilistic pattern matching and the evolution of stochastic regular expressions},
	Url = {citeseer.ist.psu.edu/ross00probabilistic.html},
	Year = {1999},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/ross00probabilistic.html}}

@article{Roth96hardness,
	Author = {Roth, D.},
	Comment = {Hardness of Reasoning with Bayesian Networks; Exact inference is #P-Complete; Approximate Reasoning is NP-Hard.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = Artificial # Intelligence,
	Month = {Apr},
	Number = {1-2},
	Pages = {273--302},
	Title = {On the hardness of approximate reasoning},
	Url = {http://l2r.cs.uiuc.edu/~danr/Papers/hardJ.pdf},
	Volume = {82},
	Year = {1996},
	Bdsk-Url-1 = {http://l2r.cs.uiuc.edu/~danr/Papers/hardJ.pdf}}

@inproceedings{roth05integer,
	Author = {D. Roth and W. Yih},
	Booktitle = icml05,
	Comment = {Extending Conditional Random Fields with expressive, non-sequential, constraints. Comparing multiple joint inference training paradigms for strcuture learning in the context of SRL.},
	Date-Modified = {2008-10-27 12:32:01 +0900},
	Pages = {737--744},
	Title = {Integer Linear Programming Inference for Conditional Random Fields},
	Year = {2005}}

@inproceedings{roth04linear,
	Author = {D. Roth and W. Yih},
	Booktitle = conll04,
	Date-Modified = {2008-10-27 12:31:18 +0900},
	Owner = {s0349492},
	Pages = {1--8},
	Title = {A linear programming formulation for global inference in natural language tasks},
	Year = {2004}}

@inproceedings{roth02probabilistic,
	Address = {Morristown, NJ, USA},
	Author = {Dan Roth and Wen-tau Yih},
	Booktitle = {Proceedings of the 19th international conference on Computational linguistics},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Location = {Taipei, Taiwan},
	Pages = {1--7},
	Publisher = {Association for Computational Linguistics},
	Title = {Probabilistic reasoning for entity \& relation recognition},
	Year = {2002}}

@inproceedings{roth01relational,
	Author = {Dan Roth and Wen-tau Yih},
	Booktitle = {{IJCAI}},
	Citeseerurl = {citeseer.lcs.mit.edu/roth01relational.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {1257-1263},
	Title = {Relational Learning via Propositional Algorithms: An Information Extraction Case Study},
	Year = {2001},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.lcs.mit.edu/roth01relational.html}}

@inproceedings{harabagiu05shallow,
	Author = {Sanda Harabagiu, Cosmin Adrian Bejan and Paul Morarescu},
	Booktitle = {IJCAI},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Shallow Semantics for Relation Extraction},
	Year = {2005}}

@misc{Sasaki,
	Author = {Yutaka Sasaki and Yoshihiro Matsuo},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Learning Semantic-Level Information Extraction Rules by Type-Oriented ILP}}

@inproceedings{singla05discriminative,
	Author = {Parag Singla and Pedro Domingos},
	Booktitle = aaai05,
	Date-Modified = {2008-10-27 12:33:39 +0900},
	Owner = {s0349492},
	Pages = {868---873},
	Title = {Discriminative Training of Markov Logic Networks},
	Year = {2005},
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@article{soderland99learning,
	Author = {Stephen Soderland},
	Citeseerurl = {citeseer.ist.psu.edu/soderland99learning.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Machine Learning},
	Keywords = {Statistical "Active Learning" "Information Extraction"},
	Note = {greedy incremental way of creating multislot patterns. Works well for structured/semi-structured text. Free text problematic. Uses Active Learning},
	Number = {1-3},
	Pages = {233-272},
	Title = {Learning Information Extraction Rules for Semi-Structured and Free Text},
	Volume = {34},
	Year = {1999},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/soderland99learning.html}}

@book{steedman01syntactic,
	Author = {Mark Steedman},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {The MIT Press},
	Title = {The Syntactic Process},
	Year = {2001}}

@techreport{sutton04collective,
	Author = {Charles Sutton and Andrew McCallum},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {University of Massachusetts},
	Month = {July},
	Note = {Presented at ICML Workshop on Statistical Relational Learning and Its Connections to Other Fields},
	Number = {TR \# 04-49},
	Title = {Collective Segmentation and Labeling of Distant Entities in Information Extraction},
	Url = {publications/tr-04-49.pdf},
	Year = {2004},
	Bdsk-Url-1 = {publications/tr-04-49.pdf}}

