ccg-long.bib

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%        PROJECTS           %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@comment{FLKR = {Foundations: Learning, Knowledge Representations, Reasoning}}
@comment{ML = {Machine Learning}}
@comment{KR = {Knowledge Representation and Inference}}
@comment{LnI = {Learning and Inference}}
@comment{NLP = {Natural Language Processing}}
@comment{IIA = {Intelligent Information Access}}
%%
%%                 FLKR
%%                 |
%%                 DPL MCR LCC LT LP KR
%%
%%                 LnI
%%                 |
%%                 SI ILP SM
%%
%%                 IIA
%%                 |
%%                 IE LV MIRROR NE QA KINDLE
%%
%%                 NLP
%%                 |
%%                 LNLP CSD SP
@comment{CSD = {Context Sensitive Disambiguation}}
@comment{DPL = {Discriminative and Probabilistic Learning}}
@comment{LNLP = {Learning in NLP}}
@comment{IE = {Information Extraction}}
@comment{ILP = {Integer Linear Programming Inference}}
@comment{KR = {Relational Knowledge Representations and Kernels}}
@comment{LBP = {Learning Based Programming}}
@comment{LCC = {Learning Coherent Concepts}}
@comment{LINL = {Learning and Inference in Natural Language}}
@comment{LV = {Learning for Visual Recognition}}
@comment{LP = {Learning Protocols}}
@comment{LT = {Learning Theory}}
@comment{KINDLE = {Knowledge Representation and Inference for Natural Language using Feature Description Logic}}
@comment{MCR = {Multiclass Classification and Ranking}}
@comment{MIRROR = {Mirroring Entities: Name Identification and Tracing}}
@comment{NE = {Named Entity Recognition}}
@comment{NLP = {Natural Language Processing}}
@comment{QA = {Question Answering Systems}}
@comment{SI = {Sequential Inference}}
@comment{SM = {Structural Mapping}}
@comment{SP = {Semantic Parsing}}
@comment{PHRASENET = {PhraseNet}}
%% NEW PROJECTS (2008)
@comment{CSTC = {Context Sensitive Text Correction}}
@comment{USS = {Unsupervised and Semi-supervised Learning}}
@comment{DC = {Dataless Classification}}
@comment{AL = {Active and Interactive Learning}}
@comment{RANK = {Learning to Rank}}
@comment{ADAPT = {Adaptation}}
@comment{PL = {Pipeline Models}}
@comment{MC = {Multiclass Classification}}
@comment{PASTML = {Past Projects}}
@comment{FOPI = {First-order Probabilistic Inference}}
@comment{KRNLP = {Knowledge Representation for Natural Language}}
@comment{CCM = {Constrained Conditional Models}}
@comment{LBP = {Learning Based Programming}}
@comment{SRL = {Semantic Parsing (Semantic Role Labeling)}}
@comment{TE = {Semantic Entailment and Question Answering}}
@comment{COREF = {Cofereference Within and Across Documents}}
@comment{DP = {Dependency Parsing}}
@comment{COMP = {Natural Language Comprehension in Context}}
@comment{PSYCHO = {Psycholinguistics}}
@comment{TL = {Transliteration}}
@comment{LS = {Lexical Semantics}}
@comment{PASTNLP = {Past Projects}}
@comment{IE = {Information Extraction}}
@comment{NER = {Named Entities and Relations}}
@comment{SEARCH = {NLP Based Search}}
@comment{TRUST = {Trustworthiness}}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%         GRANTS            %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%% The key of a past projects is prefiexed by p-

%%% NSF

@comment{Psych = {Verb Learning and The Early Development of Sentence Comprehension:
Experimental and Computational Studies}}
% ACTIVE: NSF BCS-0620257
% ACTIVE NIH grant R01-HD054448.
@comment{SoD = {Learning Based Programming}}
% ACTIVE: NSF SoD-HCER-0613885

%%% EDU
@comment{EDU = {Asses As you Go}}

@comment{ITR-EDU = {Natural Language Processing Technology for Guided Study of Bioinformatics}}
% NSF ITR IIS-0428472
@comment{p-ITR-BI = {Multimodal Human Computer Interaction: Toward a Proactive Computer}}
% NSF IIS -- 0085980
@comment{p-ITR-MIT = {From Bits to Information: Statistical Learning Technologies for
Digital Information Management and Search}}
% NSF ITR IIS 0085836
@comment{NSF-REU = (research experience for undergraduates)}
@comment{p-CAREER = {Learning Coherent Concepts: Theory and Applications to Natural Language}}
% NSF IIS 9984168
@comment{p-KDI = {The Role of Experience in Natural Language}}
% NSF SBR 9872450
@comment{p-NSF98 = {Learning to Perform Knowledge Intensive Inferences}}
% NSF IIS 9801638
@comment{CLUSTER = {Programming Environments and Applications for Clusters and Grids}}
%
% Library of Congress ECHO Depository Index code: A60754 FOPAL: 490167-434040-191100
@comment{Library = {Meta-Data}}


%%%%
%%% DOI
@comment{p-KINDLE = {Knowledge and Inference via Description Logics for Natural Language}}
%Advanced Research and Development Activity (ARDA)'s Advanced Question Answering for Intelligence (AQUAINT)
@comment{p-REFLEX = {Named Entity Recognition and Transliteration for 50 Languages.}}
@comment{p-LbR = {DARPA seedling for Learning by Reading.}}

%
%Index code: A28981
%FOPAL: 488889-434040-191100
% Title: AF Sub SRI 2009-02926
@comment{MR = {DARPA funding under the Machine Reading Program.}}
%% ACTIVE:

@comment{MIAS = {DHS-IDS-Center for Multimodal Information Access and Synthesis.}}
%% ACTIVE:
% Index code: A46411
% CFOP: 491233-434040-191100
% Title: Navy N00014-07-1-0151
@comment{BL = {DARPA funding under the Bootstrap Learning Program.}}
%% ACTIVE:

%%% ONR
@comment{ONR = {Guiding Learning and Decision Making in the
    Presence of Multiple Forms of Information}}
%% ACTIVE:
@comment{p-MURI = {Decision Making Under Uncertainty}}
@comment{p-TRECC = {Cross-Document Entity Identification \& Tracing.}}

%%% Industry
@comment{p-BOEING = {Machine Learning for Security: Digital Guards for Insider Threat Detection}}
@comment{BOEING-L = {Focused Textual Entailment}}
%% ACTIVE

@comment{GOOGLE = {Textual Entailment}}
%% ACTIVE: GIft

@comment{MSR = {Textual Entailment}}
%% ACTIVE: Gift
%% Index code: 434U8K
%% Title: Microsoft-Roth
%% FOPAL: 630246-434028-191100


@comment{p-MOTOROLA = {Business Intelligence Systems}}
@comment{XPRESSMP = {XPress-MP Optimization Suite}}
%Dash Optimization for the free academic use of Xpress-MP.
@comment{p-IBM = {Context-Sensitive Natural Language Inferences}}

%%% UIUC
@comment{p-CRI = {The Role of Sensorimotor Function, Associative Memory and Reinforcement Learning in
Automatic Acquisition of Spoken Language by an Autonomous Robot}}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%        PACKAGES           %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@comment{SNOW = {SNoW}}
@comment{FEX = {FEX}}
@comment{POS = {POS Tagger}}
@comment{NE = {NE Tagger}}
@comment{SP = {Shallow Parser}}
@comment{SRL = {Semantic Role labeling}}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%        JOURNALS           %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@string{AI = {Artificial Intelligence}}
@string{CACM = {Communications of the ACM}}
@string{CSL = {Computer Speech and Language}}
@string{CL = {Computational Linguistics}}
@string{InfCtrl = {Information and Control}}
@string{IT = {IEEE Transactions on information theory}}
@string{JACM = {Journal of the ACM}}
@string{JAIR = {Journal of AI Research}}
@string{JMLR = {Journal of Machine Learning Research}}
@string{ML = {Machine Learning}}
@string{NLE = {Journal of Natural Language Engineering}}
@string{MM = {IEEE Transactions on Multimedia}}
@string{PAMI = {IEEE Transactions on Pattern Analysis and Machine Intelligence}}
@string{SIJAD = {SIAM Journal of Algebraic and Discrete Methods}}
@string{SIJC = {SIAM Journal of Computing}}
@string{TASSP = {IEEE Transactions on Acoustics, speech, and Signal Processing}}
@string{TASSP = {IEEE Transactions on Acoustics, speech, and Signal Processing}}
@string{TCS = {Theoretical Computer Science}}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%       CONFERENCES         %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@string{AAAI= {Proceedings of the National Conference on Artificial Intelligence (AAAI)}}
@string{ANLP = {Proc. of ACL Conference on Applied Natural Language Processing}}
@string{ARPA = {Proc. of the ARPA Workshop on Human Language Technology}}
@string{ACCV = {Proceedings of the Asian Conference on Computer Vision (ACCV)}}
@string{AISTAT = {Proceedings of the International Workshop on Artificial Intelligence and Statistics}}
@string{ALT = {Proc. of the International Workshop on Algorithmic Learning Theory (ALT)}}
@string{COLING = {Proc.  the International Conference on Computational Linguistics (COLING)}}
@string{ACL = {Proc. of the Annual Meeting of the Association of Computational Linguistics (ACL)}}
@string{COLT = {Proc. of the Annual ACM Workshop on Computational Learning Theory (COLT)}}
@string{CoNLL = {Proc. of the Annual Conference on Computational Natural Language Learning (CoNLL)}}
@string{CVPR = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}}
@string{DARPA = {Proc. of the DARPA Workshop on Speech and Natural Language}}
@string{ECML = {Proc. of the European Conference on Machine Learning (ECML)}}
@string{FOCS = {IEEE Symp. of Foundation of Computer Science}}
@string{ECCV = {Proc. of the European Conference on Computer Vision (ECCV)}}
@string{IAAI= {Proceedings of the National Conference on Innovative Applications of Artificial Intelligence (IAAI)}}
@string{ICML = {Proc. of the International Conference on Machine Learning (ICML)}}
@string{ICASSP = {Proc. of ICASSP}}
@string{IJCAI = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)}}
@string{IJCNLP = {Proc. of the International Joint Conference on Natural Language Processing (IJCNLP)}}
@string{ILP =  {Proc. of the International Conference Inductive Logic Programming}}
@string{IPW = {Proc. of the International Parsing Workshop}}
@string{IWPT = {Proc. of the International Workshop of Parsing Technology}}
@string{IT = {IEEE Transactions on Information Theory}}
@string{ISMB = {The International Conference on Intelligent Systems for Molecular Biology}}
@string{KR = {Proc. of the International Conference on the Principles of Knowledge Representation and Reasoning}}
@string{NAACL = {Proc. of the Annual Meeting of the North American Association of Computational Linguistics (NAACL)}}
@string{NIPS = {The Conference on Advances in Neural Information Processing Systems (NIPS)}}
@string{SIGIR = {Proc. of International Conference on Research and Development in Information Retrieval, SIGIR}}
@string{SIGDAT = {Proc. of the Conference on Empirical Methods for Natural Language Processing (EMNLP)}}
@string{EMNLP = {Proc. of the Conference on Empirical Methods for Natural Language Processing (EMNLP)}}
@string{STOC = {ACM Symp. of the Theory of Computing}}
@string{TMI = {Proc. of the International Conference on Theoretical and Methodological Issues in Machine Translation}}
@string{UWOED = {Proc. of the Annual Conference of the UW Center for the New OED and Text Research}}
@string{JACM = {Journal of the ACM}}
@string{WWW = {The International World Wide Web Conference}}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%       PUBLISHERS          %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@string{Cambridge = {Cambridge University Press}}
@string{Benjamin = {Benjamin/Cummings Publishing Company, Inc.}}
@string{MIT = {MIT Press}}
% This file was created with JabRef 2.10.
% Encoding: UTF-8