@inproceedings{taskar02discriminative,
	Author = {Taskar, B. and Abbeel, P. and Koller, D.},
	Booktitle = uai02,
	Citeulike-Article-Id = {201687},
	Date-Modified = {2008-10-27 12:51:50 +0900},
	Keywords = {autocorrelation graphical-models srl},
	Pages = {485--492},
	Priority = {0},
	Title = {Discriminative probabilistic models for relational data},
	Year = {2002},
	Bdsk-File-1 = {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}}

@book{vapnik95nature,
	Author = {Vladimir N. Vapnik},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {Springer},
	Title = {The Nature of Statistical Learning Theory},
	Year = {1995}}

@phdthesis{warme98spanning,
	Author = {David Michael Warme},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	School = {University of Virginia},
	Title = {Spanning Trees in Hypergraphs with Application to Steiner Trees},
	Year = {1998}}

@inproceedings{wellner04integrated,
	Address = {Arlington, Virginia, United States},
	Author = {Ben Wellner and Andrew McCallum and Fuchun Peng and Michael Hay},
	Booktitle = {AUAI '04: Proceedings of the 20th conference on Uncertainty in artificial intelligence},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Isbn = {0-9749039-0-6},
	Location = {Banff, Canada},
	Pages = {593--601},
	Publisher = {AUAI Press},
	Title = {An integrated, conditional model of information extraction and coreference with application to citation matching},
	Year = {2004}}

@article{williams02linear,
	Author = {Justin C. Williams},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Networks},
	Owner = {s0349492},
	Pages = {53--60},
	Title = {A linear-size zero - one programming model for the minimum spanning tree problem in planar graphs},
	Volume = {39},
	Year = {2002}}

@book{winston03introduction,
	Author = {Wayne L. Winston and Munirpallam Venkataramanan},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Publisher = {Brooks/Cole},
	Title = {Introduction to Mathematical Programming},
	Year = {2003}}

@inproceedings{yamada03statistical,
	Author = {Hiroyasu Yamada and Yuji Matsumoto},
	Booktitle = {Proceedings of IWPT},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Pages = {195--206},
	Title = {Statistical dependency analysis with support vector machines},
	Year = {2003}}

@article{yedidia05constructing,
	Author = {Yedidia, J.S. and Freeman, W.T. and Weiss, Y.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {IEEE Transactions on Information Theory},
	Number = {7},
	Owner = {s0349492},
	Pages = {2282-2312},
	Title = {Constructing Free-Energy Approximations and Generalized Belief Propagation Algorithms},
	Volume = {51},
	Year = {2005},
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@inproceedings{tsuruoka05developing,
	Author = {Yoshimasa Tsuruoka, Yuka Tateishi, Jin-Dong Kim, Tomoko Ohta, John McNaught, Sophia Ananiadou, and Jun'ichi Tsujii},
	Booktitle = {Advances in Informatics - 10th Panhellenic Conference on Informatics},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Pages = {382-392},
	Title = {Developing a Robust Part-of-Speech Tagger for Biomedical Text},
	Year = {2005}}

@inproceedings{zhao05extracting,
	Author = {Shubin Zhao and Ralph Grishman},
	Booktitle = {Proceedings of ACL 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Extracting Relations with Integrated Information Using Kernel Methods},
	Year = {2005}}

@inproceedings{zhou05exploring,
	Author = {Guodong Zhou and Jian Su and Jie Zhang},
	Booktitle = {Proceedings of IJCAI 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Exploring Various Knowledge in Feature-based Relation Extraction},
	Year = {2005}}

@inproceedings{beek02alpino,
	Author = {L. {van der Beek} and G. Bouma and R. Malouf and G. {van Noord} and Leonoor {van der Beek} and Gosse Bouma and Robert Malouf and Gertjan {van Noord}},
	Booktitle = {Computational Linguistics in the Netherlands (CLIN)},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Publisher = {Rodopi},
	Title = {The {Alpino} Dependency Treebank},
	Year = {2002}}

@book{belur91nearest,
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {Belur V. Dasarathy},
	Owner = {s0349492},
	Title = {Nearest Neighbor (NN) Norms: NN Pattern Classification Techniques},
	Year = {1991}}

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