@InProceedings{ChaturvediSrRo18,
  Title                    = {Where have I heard This Story Before?: Identifying Narrative Similarity in Movie Summaries},
  Author                   = {Snigdha Chaturvedi and Shashank Srivastava and Dan Roth},
  Booktitle                = {in proceedings of the Conference of the North American Chapter of the Association for Computational Linguistics (Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL))},
  Year                     = {2018},

  Funding                  = { IBM-ILLINOIS Center for Cognitive Computing Systems Research (C3SR)},
  Url                      = {http://cogcomp.org/papers/ChaturvediSrRo18.pdf}
}

@InProceedings{KCRUR18,
  Title                    = {Looking Beyond the Surface: A Challenge Set for Reading Comprehension over Multiple Sentences},
  Author                   = {Daniel Khashabi and Snigdha Chaturvedi and Michael Roth and Shyam Upadhyay and Dan Roth },
  Booktitle                = {Conference of the North American Chapter of the Association for Computational Linguistics (Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL))},
  Year                     = {2018},

  Url                      = {http://cogcomp.org/papers/2018-MultiRC-NAACL.pdf}
}

@InProceedings{KKSR18,
  Title                    = {Question Answering as Global Reasoning over Semantic Abstractions},
  Author                   = {Daniel Khashabi and Tushar Khot and Ashish Sabharwal and Dan Roth},
  Booktitle                = {Proceedings of The Conference on Artificial Intelligence (Proc. of the Conference on Artificial Intelligence (AAAI))},
  Year                     = {2018},

  Url                      = {http://cogcomp.org/papers/2018_aaai_semanticilp.pdf}
}

@InProceedings{KSZRCSRRLDTRMFWYSGUANLR18,
  Title                    = {CogCompNLP: Your Swiss Army Knife for NLP},
  Author                   = {Daniel Khashabi and Mark Sammons and Ben Zhou and Tom Redman and Christos Christodoulopoulos and Vivek Srikumar and Nicholas Rizzolo and Lev Ratinov and Guanheng Luo and Quang Do and Chen-Tse Tsai and Subhro Roy and Stephen Mayhew and Zhili Feng and John Wieting and Xiaodong Yu and Yangqiu Song and Shashank Gupta and Shyam Upadhyay and Naveen Arivazhagan and Qiang Ning and Shaoshi Ling and Dan Roth},
  Booktitle                = {11th Language Resources and Evaluation Conference},
  Year                     = {2018},

  Url                      = {http://cogcomp.org/papers/2018_lrec_cogcompnlp.pdf}
}

@InProceedings{NFWR18,
  Title                    = {Joint Reasoning for Temporal and Causal Relations},
  Author                   = {Qiang Ning and Zhili Feng and Hao Wu and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2018},
  Month                    = {7},
  Publisher                = {Association for Computational Linguistics},

  Funding                  = {AI2, IBM-ILLINOIS C3SR, DEFT, ARL},
  Url                      = {http://cogcomp.org/papers/NingFeWuRo18.pdf}
}

@InProceedings{NingWuRo18,
  Title                    = {A Multi-Axis Annotation Scheme for Event Temporal Relations},
  Author                   = {Qiang Ning and Hao Wu and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2018},
  Month                    = {7},
  Publisher                = {Association for Computational Linguistics},

  Funding                  = {AI2, IBM-ILLINOIS C3SR, DEFT, ARL},
  Url                      = {http://cogcomp.org/papers/NingWuRo18.pdf}
}

@InProceedings{NWPR18,
  Title                    = {Improving Temporal Relation Extraction with a Globally Acquired Statistical Resource},
  Author                   = {Qiang Ning and Hao Wu and Haoruo Peng and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2018},
  Month                    = {6},
  Publisher                = {Association for Computational Linguistics},

  Acceptance               = {32\%},
  Funding                  = {AI2, IBM-ILLINOIS C3SR, DEFT, ARL},
  Url                      = {http://cogcomp.org/papers/NingWuPeRo18.pdf}
}

@InProceedings{NYFR18,
  Title                    = {Exploiting Partially Annotated Data for Temporal Relation Extraction},
  Author                   = {Qiang Ning and Zhongzhi Yu and Chuchu Fan and Dan Roth},
  Booktitle                = {The Joint Conference on Lexical and Computational Semantics (*Proc. of the Joint Conference on Lexical and Computational Sematics)},
  Year                     = {2018},
  Month                    = {6},
  Publisher                = {Association for Computational Linguistics},

  Acceptance               = {42\%},
  Funding                  = {AI2, IBM-ILLINOIS C3SR, DEFT, ARL},
  Url                      = {http://cogcomp.org/papers/NingYuFaRo18.pdf}
}

@Article{RoyRo18,
  Title                    = {Mapping to Declarative Knowledge for Word Problem Solving},
  Author                   = {Subhro Roy and Dan Roth},
  Year                     = {2018},

  Booktitle                = {TACL},
  Url                      = {http://cogcomp.org/papers/1319-cameraready.pdf}
}

@Article{TMSSR18,
  Title                    = {Illinois CCG LoReHLT 2016 Named Entity Recognition and Situation Frame Systems},
  Author                   = {Chen-Tse Tsai and Stephen Mayhew and Yangqiu Song and Mark Sammons and Dan Roth},
  Journal                  = {Machine Translation},
  Year                     = {2018},

  Url                      = {http://cogcomp.org/papers/TMSSR18.pdf}
}

@InProceedings{TsaiRo18,
  Title                    = {Learning Better Name Translation for Cross-Lingual Wikification},
  Author                   = {Chen-Tse Tsai and Dan Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2018},
  Month                    = {2},

  Url                      = {http://cogcomp.org/papers/TsaiRo18.pdf}
}

@InProceedings{YinRo18,
  Title                    = {Definitions Help to Express Word Meaning in Hypernymy Detection},
  Author                   = {Wenpeng Yin and Dan Roth},
  Booktitle                = {The Joint Conference on Lexical and Computational Semantics (*Proc. of the Joint Conference on Lexical and Computational Sematics)},
  Year                     = {2018},
  Month                    = {6},
  Publisher                = {Association for Computational Linguistics},

  Url                      = {http://cogcomp.org/papers/sem-wenpeng.pdf}
}

@InProceedings{ChaturvediPeRo17,
  Title                    = {Story Comprehension for Predicting What Happens Next},
  Author                   = {Snigdha Chaturvedi and Haoruo Peng and Dan Roth},
  Booktitle                = {In proceedings of the Conference on Empirical Methods in Natural Language Processing},
  Year                     = {2017},

  Funding                  = { IBM-ILLINOIS Center for Cognitive Computing Systems Research (C3SR), US Defense Advanced Research Projects Agency (DARPA) under contract FA8750-13-2-0008, Army Research Laboratory (ARL) under agreement W911NF-09-2-0053},
  Url                      = {http://cogcomp.org/papers/ChaturvediPeRo17.pdf}
}

@Other{DCPWUGTSR17,
  Title                    = {UI CCG TAC-KBP2017 Submissions: Entity Discovery and Linking, and Event Nugget Detection and Co-reference},
  Author                   = {Chase Duncan and Liang-Wei Chan and Haoruo Peng and Hao Wu and Shyam Upadhyay and Nitish Gupta and Chen-Tse Tsai and Mark Sammons and Dan Roth},
  Booktitle                = {Text Analysis Conference (Proc. of the Text Analysis Conference (TAC))},
  Funding                  = {LORELEI},
  Institution              = {NIST},
  Year                     = {2017}
}

@InProceedings{GuptaSiRo17,
  Title                    = {Entity Linking via Joint Encoding of Types, Descriptions, and Context},
  Author                   = {Nitish Gupta and Sameer Singh and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2017},

  Funding                  = {DARPA under agreement number FA8750-13-2-0008},
  Projects                 = {Information Extraction},
  Url                      = {http://cogcomp.org/papers/GuptaSiRo17.pdf}
}

@InProceedings{KKSR17,
  Title                    = {Learning What is Essential in Questions},
  Author                   = {Daniel Khashabi and Tushar Khot and Ashish Sabharwal and Dan Roth },
  Booktitle                = {The Conference on Computational Natural Language Learning (Proc. of the Conference on Computational Natural Language Learning (CoNLL))},
  Year                     = {2017},

  Url                      = {http://cogcomp.org/papers/2017_conll_essential_terms.pdf}
}

@InProceedings{KSKCSSR17,
  Title                    = {Relational Learning and Feature Extraction by Querying over Heterogeneous Information Networks},
  Author                   = {Parisa Kordjamshidi and Sameer Singh and Daniel Khashabi and Christos Christodoulopoulos and Mark Sammons and Saurabh Sinha and Dan Roth },
  Booktitle                = {Seventh International Workshop on Statistical Relational AI (StarAI)},
  Year                     = {2017},

  Url                      = {http://cogcomp.org/papers/2017_saul_relational_learning_starai.pdf}
}

@InProceedings{MayhewTsRo17,
  Title                    = {Cheap Translation for Cross-Lingual Named Entity Recognition},
  Author                   = {Stephen Mayhew and Chen-Tse Tsai and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2017},

  Funding                  = {LORELEI, DEFT},
  Url                      = {http://cogcomp.org/papers/MayhewTsRo17.pdf}
}

@Other{NGDIDNDHPR17,
  Title                    = {Towards Problem Solving Agents that Communicate and Learn},
  Author                   = {Anjali Narayan-Chen and Colin Graber and Mayukh Das and Md Rakibul Islam and Soham Dan and Sriraam Natarajan and Janardhan Rao Doppa and Julia Hockenmaier and Martha Palmer and Dan Roth},
  Booktitle                = {An Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)'17 Workshop on Language Grounding for Robotics},
  Url                      = {http://cogcomp.org/papers/ngdidndhpr17.pdf},
  Year                     = {2017}
}

@InProceedings{NingFeRo17,
  Title                    = {A Structured Learning Approach to Temporal Relation Extraction},
  Author                   = {Qiang Ning and Zhili Feng and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2017},

  Address                  = {Copenhagen, Denmark},
  Month                    = {9},
  Pages                    = {1038--1048},
  Publisher                = {Association for Computational Linguistics},

  Acceptance               = {26\%},
  Funding                  = {AI2, IBM-ILLINOIS C3SR, DEFT, ARL},
  Url                      = {http://cogcomp.org/papers/NingFeRo17.pdf}
}

@InProceedings{PengChRo17,
  Title                    = {A Joint Model for Semantic Sequences: Frames, Entities, Sentiments},
  Author                   = {Haoruo Peng and Snigdha Chaturvedi and Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2017},

  Institution              = {University of Illinois, Urbana-Champaign},
  Url                      = {http://cogcomp.org/papers/PengChRo17.pdf}
}

@InProceedings{Roth17,
  Title                    = {Incidental Supervision: Moving beyond Supervised Learning},
  Author                   = {Dan Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2017},
  Month                    = {2},

  Url                      = {http://cogcomp.org/papers/Roth-AAAI17-incidental-supervision.pdf}
}

@Other{Roy17,
  Title                    = {Reasoning about Quantities in Natural Language},
  Author                   = {Subhro Roy},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/ROY-DISSERTATION-2017.pdf},
  Year                     = {2017}
}

@InProceedings{RoyRo17,
  Title                    = {Unit Dependency Graph and its Application to Arithmetic Word Problem Solving},
  Author                   = {Subhro Roy and Dan Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2017},

  Url                      = {http://cogcomp.org/papers/14764-64645-1-SM.pdf}
}

@Article{RozovskayaRoSa17,
  Title                    = {Adapting to Learner Errors with Minimal Supervision},
  Author                   = {Alla Rozovskaya and Dan Roth and Mark Sammons},
  Journal                  = {Computational Linguistics},
  Year                     = {2017},

  Url                      = {http://cogcomp.org/papers/CL-adaptation.pdf}
}

@Other{Tsai17,
  Title                    = {Concept and Entity Grounding Using Indirect Supervision},
  Author                   = {Chen-Tse Tsai},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Tsai17.pdf},
  Year                     = {2017}
}

@Other{WSSASURCGD17,
  Title                    = {A Consolidated Open Knowledge Representation for Multiple Texts},
  Author                   = {Rachel Wities and Vered Shwartz and Gabriel Stanovsky and Meni Adler and Ori Shapira and Shyam Upadhyay and Dan Roth and Eugenio Martinez Camara and Iryna Gurevych and Ido Dagan},
  Booktitle                = {Proceedings of the 2nd LSDSem Workshop, in EACL},
  Url                      = {http://cogcomp.org/papers/paper.pdf},
  Year                     = {2017}
}

@InProceedings{ArivazhaganChRo16,
  Title                    = {Labeling the Semantic Roles of Commas},
  Author                   = {Naveen Arivazhagan and Christos Christodoulopoulos and Dan Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2016},
  Month                    = {2},

  Projects                 = {DEFT},
  Url                      = {http://cogcomp.org/papers/ArivazhaganChRo16.pdf}
}

@Other{ChristodoulopoulosRoFi16,
  Title                    = {An incremental model of syntactic bootstrapping},
  Author                   = { Christos Christodoulopoulos and Dan Roth and Cynthia Fisher},
  Booktitle                = {7th Workshop on Cognitive Aspects of Computational Language Learning, Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Month                    = {8},
  Url                      = {http://cogcomp.org/papers/christodoulopoulos_16_incremental.pdf},
  Year                     = {2016}
}

@InProceedings{KKCMSR16,
  Title                    = {Better call Saul: Flexible Programming for Learning and Inference in NLP},
  Author                   = {Parisa Kordjamshidi and Daniel Khashabi and Christos Christodoulopoulos and Bhargav Mangipudi and Sameer Singh and Dan Roth },
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/KKCMSR16.pdf}
}

@InProceedings{KKSCER16,
  Title                    = {Question Answering via Integer Programming over Semi-Structured Knowledge},
  Author                   = {Daniel Khashabi and Tushar Khot and Ashish Sabharwal and Peter Clark and Oren Etzioni and Dan Roth },
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/KKSCER16.pdf}
}

@InProceedings{LingSoRo16,
  Title                    = {Word Embeddings with Limited Memory},
  Author                   = {Shaoshi Ling and Yangqiu Song and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/LingSoRo16.pdf}
}

@InProceedings{PengRo16,
  Title                    = {Two Discourse Driven Language Models for Semantics},
  Author                   = {Haoruo Peng and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/PengRo16.pdf}
}

@InProceedings{PengSoRo16,
  Title                    = {Event Detection and Co-reference with Minimal Supervision},
  Author                   = {Haoruo Peng and Yangqiu Song and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/PengSoRo16.pdf}
}

@TechReport{RedmanSaRo16,
  Title                    = {Illinois Named Entity Recognizer: Addendum to Ratinov and Roth '09 reporting improved results},
  Author                   = {Tom Redman and Mark Sammons and Dan Roth},
  Year                     = {2016},

  Booktitle                = {Tech Reports},
  Url                      = {http://cogcomp.org/papers/ner-addendum.pdf}
}

@InCollection{RizzoloRo16,
  Title                    = {Integer Linear Programming for Co-reference Resolution},
  Author                   = {N. Rizzolo and D. Roth},
  Booktitle                = {Anaphora Resolution: Algorithms, Resources, and Applications},
  Publisher                = {Springer-Verlag},
  Year                     = {2016},
  Editor                   = {Massimo Poesio, Roland Stuckardt and Yannick Versley},

  Invisible                = {true}
}

@InProceedings{RoyRo16,
  Title                    = {ILLINOIS MATH SOLVER: Math Reasoning on the Web},
  Author                   = {Subhro Roy and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) Demonstrations},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/IMS.pdf}
}

@InProceedings{RoyUpRo16,
  Title                    = {EQUATION PARSING : Mapping Sentences to Grounded Equations},
  Author                   = {Subhro Roy and Shyam Upadhyay and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/1609.08824v1.pdf}
}

@InProceedings{RozovskayaRo16,
  Title                    = {Grammatical Error Correction: Machine Translation and Classifiers},
  Author                   = {Alla Rozovskaya and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2016},
  Publisher                = {ACL},

  Url                      = {http://cogcomp.org/papers/RozovskayaRo16.pdf}
}

@InProceedings{SCKKSVBWR16,
  Title                    = {EDISON: Feature Extraction for NLP, Simplified},
  Author                   = {Mark Sammons and Christos Christodoulopoulos and Parisa Kordjamshidi and Daniel Khashabi and Vivek Srikumar and Paul Vijayakumar and Mazin Bokhari and Xinbo Wu and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Language Resources and Evaluation (LREC) },
  Year                     = {2016},
  Editor                   = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Marko Grobelnik and Bente Maegaard and Joseph Mariani and Asuncion Moreno and Jan Odijk and Stelios Piperidis},
  Publisher                = {European Language Resources Association (ELRA)},

  Url                      = {http://cogcomp.org/papers/SCKKSVBWR16.pdf}
}

@InCollection{SongMaRo16,
  Title                    = {Cross-lingual Dataless Classification for Languages with Small Wikipedia Presence},
  Author                   = {Yangqiu Song and Stephen Mayhew and Dan Roth},
  Booktitle                = {arXiv},
  Year                     = {2016},
  Month                    = {11},
  Number                   = {arXiv:1611.04122},
  Pages                    = {17},

  Url                      = {http://cogcomp.org/papers/SongMR16.pdf}
}

@InProceedings{SUPR16,
  Title                    = {Cross-lingual Dataless Classification for Many Languages},
  Author                   = {Yangqiu Song and Shyam Upadhyay and Haoruo Peng and Dan Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/SUPR16.pdf}
}

@Other{TMPSMRR16,
  Title                    = {Illinois CCG Entity Discovery and Linking, Event Nugget Detection and Co-reference, and Slot Filler Validation Systems for TAC 2016},
  Author                   = {Chen-Tse Tsai and Stephen Mayhew and Haoruo Peng and Mark Sammons and Bhargav Mangipundi and Pavankumar Reddy and Dan Roth},
  Booktitle                = {Text Analysis Conference (Proc. of the Text Analysis Conference (TAC) 2016)},
  Institution              = {National Institute of Standards and Technology},
  Year                     = {2016}
}

@InProceedings{TsaiMaRo16,
  Title                    = {Cross-Lingual Named Entity Recognition via Wikification},
  Author                   = {Chen-Tse Tsai and Stephen Mayhew and Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/TsaiMaRo16.pdf}
}

@InProceedings{TsaiRo16,
  Title                    = {Illinois Cross-Lingual Wikifier: Grounding Entities in Many Languages to the English Wikipedia},
  Author                   = {Chen-Tse Tsai and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING) Demonstrations},
  Year                     = {2016},
  Month                    = {12},

  Url                      = {http://cogcomp.org/papers/TsaiRo16c.pdf}
}

@InProceedings{TsaiRo16a,
  Title                    = {Cross-lingual Wikification Using Multilingual Embeddings},
  Author                   = {Chen-Tse Tsai and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2016},
  Month                    = {6},

  Url                      = {http://cogcomp.org/papers/TsaiRo16b.pdf}
}

@Article{TsaiRo16b,
  Title                    = {Concept Grounding to Multiple Knowledge Bases via Indirect Supervision},
  Author                   = {Chen-Tse Tsai and Dan Roth},
  Year                     = {2016},

  Month                    = {2},

  Booktitle                = {TACL},
  Url                      = {http://cogcomp.org/papers/TsaiRo16.pdf}
}

@InProceedings{UFDR16,
  Title                    = {Cross-lingual Models of Word Embeddings: An Empirical Comparison},
  Author                   = {Shyam Upadhyay and Manaal Faruqui and Chris Dyer and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/acl2016.pdf}
}

@InProceedings{UGCR16,
  Title                    = {Revisiting the Evaluation for Cross Document Event Coreference},
  Author                   = {Shyam Upadhyay and Nitish Gupta and Christos Christodoulopoulos and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2016},

  Url                      = {http://cogcomp.org/papers/revisiting-evaluation-cross.pdf}
}

@Other{UpadhyayChRo16,
  Title                    = {Making the News - Identifying Noteworthy Events in News Articles},
  Author                   = {Shyam Upadhyay and Christos Christodoulopoulos and Dan Roth},
  Booktitle                = {The 4th Workshop on EVENTS, Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Url                      = {http://cogcomp.org/papers/W16-1001.pdf},
  Year                     = {2016}
}

@Article{WSRZH16,
  Title                    = {World Knowledge as Indirect Supervision for Document Clustering},
  Author                   = {Chenguang Wang and Yangqiu Song and Dan Roth and Ming Zhang and Jiawei Han},
  Year                     = {2016},

  Booktitle                = {ACM TKDD},
  Url                      = {http://cogcomp.org/papers/WSRZH16.pdf}
}

@Other{Chang15,
  Title                    = {Selective Algorithms for Large-Scale Classification and Structured Learning},
  Author                   = {Kai-Wei Chang},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Chang15.pdf},
  Year                     = {2015}
}

@InProceedings{CUKR15,
  Title                    = {Structural Learning with Amortized Inference},
  Author                   = {Kai-Wei Chang and Shyam Upadhyay and Gourab Kundu and Dan Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2015},

  Funding                  = {ONR,ARL,DEFT},
  Url                      = {http://cogcomp.org/papers/CUKR15.pdf}
}

@Other{FKPWR15,
  Title                    = {ILLINOIS-PROFILER: Knowledge Schemas at Scale},
  Author                   = {Zhiye Fei and Daniel Khashabi and Haoruo Peng and Hao Wu and Dan Roth},
  Booktitle                = {Workshop on Cognitive Knowledge Acquisition and Applications, Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Url                      = {http://cogcomp.org/papers/profiler_ijcai.pdf},
  Year                     = {2015}
}

@Article{KordjamshidiRoMo15,
  Title                    = {Structured Learning for Spatial Information Extraction from Biomedical Text: Bacteria Biotopes},
  Author                   = {Parisa Kordjamshidi and Dan Roth and Marie-Francine Moens},
  Year                     = {2015},

  Month                    = {4},
  Number                   = {126},
  Volume                   = {16},

  Booktitle                = {BMC Proc. of the International Conference on Bioinformatics Models, Methods and Algorithms},
  Url                      = {http://cogcomp.org/papers/BMC_Bacteria_Biotope.pdf}
}

@InProceedings{KordjamshidiWuRo15,
  Title                    = {Saul: Towards Declarative Learning Based Programming},
  Author                   = {Parisa Kordjamshidi and Hao Wu and Dan Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2015},
  Month                    = {7},

  Url                      = {http://cogcomp.org/papers/KordjamshidiRoWu15.pdf}
}

@Other{LCUR15,
  Title                    = {Distributed Training of Structured SVM},
  Author                   = {Ching-pei Lee and Kai-Wei Chang and Shyam Upadhyay and Dan Roth},
  Booktitle                = {OPT Workshop, Proc. of the Conference on Neural Information Processing Systems (NIPS)},
  Url                      = {http://cogcomp.org/papers/OPT2015_paper_1.pdf},
  Year                     = {2015}
}

@InProceedings{LeeRo15,
  Title                    = {Distributed Box-Constrained Quadratic Optimization for Dual Linear SVM},
  Author                   = {Ching-pei Lee and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2015},
  Month                    = {7},

  Acceptance               = {26\%},
  Funding                  = {DEFT},
  Url                      = {http://cogcomp.org/papers/distcd.pdf}
}

@InProceedings{MKPM15,
  Title                    = {Machine Reading of Biological Texts: Bacteria-Biotope Extraction},
  Author                   = {Wouter Massa and Parisa Kordjamshidi and Thomas Provoost and Marie-Francine Moens},
  Booktitle                = {Proc. of the International Conference on Bioinformatics Models, Methods and Algorithms},
  Year                     = {2015},
  Pages                    = {55-64},
  Publisher                = {SCITEPRESS},

  Url                      = {http://cogcomp.org/papers/MassaetalBIOSTEC2015.pdf}
}

@InProceedings{PengKhRo15,
  Title                    = {Solving Hard Coreference Problems},
  Author                   = {Haoruo Peng and Daniel Khashabi and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2015},
  Month                    = {5},

  Url                      = {http://cogcomp.org/papers/PengKhRo15.pdf}
}

@InProceedings{PengRo15,
  Title                    = {A Joint Framework for Coreference Resolution and Mention Head Detection},
  Author                   = {Haoruo Peng and Kai-Wei Chang Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2015},

  Address                  = {University of Illinois, Urbana-Champaign, Urbana, IL, 61801},
  Month                    = {7},
  Pages                    = {10},
  Publisher                = {ACL},

  Institution              = {University of Illinois at Urbana-Champaign},
  Url                      = {http://cogcomp.org/papers/MentionDetection.pdf}
}

@Other{PKMLDY15,
  Title                    = {SemEval-2015 Task 8: SpaceEval},
  Author                   = {James Pustejovsky and Parisa Kordjamshidi and Marie-Francine Moens and Aaron Levine and Seth Dworman and Zachary Yocum},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Pages                    = {884-894},
  Publisher                = {ACL},
  Url                      = {http://cogcomp.org/papers/PustejovskyetalSemEval2015.pdf},
  Year                     = {2015}
}

@InProceedings{RoyRo15,
  Title                    = {Solving General Arithmetic Word Problems},
  Author                   = {Subhro Roy and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2015},

  Url                      = {http://cogcomp.org/papers/arithmetic.pdf}
}

@Article{RoyViRo15,
  Title                    = {Reasoning about Quantities in Natural Language},
  Author                   = {Subhro Roy and Tim Vieira and Dan Roth},
  Journal                  = {Transactions of the Association for Computational Linguistics (TACL)},
  Year                     = {2015},
  Volume                   = {3},

  Booktitle                = {TACL},
  Url                      = {http://cogcomp.org/papers/RoyViRo15.pdf}
}

@InProceedings{SongRo15,
  Title                    = {Unsupervised Sparse Vector Densification for Short Text Similarity},
  Author                   = {Yangqiu Song and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2015},
  Month                    = {5},

  Url                      = {http://cogcomp.org/papers/SongRo15.pdf}
}

@InProceedings{SPKSR15,
  Title                    = {Improving a Pipeline Architecture for Shallow Discourse Parsing},
  Author                   = {Yangqiu Song and Haoruo Peng and Parisa Kordjamshidi and Mark Sammons and Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2015},

  Url                      = {http://cogcomp.org/papers/SPKSR15.pdf}
}

@Other{SPSUTRRR15,
  Title                    = {Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems},
  Author                   = {Mark Sammons and Haoruo Peng and Yangqiu Song and Shyam Upadhyay and Chen-Tse Tsai and Pavankumar Reddy and Subhro Roy and Dan Roth},
  Booktitle                = {Text Analysis Conference},
  Institution              = {National Institute of Standards and Technology},
  Url                      = {http://cogcomp.org/papers/SPSUTRRR15.pdf},
  Year                     = {2015}
}

@InProceedings{SPSUTRRR15a,
  Title                    = {Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems},
  Author                   = {Mark Sammons and Haoruo Peng and Yangqiu Song and Shyam Upadhyay and Chen-Tse Tsai and Pavankumar Reddy and Subhro Roy and Dan Roth},
  Booktitle                = {Proc. of the Text Analysis Conference (TAC)},
  Year                     = {2015},

  Url                      = {http://cogcomp.org/papers/TAC15.pdf}
}

@Article{WBGLR15,
  Title                    = {From Paraphrase Database to Compositional Paraphrase Model and Back},
  Author                   = {John Wieting and Mohit Bansal and Kevin Gimpel and Karen Livescu and Dan Roth},
  Year                     = {2015},

  Booktitle                = {TACL},
  Url                      = {http://cogcomp.org/papers/WietingBaGiLiRo15.pdf}
}

@InProceedings{WSERZH15,
  Title                    = {Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks},
  Author                   = {Chenguang Wang and Yangqiu Song and Ahmed El-Kishky and Dan Roth and Ming Zhang and Jiawei Han},
  Booktitle                = {Proc. of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
  Year                     = {2015},

  Url                      = {http://cogcomp.org/papers/WSERZH15.pdf}
}

@InProceedings{WSRWHJZ15,
  Title                    = {Constrained Information-Theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations},
  Author                   = {Chenguang Wang and Yangqiu Song and Dan Roth and Chi Wang and Jiawei Han and Heng Ji and Ming Zhang},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2015},

  Url                      = {http://cogcomp.org/papers/WSRWHJZ15.pdf}
}

@Article{BBCRWZ14,
  Title                    = {Introduction to the special issue on learning semantics},
  Author                   = {Antoine Bordes and L�on Bottou and Ronan Collobert and Dan Roth and Jason Weston and Luke Zettlemoyer},
  Journal                  = {Machine Learning},
  Year                     = {2014},

  Month                    = {2},
  Number                   = {2},
  Pages                    = {127-131},
  Volume                   = {94},

  Publisher                = {Springer},
  Url                      = {http://cogcomp.org/papers/BBCRWZ14.pdf}
}

@Article{GoldwasserRo14,
  Title                    = {Learning from Natural Instructions},
  Author                   = {Dan Goldwasser and Dan Roth},
  Journal                  = {Machine Learning},
  Year                     = {2014},

  Month                    = {2},
  Number                   = {2},
  Pages                    = {205-232},
  Volume                   = {94},

  Publisher                = {Springer},
  Url                      = {http://cogcomp.org/papers/GoldwasserRo14.pdf}
}

@InProceedings{JindalGuRo14,
  Title                    = {Detecting Privacy-Sensitive Events in Medical Text},
  Author                   = {Prateek Jindal and Carl A. Gunter and Dan Roth},
  Booktitle                = {Proc. of the ACM Conference on Proc. of the International Conference on Bioinformatics Models, Methods and Algorithms, Computational Biology, and Health Informatics},
  Year                     = {2014},
  Month                    = {9},

  Url                      = {http://cogcomp.org/papers/JindalGR14.pdf}
}

@InProceedings{JindalRoGu14,
  Title                    = {Joint Inference for End-to-End Coreference Resolution for Clinical Notes},
  Author                   = {Prateek Jindal and Dan Roth and Carl A. Gunter},
  Booktitle                = {Proc. of the ACM Conference on Proc. of the International Conference on Bioinformatics Models, Methods and Algorithms, Computational Biology, and Health Informatics},
  Year                     = {2014},
  Month                    = {9},

  Url                      = {http://cogcomp.org/papers/p192-jindal.pdf}
}

@InCollection{PasternackRo14,
  Title                    = {Judging the Veracity of Claims and Reliability of Sources With Fact-Finders},
  Author                   = {Jeff Pasternack and Dan Roth},
  Booktitle                = {Computational Trust Models and Machine Learning},
  Publisher                = {Chapman and Hall/CRC},
  Year                     = {2014},
  Editor                   = {Xin Liu, Anwitaman Datta, and Ee-Peng Lim},
  Pages                    = {39-72},

  Url                      = {http://cogcomp.org/papers/fact_finder_chapter_clean.pdf}
}

@InProceedings{RCSRH14,
  Title                    = {The Illinois-Columbia System in the CoNLL-2014 Shared Task},
  Author                   = {Alla Rozovskaya and Kai-Wei Chang and Mark Sammons and Dan Roth and Nizar Habash},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2014},

  Url                      = {http://cogcomp.org/papers/RCSRH14.pdf}
}

@Article{RozovskayaRo14,
  Title                    = {Building a State-of-the-Art Grammatical Error Correction System},
  Author                   = {Alla Rozovskaya and Dan Roth},
  Year                     = {2014},

  Booktitle                = {TACL},
  Url                      = {http://cogcomp.org/papers/RozovskayaRo14.pdf}
}

@InProceedings{RozovskayaRoSr14,
  Title                    = {Correcting Grammatical Verb Errors},
  Author                   = {Alla Rozovskaya and Dan Roth and Vivek Srikumar},
  Booktitle                = {EACL},
  Year                     = {2014},
  Month                    = {4},

  Url                      = {http://cogcomp.org/papers/RozovskayaRoSr14.pdf}
}

@InProceedings{SamdaniChRo14,
  Title                    = {A Discriminative Latent Variable Model for Online Clustering},
  Author                   = {Rajhans Samdani and Kai-Wei Chang and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2014},

  Acceptance               = {14.7\%},
  Url                      = {http://cogcomp.org/papers/l3m.icml.pdf}
}

@InProceedings{SongRo14,
  Title                    = {On Dataless Hierarchical Text Classification},
  Author                   = {Yangqiu Song and Dan Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2014},
  Month                    = {7},

  Url                      = {http://cogcomp.org/papers/SongRo14.pdf}
}

@InProceedings{SSWKTUAM14,
  Title                    = {Overview of UI-CCG Systems for Event Argument Extraction, Entity Discovery and Linking, and Slot Filler Validation},
  Author                   = {Mark Sammons and Yangqiu Song and Ruichen Wang and Gourab Kundu and Chen-Tse Tsai and Shyam Upadhyay and Siddarth Ancha and Stephen Mayhew},
  Booktitle                = {Proc. of the Text Analysis Conference (TAC)},
  Year                     = {2014},

  Institution              = {NIST},
  Url                      = {http://cogcomp.org/papers/SSWKTUMRA14.pdf}
}

@Article{VZRP14,
  Title                    = {Overcoming bias to learn about controversial topics},
  Author                   = {V.G.Vinod Vydiswaran and Chengxiang Zhai and Dan Roth and Peter Pirolli},
  Journal                  = {Journal of the American Society for Information Science and Technology (JASIST)},
  Year                     = {2014},

  Projects                 = {Trustworthiness},
  Publisher                = {Wiley},
  Url                      = {http://cogcomp.org/papers/VZRP14.pdf}
}

@InProceedings{WFDMSR14,
  Title                    = {IllinoisCloudNLP: Text Analytics Services in the Cloud},
  Author                   = {Hao Wu and Zhiye Fei and Aaron Dai and Stephen Mayhew and Mark Sammons and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Language Resources and Evaluation (LREC)},
  Year                     = {2014},
  Month                    = {5},

  Funding                  = {MIAS, ARL, DARPA, NSF},
  Url                      = {http://cogcomp.org/papers/WFDMSR14.pdf}
}

@InProceedings{CCSCFSWRWR13,
  Title                    = {Illinois Cognitive Computation Group UI-CCG TAC 2013 Entity Linking and Slot Filler Validation Systems},
  Author                   = {Xiao Cheng and Bingling Chen and Rajhans Samdani and Kai-Wei Chang and Zhiye Fei and Mark Sammons and John Wieting and Subhro Roy and Chizheng Wang and Dan Roth},
  Booktitle                = {Proc. of the Text Analysis Conference (TAC)},
  Year                     = {2013},

  Url                      = {http://cogcomp.org/papers/UI_CCG.TAC2013.proceedings.pdf}
}

@InProceedings{ChangSaRo13,
  Title                    = {A Constrained Latent Variable Model for Coreference Resolution},
  Author                   = {Kai-Wei Chang and Rajhans Samdani and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2013},

  Url                      = {http://cogcomp.org/papers/ChangSaRo13.pdf}
}

@InProceedings{ChangSrRo13,
  Title                    = {Multi-core Structural SVM Training},
  Author                   = {K.-W. Chang and V. Srikumar and D. Roth},
  Booktitle                = {Proc. of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)},
  Year                     = {2013},

  Acceptance               = {25\%},
  Funding                  = {ONR, DEFT},
  Url                      = {http://cogcomp.org/papers/ChangSrRo13.pdf}
}

@InProceedings{ChengRo13,
  Title                    = {Relational Inference for Wikification},
  Author                   = {Xiao Cheng and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2013},

  Funding                  = {DEFT,ARL,MIAS},
  Url                      = {http://cogcomp.org/papers/ChengRo13.pdf}
}

@Unpublished{DRSZ13,
  Title                    = {Recognizing Textual Entailment: Models and Applications},
  Author                   = {Ido Dagan and Dan Roth and Mark Sammons and Fabio Massimo Zanzoto},

  Month                    = {7},
  Year                     = {2013},

  Booktitle                = {Recognizing Textual Entailment: Models and Applications},
  Publisher                = {Morgan and Claypool}
}

@InProceedings{GoldwasserRo13,
  Title                    = {Leveraging Domain-Independent Information in Semantic Parsing},
  Author                   = {Dan Goldwasser and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2013},

  Url                      = {http://cogcomp.org/papers/GoldwasserRoth13.pdf}
}

@Other{Jindal13,
  Title                    = {Information Extraction for Clinical Narratives},
  Author                   = {Prateek Jindal},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Jindal13.pdf},
  Year                     = {2013}
}

@Article{JindalRo13,
  Title                    = {Using Domain Knowledge and Domain-Inspired Discourse Model for Coreference Resolution for Clinical Narratives},
  Author                   = {Prateek Jindal and Dan Roth},
  Year                     = {2013},

  Month                    = {3},
  Number                   = {2},
  Pages                    = {356-362},
  Volume                   = {20},

  Acceptance               = {19\%},
  Booktitle                = {Journal of the American Medical Informatics Association (JAMIA)},
  Editor                   = {Professor Lucila Ohno-Machado},
  Publisher                = {BMJ Publishing Group Ltd},
  Url                      = {http://cogcomp.org/papers/JindalRo12.pdf}
}

@Article{JindalRo13a,
  Title                    = {Extraction of Events and Temporal Expressions from Clinical Narratives},
  Author                   = {P. Jindal and D. Roth},
  Journal                  = {Journal of Biomedical Informatics (JBI)},
  Year                     = {2013},

  Month                    = {10},

  Editor                   = {E.H. Shortliffe},
  Url                      = {http://cogcomp.org/papers/JindalRo13d.pdf}
}

@InProceedings{JindalRo13b,
  Title                    = {Using Soft Constraints in Joint Inference for Clinical Concept Recognition},
  Author                   = {Prateek Jindal and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2013},
  Month                    = {10},

  Url                      = {http://cogcomp.org/papers/JindalRo13c.pdf}
}

@InProceedings{JindalRo13c,
  Title                    = {End-to-End Coreference Resolution for Clinical Narratives},
  Author                   = {Prateek Jindal and Dan Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2013},
  Month                    = {8},
  Pages                    = {2106-2112},

  Acceptance               = {19\%},
  Funding                  = {HHS 90TR003/01},
  Url                      = {http://cogcomp.org/papers/JindalRo13.pdf}
}

@InProceedings{KunduSrRo13,
  Title                    = {Margin-based Decomposed Amortized Inference},
  Author                   = {Gourab Kundu and Vivek Srikumar and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2013},
  Month                    = {8},

  Url                      = {http://cogcomp.org/papers/KunduSrRo13.pdf}
}

@InProceedings{PasternackRo13,
  Title                    = {Latent Credibility Analysis},
  Author                   = {Jeff Pasternack and Dan Roth},
  Booktitle                = {Proc. of the International World Wide Web Conference (WWW)},
  Year                     = {2013},

  Url                      = {http://cogcomp.org/papers/PasternackRo13.pdf}
}

@InProceedings{Roth13,
  Title                    = {The University of Illinois System in the CoNLL-2013 Shared Task},
  Author                   = {Alla Rozovskaya Kai-Wei Chang Mark Sammons Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2013},

  Funding                  = {MR, DEFT},
  Url                      = {http://cogcomp.org/papers/RCSR13.pdf}
}

@Other{Rozovskay13,
  Title                    = {Automated Methods for Text Correction},
  Author                   = {Alla Rozovskaya},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Rozovskaya13.pdf},
  Year                     = {2013}
}

@InProceedings{RozovskayaRo13,
  Title                    = {Joint Learning and Inference for Grammatical Error Correction},
  Author                   = {Alla Rozovskaya and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2013},
  Month                    = {10},

  Url                      = {http://cogcomp.org/papers/RozovskayaRo13.pdf}
}

@Other{Samdani13,
  Title                    = {Algorithms for Structural Learning with Decompositions},
  Author                   = {Rajhans Samdani},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Samdani13.pdf},
  Year                     = {2013}
}

@Other{Srikumar13,
  Title                    = {The Semantics of Role Labeling},
  Author                   = {Vivek Srikumar},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Srikumar13.pdf},
  Year                     = {2013}
}

@Article{SrikumarRo13,
  Title                    = {Modeling Semantic Relations Expressed by Prepositions},
  Author                   = {Vivek Srikumar and Dan Roth},
  Year                     = {2013},
  Pages                    = {231-242},
  Volume                   = {1},

  Booktitle                = {TACL},
  Url                      = {http://cogcomp.org/papers/SrikumarRo13.pdf}
}

@InProceedings{TsaiKuRo13,
  Title                    = {Concept-Based Analysis of Scientific Literature},
  Author                   = {Chen-Tse Tsai and Gourab Kundu and Dan Roth},
  Booktitle                = {Proc. of the ACM Conference on Information and Knowledge Management (CIKM)},
  Year                     = {2013},

  Url                      = {http://cogcomp.org/papers/TsaiKuRo13.pdf}
}

@Other{Vydiswar13,
  Title                    = {Modeling and Predicting Trustworthiness of Online Textual Information},
  Author                   = {V.G.Vinod Vydiswaran},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Vydiswaran13.pdf},
  Year                     = {2013}
}

@InProceedings{CDHR12,
  Title                    = {Efficient Pattern-Based Time Series Classification on GPU },
  Author                   = {Kai-Wei Chang and Biplab Deka and Wen-Mei W. Hwu and Dan Roth},
  Booktitle                = {Proc. of the IEEE International Conference on Data Mining (ICDM)},
  Year                     = {2012},

  Acceptance               = {10.7\%},
  Funding                  = {MR, BL},
  Url                      = {http://cogcomp.org/papers/undefined.pdf}
}

@Article{ChangRaRo12,
  Title                    = {Structured Learning with Constrained Conditional Models},
  Author                   = {Ming-Wei Chang and Lev Ratinov and Dan Roth},
  Journal                  = {Machine Learning},
  Year                     = {2012},

  Month                    = {6},
  Number                   = {3},
  Pages                    = {399-431},
  Volume                   = {88},

  Editor                   = {Hal Daume III},
  Publisher                = {Springer},
  Url                      = {http://cogcomp.org/papers/ChangRaRo12.pdf}
}

@InCollection{ConnorFiRo12,
  Title                    = {Starting from Scratch in Semantic Role Labeling: Early Indirect Supervision},
  Author                   = {Michael Connor and Cynthia Fisher and Dan Roth},
  Publisher                = {Springer},
  Year                     = {2012},
  Editor                   = {A. Alishahi and T. Poibeau and A. Korhonen},
  Month                    = {11},

  Journal                  = {Cognitive Aspects of Computational Language Acquisition},
  Url                      = {http://cogcomp.org/papers/ConnorFiRo12.pdf}
}

@InProceedings{CSRSR12,
  Title                    = {Illinois-Coref: The UI System in the CoNLL-2012 Shared Task},
  Author                   = {Kai-Wei Chang and Rajhans Samdani and Alla Rozovskaya and Mark Sammons and Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2012},

  Funding                  = {Machine Reading, ARL},
  Projects                 = {Coreference Within and Across Documents},
  Url                      = {http://cogcomp.org/papers/CSRSR12.pdf}
}

@InProceedings{CSSR12,
  Title                    = {An NLP Curator (or: How I Learned to Stop Worrying and Love NLP Pipelines)},
  Author                   = {James Clarke and Vivek Srikumar and Mark Sammons and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Language Resources and Evaluation (LREC)},
  Year                     = {2012},
  Month                    = {5},

  Url                      = {http://cogcomp.org/papers/ClarkeSrSaRo2012.pdf}
}

@Other{Do12,
  Title                    = {Background Knowledge in Learning-Based Relation Extraction},
  Author                   = {Quang Do},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Do12.pdf},
  Year                     = {2012}
}

@InProceedings{DoLuRo12,
  Title                    = {Joint Inference for Event Timeline Construction},
  Author                   = {Quang Do and Wei Lu and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2012},

  Url                      = {http://cogcomp.org/papers/DoLuRo12.pdf}
}

@Article{DoRo12,
  Title                    = {Exploiting the Wikipedia Structure in Local and Global Classification of Taxonomic Relations},
  Author                   = {Quang Do and Dan Roth},
  Journal                  = {Journal of Natural Language Engineering (JNLE)},
  Year                     = {2012},

  Month                    = {4},
  Number                   = {2},
  Pages                    = {235-262},
  Volume                   = {18},

  Comment                  = {http://journals.cambridge.org/action/displayAbstract?fromPage=online&aid=8511905&fulltextType=RA&fileId=S1351324912000046},
  Publisher                = {Cambridge University Press},
  Url                      = {http://cogcomp.org/papers/DoRo12.pdf}
}

@Other{Goldwasser12,
  Title                    = {Learning from Natural Instructions},
  Author                   = {Dan Goldwasser },
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Goldwasser12.pdf},
  Year                     = {2012}
}

@InProceedings{JindalRo12,
  Title                    = {Using Knowledge and Constraints to Find the Best Antecedent},
  Author                   = {Prateek Jindal and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2012},
  Month                    = {12},
  Pages                    = {1327-1342},

  Acceptance               = {20\%},
  Funding                  = {Grant HHS 90TR0003/01},
  Url                      = {http://cogcomp.org/papers/JindalRo12b.pdf}
}

@InProceedings{LuRo12,
  Title                    = {Automatic Event Extraction with Structured Preference Modeling},
  Author                   = {Wei Lu and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2012},
  Month                    = {7},
  Pages                    = {10},

  Acceptance               = {19\%},
  Funding                  = {Machine Reading},
  Projects                 = {Machine Reading},
  Url                      = {http://cogcomp.org/papers/LuRo12.pdf}
}

@InProceedings{LWZR12,
  Title                    = {Unsupervised Discovery of Opposing Opinion Networks From Forum Discussions},
  Author                   = {Yue Lu and Hongning Wang and ChengXiang Zhai and Dan Roth},
  Booktitle                = {Proc. of the ACM Conference on Information and Knowledge Management (CIKM)},
  Year                     = {2012},
  Month                    = {10},

  Url                      = {http://cogcomp.org/papers/LWZR12.pdf}
}

@Other{Ratinov12,
  Title                    = {Exploiting Knowledge in NLP},
  Author                   = {Lev Ratinov},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Ratinov12.pdf},
  Year                     = {2012}
}

@InProceedings{RatinovRo12,
  Title                    = {Learning-based Multi-Sieve Co-Reference Resolution with Knowledge},
  Author                   = {Lev Ratinov and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2012},

  Url                      = {http://cogcomp.org/papers/RatinovRo12.pdf}
}

@Other{RozovskayaSaRo12,
  Title                    = {The UI System in the HOO 2012 Shared Task on Error Correction},
  Author                   = {Alla Rozovskaya and Mark Sammons and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Month                    = {6},
  Publisher                = {Association for Computational Linguistics},
  Url                      = {http://cogcomp.org/papers/RozovskayaSaRo12.pdf},
  Year                     = {2012}
}

@Other{SamdaniChRo12,
  Title                    = {A Framework for Tuning Posterior Entropy in Unsupervised Learning},
  Author                   = {Rajhans Samdani and Ming-Wei Chang and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Funding                  = {ONR, ARL, AFRL},
  Month                    = {6},
  Url                      = {http://cogcomp.org/papers/SamdaniChRo12b.pdf},
  Year                     = {2012}
}

@InProceedings{SamdaniChRo12a,
  Title                    = {Unified Expectation Maximization},
  Author                   = {Rajhans Samdani and Ming-Wei Chang and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2012},
  Month                    = {6},

  Url                      = {http://cogcomp.org/papers/SamdaniChRo12.pdf}
}

@InProceedings{SamdaniRo12,
  Title                    = {Efficient Decomposed Learning for Structured Prediction},
  Author                   = {Rajhans Samdani and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2012},
  Month                    = {6},

  Acceptance               = {27\%},
  Funding                  = {ONR, AFRL, ARL},
  Url                      = {http://cogcomp.org/papers/SamdaniRo12.pdf}
}

@InCollection{SammonsVyRo12,
  Title                    = {Recognizing Textual Entailment },
  Author                   = {Mark Sammons and V.G.Vinod Vydiswaran and Dan Roth},
  Booktitle                = {Multilingual Natural Language Applications: From Theory to Practice},
  Publisher                = {Prentice Hall},
  Year                     = {2012},
  Editor                   = {Daniel M. Bikel and Imed Zitouni},
  Month                    = {5},
  Pages                    = {209-258}
}

@InProceedings{SondhiVyZh12,
  Title                    = {Reliability Prediction of Webpages in the Medical Domain},
  Author                   = {Parikshit Sondhi and V.G. Vinod Vydiswaran and ChengXiang Zhai},
  Booktitle                = {Proc. of the European Conference on Information Retrieval},
  Year                     = {2012},
  Month                    = {4},
  Pages                    = {219--231},
  Volume                   = {7224},

  Url                      = {http://cogcomp.org/papers/SondhiVyZh12.pdf}
}

@InProceedings{SrikumarKuRo12,
  Title                    = {On Amortizing Inference Cost for Structured Prediction},
  Author                   = {Vivek Srikumar and Gourab Kundu and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2012},
  Month                    = {7},

  Url                      = {http://cogcomp.org/papers/SrikumarKuRo12.pdf}
}

@Other{Tu12,
  Title                    = {English Complex Verb Constructions: Identification and Inference},
  Author                   = {Yuancheng Tu},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Tu12.pdf},
  Year                     = {2012}
}

@InProceedings{TuRo12,
  Title                    = {Sorting out the Most Confusing English Phrasal Verbs},
  Author                   = {Yuancheng Tu and Dan Roth},
  Booktitle                = {Proc. of the Joint Conference on Lexical and Computational Sematics},
  Year                     = {2012},

  Address                  = {Montreal, Canada},
  Publisher                = {Association for Computational Linguistics},

  Funding                  = {DHS},
  Projects                 = {LS},
  Url                      = {http://cogcomp.org/papers/TuRoth12.pdf}
}

@InProceedings{VZRP12,
  Title                    = {BiasTrust: Teaching biased users about controversial topics},
  Author                   = {V.G.Vinod Vydiswaran and ChengXiang Zhai and Dan Roth and Peter Pirolli},
  Booktitle                = {Proc. of the ACM Conference on Information and Knowledge Management (CIKM)},
  Year                     = {2012},
  Month                    = {10},
  Pages                    = {1205--1209},

  Funding                  = {MIAS, ITI, ARL},
  Projects                 = {Trustworthiness},
  Url                      = {http://cogcomp.org/papers/VZRP12b.pdf}
}

@InProceedings{VZRP12a,
  Title                    = {Unbiased Learning of Controversial Topics},
  Author                   = {V.G.Vinod Vydiswaran and ChengXiang Zhai and Dan Roth and Peter Pirolli},
  Booktitle                = {Proc. of the Annual Meeting of the American Society for Information Science and Technology},
  Year                     = {2012},
  Month                    = {10},

  Funding                  = {MIAS, ITI, ARL},
  Projects                 = {Trustworthiness},
  Url                      = {http://cogcomp.org/papers/VZRP12.pdf}
}

@InProceedings{ZhaoDoRo12,
  Title                    = {A Robust Shallow Temporal Reasoning System},
  Author                   = {Ran Zhao and Quang Do and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2012},
  Month                    = {6},

  Url                      = {http://cogcomp.org/papers/ZhaoDoRo12.pdf}
}

@InProceedings{BurgardRoCh11,
  Title                    = {Proceedings of the 25th AAAI Conference on Artificial Intelligence},
  Author                   = {Wolfram Burgard and Dan Roth and Program Chairs},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2011},
  Editor                   = {W. Burgard and D. Roth}
}

@Other{Chang11,
  Title                    = {Structured Prediction with Indirect Supervision},
  Author                   = {Ming-Wei Chang},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Chang11.pdf},
  Year                     = {2011}
}

@InProceedings{ChangRo11,
  Title                    = {Selective Block Minimization for Faster Convergence of Limited Memory Large-scale Linear Models},
  Author                   = {Kai-Wei Chang and Dan Roth},
  Booktitle                = {Proc. of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
  Year                     = {2011},

  Acceptance               = {17.5\%},
  Funding                  = {BL, MR},
  Url                      = {http://cogcomp.org/papers/ChangRo11(4).pdf}
}

@InProceedings{ChanRo11,
  Title                    = {Exploiting Syntactico-Semantic Structures for Relation Extraction},
  Author                   = {Yee Seng Chan and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2011},

  Address                  = {Portland, Oregon},

  Funding                  = {MR},
  Projects                 = {NLP, IE},
  Url                      = {http://cogcomp.org/papers/ChanRo11.pdf}
}

@Other{Connor11,
  Title                    = {Minimal Supervision for Language Learning: Bootstrapping Global Patterns from Local Knowledge},
  Author                   = {Michael Connor},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Connor11.pdf},
  Year                     = {2011}
}

@InProceedings{ConnorFiRo11,
  Title                    = {The Origin of Syntactic Bootstrapping: A computational Model},
  Author                   = {Michael Connor and Cynthia Fisher and Dan Roth},
  Booktitle                = {Proc. of the Boston University Conference on Language Development},
  Year                     = {2011}
}

@InProceedings{ConnorFiRo11a,
  Title                    = {Online Latent Structure Training for Language Acquisition},
  Author                   = {Michael Connor and Cynthia Fisher and Dan Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2011},
  Month                    = {7},

  Comment                  = {Indirect supervision; language acquisition; BabySRL; psycholinguistically plausible features; },
  Funding                  = {Psych},
  Projects                 = {PSYCHO},
  Url                      = {http://cogcomp.org/papers/ConnorFiRo11.pdf}
}

@InProceedings{CSRRSR11,
  Title                    = {Inference Protocols for Coreference Resolution},
  Author                   = {Kai-Wei Chang and Rajhans Samdani and Alla Rozovskaya and Nick Rizzolo and Mark Sammons and Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2011},

  Address                  = {Portland, Oregon, USA},
  Pages                    = {40--44},
  Publisher                = {Association for Computational Linguistics},

  Funding                  = {MR},
  Url                      = {http://cogcomp.org/papers/CSRRSR11.pdf}
}

@InProceedings{DoChRo11,
  Title                    = {Minimally Supervised Event Causality Identification},
  Author                   = {Quang Do and Yee Seng Chan and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2011},

  Address                  = {Edinburgh, Scotland},
  Month                    = {7},

  Funding                  = {MR},
  Url                      = {http://cogcomp.org/papers/DoChaRo11.pdf}
}

@InProceedings{GoldwasserRo11,
  Title                    = {Learning from Natural Instructions},
  Author                   = {Dan Goldwasser and Dan Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2011},

  Url                      = {http://cogcomp.org/papers/GoldwasserRo11(2).pdf}
}

@InProceedings{GRCR11,
  Title                    = {Confidence Driven Unsupervised Semantic Parsing },
  Author                   = {Dan Goldwasser and Roi Reichart and James Clarke and Dan Roth },
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2011},

  Url                      = {http://cogcomp.org/papers/main(2).pdf}
}

@InProceedings{JindalRo11,
  Title                    = {Learning from Negative Examples in Set-Expansion},
  Author                   = {Prateek Jindal and Dan Roth},
  Booktitle                = {Proc. of the IEEE International Conference on Data Mining (ICDM)},
  Year                     = {2011},
  Month                    = {12},
  Pages                    = {1110-1115},

  Acceptance               = {18\%},
  Url                      = {http://cogcomp.org/papers/JindalRo11.pdf}
}

@Other{KunduChRo11,
  Title                    = {Prior Knowledge Driven Domain Adaptation},
  Author                   = {Gourab Kundu and Ming-Wei Chang and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Funding                  = {ARL and DARPA Machine Reading},
  Month                    = {7},
  Url                      = {http://cogcomp.org/papers/KunduChRo11(3).pdf},
  Year                     = {2011}
}

@InProceedings{KunduRo11,
  Title                    = {Adapting Text Instead of the Model: An Open Domain Approach},
  Author                   = {Gourab Kundu and Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2011},
  Month                    = {6},

  Funding                  = {Darpa MR and ARL},
  Url                      = {http://cogcomp.org/papers/KunduRo11.pdf}
}

@Other{KunduRoSa11,
  Title                    = {Constrained Conditional Models For Information Fusion},
  Author                   = {Gourab Kundu and Dan Roth and Rajhans Samdani},
  Booktitle                = {Proc. of the International Conference on Information Fusion},
  Url                      = {http://cogcomp.org/papers/SamdaniRothKunduFusion2011.pdf},
  Year                     = {2011}
}

@Other{LPAGSAHRSA11,
  Title                    = {Apollo: Towards Factfinding in Participatory Sensing},
  Author                   = {H. Khac Le and J. Pasternack and H. Ahmadi and M. Gupta and Y. Sun and T. Abdelzaher and J. Han and D. Roth and B. Szymanski and S. Adali},
  Booktitle                = {Proc. of the International Conference on Information Processing in Sensor Networks (IPSN)},
  Url                      = {http://cogcomp.org/papers/LePa11.pdf},
  Year                     = {2011}
}

@Article{MengshoelRoWi11,
  Title                    = {Portfolios in Stochastic Local Search: Efficiently Computing Most Probable Explanations in Bayesian Networks},
  Author                   = {Ole J. Mengshoel and Dan Roth and David C. Wilkins},
  Journal                  = {Journal of Automated Reasoning},
  Year                     = {2011},
  Number                   = {2},
  Pages                    = {103-160},
  Volume                   = {46},

  Url                      = {http://cogcomp.org/papers/MengshoelRoWi11.pdf}
}

@Article{MengshoelWiRo11,
  Title                    = {Initialization and Restart in Stochastic Local Search: Computing a Most Probable Explanation in Bayesian Networks},
  Author                   = {Ole J. Mengshoel and David C. Wilkins and Dan Roth},
  Journal                  = {IEEE Transactions on Knowledge and Data Engineering},
  Year                     = {2011},
  Number                   = {2},
  Pages                    = {235-247},
  Volume                   = {23},

  Url                      = {http://cogcomp.org/papers/MengshoelWiRo11.pdf}
}

@Other{Pasternack11,
  Title                    = {Knowing Who to Trust and What to Believe in the Presence of Conflicting Information},
  Author                   = {J. Pasternack},
  Booktitle                = {UIUC PhD Thesis},
  Invisible                = {true},
  Url                      = {http://cogcomp.org/papers/Pasternack11.pdf},
  Year                     = {2011}
}

@InProceedings{PasternackRo11,
  Title                    = {Making Better Informed Trust Decisions with Generalized Fact-Finding},
  Author                   = {Jeff Pasternack and Dan Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2011},

  Funding                  = {ARL, DHS},
  Url                      = {http://cogcomp.org/papers/PasternackRo11b.pdf}
}

@InProceedings{PasternackRo11a,
  Title                    = {Generalized Fact-Finding},
  Author                   = {Jeff Pasternack and Dan Roth},
  Booktitle                = {Proc. of the International World Wide Web Conference (WWW)},
  Year                     = {2011},

  Url                      = {http://cogcomp.org/papers/PasternackRo11.pdf}
}

@Other{RatinovRo11,
  Title                    = {GLOW TAC-KBP 2011 Entity Linking System},
  Author                   = {Lev Ratinov and Dan Roth},
  Booktitle                = {Proc. of the Text Analysis Conference (TAC)},
  Funding                  = {MR, ARL },
  Month                    = {11},
  Publisher                = {Text Analysis Conference},
  Url                      = {http://cogcomp.org/papers/RatinovRo11.pdf},
  Year                     = {2011}
}

@Other{Rizzolo11,
  Title                    = {Learning Based Programming},
  Author                   = {Nicholas D. Rizzolo},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Rizzolo11.pdf},
  Year                     = {2011}
}

@InProceedings{RozovskayaRo11,
  Title                    = {Algorithm Selection and Model Adaptation for ESL Correction Tasks},
  Author                   = {Alla Rozovskaya and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2011},

  Address                  = {Portland, Oregon},
  Month                    = {6},
  Publisher                = {Association for Computational Linguistics},

  Funding                  = {EDU},
  Url                      = {http://cogcomp.org/papers/RozovskayaRo11(1).pdf}
}

@InProceedings{RRDA11,
  Title                    = {Local and Global Algorithms for Disambiguation to Wikipedia},
  Author                   = {Lev Ratinov and Dan Roth and Doug Downey and Mike Anderson},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2011},

  Url                      = {http://cogcomp.org/papers/RRDA11.pdf}
}

@Other{RSGR11,
  Title                    = {University of Illinois System in HOO Text Correction Shared Task},
  Author                   = {Alla Rozovskaya and Mark Sammons and Joshua Gioja and Dan Roth},
  Booktitle                = {Proc. of the European Workshop on Natural Language Generation (ENLG)},
  Funding                  = {EDU,MR},
  Url                      = {http://cogcomp.org/papers/RSGR11.pdf},
  Year                     = {2011}
}

@InProceedings{SrikumarRo11,
  Title                    = {A Joint Model for Extended Semantic Role Labeling},
  Author                   = {Vivek Srikumar and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2011},

  Address                  = {Edinburgh, Scotland},

  Url                      = {http://cogcomp.org/papers/SrikumarRo11.pdf}
}

@Other{TuRo11,
  Title                    = {Learning English Light Verb Constructions: Contextual or Statistical},
  Author                   = {Yuancheng Tu and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Funding                  = {MIAS},
  Projects                 = {LS},
  Url                      = {http://cogcomp.org/papers/TuRo11.pdf},
  Year                     = {2011}
}

@Other{VydiswaranZhRo11,
  Title                    = {Gauging the Internet Doctor: Ranking Medical Claims based on Community Knowledge},
  Author                   = {V.G. Vinod Vydiswaran and ChengXiang Zhai and Dan Roth},
  Booktitle                = {Proc. of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) Workshop on Data Mining for Medicine and HealthCare},
  Funding                  = {MIAS, CCICADA, ARL},
  Month                    = {8},
  Projects                 = {Trustworthiness},
  Url                      = {http://cogcomp.org/papers/VydiswaranZhRo11b.pdf},
  Year                     = {2011}
}

@InProceedings{VydiswaranZhRo11a,
  Title                    = {Content-driven Trust Propagation Framework},
  Author                   = {V.G. Vinod Vydiswaran and ChengXiang Zhai and Dan Roth},
  Booktitle                = {Proc. of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
  Year                     = {2011},
  Month                    = {8},
  Pages                    = {974--982},

  Acceptance               = {17.5\%},
  Funding                  = {MIAS, CCICADA, ARL},
  Projects                 = {Trustworthiness},
  Url                      = {http://cogcomp.org/papers/VydiswaranZhRo11.pdf}
}

@Other{WAAPRGHFLA11,
  Title                    = {On Bayesian Interpretation of Fact-finding in Information Networks},
  Author                   = {Dong Wang and Tarek Abdelzaher and Hossein Ahmadi and Jeff Pasternack and Dan Roth and Manish Gupta and Jiawei Han and Omid Fatemieh and Hieu Le and Charu Aggarwal},
  Booktitle                = {Proc. of the International Conference on Information Fusion},
  Url                      = {http://cogcomp.org/papers/WAAPRGHFLA11.pdf},
  Year                     = {2011}
}

@InProceedings{CGCR10,
  Title                    = {Driving Semantic Parsing from the World's Response},
  Author                   = {James Clarke and Dan Goldwasser and Ming-Wei Chang and Dan Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2010},
  Month                    = {7},

  Comment                  = {Learning semantic parsers without complex logical form annotations. Supervision provided in the form of a binary feedback signal recieved from an external world.},
  Funding                  = {BL,MR},
  Projects                 = {NLP, SP, COMP, USS},
  Url                      = {http://cogcomp.org/papers/CGCR10.pdf}
}

@InProceedings{CGFR10,
  Title                    = {Starting from Scratch in Semantic Role Labeling},
  Author                   = {Michael Connor and Yael Gertner and Cynthia Fisher and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2010},

  Address                  = {Uppsala, Sweden},
  Month                    = {7},
  Publisher                = {Association for Computational Linguistics},

  Comment                  = {Minimal supervision; language acquisition; BabySRL; psycholinguistically plausible features; unsupervised HMM; background knowledge and linguistic constraints},
  Funding                  = {Psych},
  Projects                 = {PSYCHO},
  Url                      = {http://cogcomp.org/papers/CGFR10.pdf}
}

@InProceedings{CGRS10,
  Title                    = {Discriminative Learning over Constrained Latent Representations},
  Author                   = {Ming-Wei Chang and Dan Goldwasser and Dan Roth and Vivek Srikumar},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2010},
  Month                    = {6},

  Comment                  = {learning over latent representation, learning feature representation, intermediate representation, generalized alignment for various NLP tasks},
  Funding                  = {DARPA,SoD,MIAS,MR},
  Projects                 = {CCM,TL},
  Url                      = {http://cogcomp.org/papers/CGRS10.pdf}
}

@InProceedings{ChangCoRo10,
  Title                    = {The Necessity of Combining Adaptation Methods},
  Author                   = {Ming-Wei Chang and Michael Connor and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2010},

  Address                  = {Massachusetts, USA},
  Month                    = {10},

  Funding                  = {DARPA},
  Projects                 = {Adaptation},
  Url                      = {http://cogcomp.org/papers/ChangCoRo10.pdf}
}

@InProceedings{ChanRo10,
  Title                    = {Exploiting Background Knowledge for Relation Extraction},
  Author                   = {Yee Seng Chan and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2010},

  Address                  = {Beijing, China},
  Month                    = {8},

  Comment                  = {Relation extraction, background knowledge, constraints, information extraction},
  Funding                  = {MR},
  Projects                 = {NLP, IE},
  Url                      = {http://cogcomp.org/papers/ChanRo10.pdf}
}

@InProceedings{CSGR10,
  Title                    = {Structured Output Learning with Indirect Supervision},
  Author                   = {Ming-Wei Chang and Vivek Srikumar and Dan Goldwasser and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2010},

  Comment                  = {indirect supervision, structured learning, joint learning of binary and structured learning tasks},
  Funding                  = {DARPA,SoD,MIAS,MR},
  Projects                 = {CCM,TL},
  Url                      = {http://cogcomp.org/papers/CSGR10.pdf}
}

@InProceedings{DoRo10,
  Title                    = {Relational Constraints based Taxonomic Relation Classification},
  Author                   = {Quang Xuan Do and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2010},

  Address                  = {Massachusetts, USA},
  Month                    = {10},
  Pages                    = {1099-1109},

  Funding                  = {DARPA},
  Projects                 = {Machine Reading},
  Url                      = {http://cogcomp.org/papers/DoRo10.pdf}
}

@Other{JohriRoTu10,
  Title                    = {Experts' Retrieval with Multiword-Enhanced Author Topic Model},
  Author                   = {Nikhil Johri and Dan Roth and Yuancheng Tu},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Comment                  = {author topic model; multiword expression; expert search; information retrieval},
  Funding                  = {MIAS},
  Projects                 = {SEARCH},
  Url                      = {http://cogcomp.org/papers/JohriRoTu10(1).pdf},
  Year                     = {2010}
}

@InProceedings{LDWSVR10,
  Title                    = {Automatic Model Adaptation for Complex Structured Domains},
  Author                   = {G. Levine and G. DeJong and L. Wang and R. Samdani and S. Vembu and D. Roth},
  Booktitle                = {Proc. of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)},
  Year                     = {2010}
}

@InProceedings{PasternackRo10,
  Title                    = {Comprehensive Trust Metrics for Information Networks},
  Author                   = {Jeff Pasternack and Dan Roth},
  Booktitle                = {Proc. of the Army Science Conference (ASC)},
  Year                     = {2010},

  Address                  = {Orlando, Florida},
  Month                    = {12},

  Url                      = {http://cogcomp.org/papers/PasternackRo10b.pdf}
}

@InProceedings{PasternackRo10a,
  Title                    = {Knowing What to Believe (when you already know something)},
  Author                   = {Jeff Pasternack and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2010},

  Address                  = {Beijing, China},
  Month                    = {8},

  Comment                  = {Trustworthiness. Truth Finders. Using prior knowledge to both improve the accuracy of trust and belief decisions and permit such decisions to be made subjectively relative to the user},
  Funding                  = {ARL},
  Projects                 = {TRUST, IE, USS},
  Url                      = {http://cogcomp.org/papers/PasternackRo10.pdf}
}

@Other{PRSCR10,
  Title                    = {Object Search: Supporting Structured Queries in Web Search Engines},
  Author                   = {Kim Cuong Pham and Nicholas Rizzolo and Kevin Small and Kevin Chen-Chuan Chang and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) Workshop on Semantic Search},
  Comment                  = {Searching on the web for objects by their properties without first building a database; uses LBP/LBJ.},
  Funding                  = {MIAS, NSF-SoD},
  Month                    = {6},
  Projects                 = {LBP},
  Url                      = {http://cogcomp.org/papers/PRSCR10.pdf},
  Year                     = {2010}
}

@InProceedings{RizzoloRo10,
  Title                    = {Learning Based Java for Rapid Development of NLP Systems},
  Author                   = {Nick Rizzolo and Dan Roth},
  Booktitle                = {Proc. of the International Conference on Language Resources and Evaluation (LREC)},
  Year                     = {2010},

  Address                  = {Valletta, Malta},
  Month                    = {5},

  Comment                  = {Learning Based Java: a Modeling language that facilitates development of systems with learning and inference componenets.},
  Funding                  = {NSF-SoD},
  Projects                 = {LBP, CCM},
  Url                      = {http://cogcomp.org/papers/RizzoloRo10.pdf}
}

@InProceedings{RozovskayaRo10,
  Title                    = {Generating Confusion Sets for Context-Sensitive Error Correction},
  Author                   = {Alla Rozovskaya and Dan Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2010},

  Funding                  = {EDU},
  Url                      = {http://cogcomp.org/papers/RozovskayaRo10b.pdf}
}

@InProceedings{RozovskayaRo10a,
  Title                    = {Training Paradigms for Correcting Errors in Grammar and Usage},
  Author                   = {Alla Rozovskaya and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2010},
  Month                    = {6},

  Comment                  = {Text correction; Error Detection and Correction; ESL Error Detection; ESL Proofing Tools; Errors in Article Usage; training classifiers for detecting and correcting mistakes by selectively introducing mistakes into the training data},
  Funding                  = {EDU},
  Projects                 = {CSTC},
  Url                      = {http://cogcomp.org/papers/RozovskayaRo10.pdf}
}

@Other{RozovskayaRo10b,
  Title                    = {Annotating ESL Errors: Challenges and Rewards},
  Author                   = {Alla Rozovskaya and Dan Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Comment                  = {Text correction; Error Detection and Correction; ESL Error Detection; Annotation of ESL Errors; Annotation Tool; Annotation of Article and Preposition Errors; Learner Corpus; Inter-annotator Agreement; ESL Error Statistics},
  Funding                  = {EDU},
  Month                    = {6},
  Projects                 = {CSTC},
  Url                      = {http://cogcomp.org/papers/RozovskayaRo10a.pdf},
  Year                     = {2010}
}

@InProceedings{SammonsVyRo10,
  Title                    = {Ask not what Textual Entailment can do for You...},
  Author                   = {Mark Sammons and V.G. Vinod Vydiswaran and Dan Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2010},

  Address                  = {Uppsala, Sweden},
  Month                    = {7},
  Publisher                = {Association for Computational Linguistics},

  Comment                  = {Annotation, explanation, Recognizing Textual Entailment, evaluating textual entailment, data ablation},
  Funding                  = {DARPA,Boeing, DHS},
  Projects                 = {TE},
  Url                      = {http://cogcomp.org/papers/SammonsVyRo10.pdf}
}

@Article{SmallRo10,
  Title                    = {Margin-based Active Learning for Structured Predictions},
  Author                   = {Kevin Small and Dan Roth},
  Year                     = {2010},
  Pages                    = {3-25},
  Volume                   = {1},

  Booktitle                = {IJMLC},
  Url                      = {http://cogcomp.org/papers/SmallRo10.pdf}
}

@InProceedings{TJRH10,
  Title                    = {Citation Author Topic Model in Expert Search},
  Author                   = {Yuancheng Tu and Nikhil Johri and Dan Roth and Julia Hockenmaier},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2010},

  Comment                  = {author topic model, expert search, semantic search, information retrieval},
  Funding                  = {MIAS},
  Projects                 = {search},
  Url                      = {http://cogcomp.org/papers/TJRH10(2).pdf}
}

@InProceedings{TKSR10,
  Title                    = {Unsupervised Aggregation for Classification Problems with Large Numbers of Categories},
  Author                   = {Ivan Titov and Alexandre Klementiev and Kevin Small and Dan Roth},
  Booktitle                = {Proc. of the International Workshop on Artificial Intelligence and Statistics (AISTATS)},
  Year                     = {2010},
  Month                    = {5},

  Comment                  = {Structured prediction; Unsupervised Learning; Aggregation},
  Funding                  = {BL, DHS},
  Url                      = {http://cogcomp.org/papers/TKSR10.pdf}
}

@InProceedings{TurianRaBe10,
  Title                    = {Word representations: A simple and general method for semi-supervised learning},
  Author                   = {Joseph Turian and Lev Ratinov and Yoshua Bengio},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2010},

  Url                      = {http://cogcomp.org/papers/TurianRaBe2010.pdf}
}

@InProceedings{CGFR09,
  Title                    = {Minimally Supervised Model of Early Language Acquisition},
  Author                   = {M. Connor and Y. Gertner and C. Fisher and D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2009},
  Month                    = {6},

  Comment                  = {Minimal supervision; language acquisition; BabySRL; a semantic role labeling system with simple, psycholinguistically plausible features; trained using background knowledge plus linguistic constraints},
  Funding                  = {Psych},
  Projects                 = {PSYCHO},
  Url                      = {http://cogcomp.org/papers/CGFR09.pdf}
}

@InProceedings{CGRT09,
  Title                    = {Unsupervised Constraint Driven Learning For Transliteration Discovery},
  Author                   = {M. Chang and D. Goldwasser and D. Roth and Y. Tu},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2009},
  Month                    = {5},

  Comment                  = {Transliteration; Constrained optimization; constrained conditional models, unsupervised learning; named entity discovery; multilingual corpora; bootstrapping, romanization table, feature selection for transliteration; Discriminative training of Objective function; Dynamic Programming},
  Funding                  = {DARPA,SoD,MIAS},
  Projects                 = {CCM,TL},
  Url                      = {http://cogcomp.org/papers/CGRT09.pdf}
}

@Article{DDMR09,
  Title                    = {Guest Editors Introduction: Recognizing Textual Entailment: Rational, Evaluation and Approaches},
  Author                   = {I. Dagan and B. Dolan and B. Magnini and D. Roth},
  Journal                  = {Journal of Natural Language Engineering},
  Year                     = {2009},
  Pages                    = {459--476},
  Volume                   = {15},

  Projects                 = {TE},
  Publisher                = {Cambridge University Press}
}

@TechReport{DRSTV09,
  Title                    = {Robust, Light-weight Approaches to compute Lexical Similarity},
  Author                   = {Q. Do and D. Roth and M. Sammons and Y. Tu and V. Vydiswaran},
  Year                     = {2009},

  Booktitle                = {Computer Science Research and Technical Reports, University of Illinois},
  Url                      = {http://cogcomp.org/papers/DRSTV09.pdf}
}

@InProceedings{ECGR09,
  Title                    = {Reading to Learn: Constructing Features from Semantic Abstracts},
  Author                   = {J. Eisenstein and J. Clarke and D. Goldwasser and D. Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2009},

  Address                  = {Singapore},

  Comment                  = {Proposes a novel form of semantic analysis where the goal is to obtain a high-level semantic abstract of documents in a representation that facilitates learning. The abstract is obtained through a generative model that requires no labeled data. The semantic abstract is converted into a transformed feature space for relational learning.},
  Funding                  = {SoD, BL},
  Projects                 = {COMP, USS},
  Url                      = {http://cogcomp.org/papers/ECGR09.pdf}
}

@InProceedings{GCTR09,
  Title                    = {Constraint Driven Transliteration Discovery},
  Author                   = {D. Goldwasser and M. Chang and Y. Tu and D. Roth},
  Booktitle                = {Proc. of the Conference on Recent Advances in Natural Language Processing},
  Year                     = {2009},
  Editor                   = {Nicolas Nicolov},
  Publisher                = {John Benjamins},

  Comment                  = {Extending Constrained Conditional Model based transliteration; Combines EMNLP'08 and NAACL'09},
  Funding                  = {BL,SoD},
  Projects                 = {CCG,TL},
  Url                      = {http://cogcomp.org/papers/GCTR09.pdf}
}

@Article{GHJKRRC09,
  Title                    = {Who's Who in Your Digital Collection: Developing a Tool for Name Disambiguation and Identity Resolution},
  Author                   = {C. Godby and P. Hswe and L. Jackson and J. Klavans and L. Ratinov and D. Roth and H. Cho},
  Year                     = {2009},

  Booktitle                = {Journal of the Chicago Colloquium on Digital Humanities and Computer Science (Proc. of the Chicago Colloquium on Digital Humanities and Computer Science (DHCS))},
  Comment                  = {Named Entity Recognition (NER) and Wikification; Applications to Digital Libraries},
  Funding                  = {DARPA,LIBRARY},
  Projects                 = {IR,LBJ},
  Url                      = {http://cogcomp.org/papers/GHJKRRC09.pdf}
}

@Other{Klementiev09,
  Title                    = {Learning with Incidental Supervision},
  Author                   = {A. Klementiev},
  Booktitle                = {UIUC PhD Thesis },
  Url                      = {http://cogcomp.org/papers/Klementiev09.pdf},
  Year                     = {2009}
}

@InProceedings{KRST09,
  Title                    = {Unsupervised Rank Aggregation with Domain-Specific Expertise},
  Author                   = {A. Klementiev and D. Roth and K. Small and I. Titov},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2009},
  Month                    = {7},

  Acceptance               = {331/1290 (25.7 \%)},
  Comment                  = {Proposes a framework for learning to aggregate votes of rankers with domain specific expertise without supervision. Applies the learning framework to the settings of aggregating full rankings and aggregating top-k lists, demonstrating significant improvements over a domain-agnostic baseline in both cases.},
  Funding                  = {ITR-EDU, BL, MIAS},
  Projects                 = {USS, RANK},
  Url                      = {http://cogcomp.org/papers/KRST09.pdf}
}

@InProceedings{PasternackRo09,
  Title                    = {Learning Better Transliterations},
  Author                   = {J. Pasternack and D. Roth},
  Booktitle                = {Proc. of the ACM Conference on Information and Knowledge Management (CIKM)},
  Year                     = {2009},
  Month                    = {11},

  Comment                  = {State-of-the-art transliteration with unbounded substring-to-substring productions and capable of both discovery and generation.},
  Funding                  = {MIAS},
  Projects                 = {TL},
  Url                      = {http://cogcomp.org/papers/PasternackRo09a.pdf}
}

@InProceedings{PasternackRo09a,
  Title                    = {Extracting Article Text from the Web with Maximum Subsequence Segmentation},
  Author                   = {J. Pasternack and D. Roth},
  Booktitle                = {Proc. of the International World Wide Web Conference (WWW)},
  Year                     = {2009},
  Month                    = {4},

  Comment                  = {A new global optimization technique, maximum subsequence, is used to accurately identify and extract article text from HTML documents in linear time},
  Projects                 = {IE},
  Url                      = {http://cogcomp.org/papers/PasternackRo09.pdf}
}

@InProceedings{RatinovRo09,
  Title                    = {Design Challenges and Misconceptions in Named Entity Recognition},
  Author                   = {L. Ratinov and D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2009},
  Month                    = {6},

  Comment                  = {Named entity recognition; information extraction; knowledge resources; word class models; gazetteers; non-local features; global features; inference methods; BIO vs. BIOLU; text chunk representation},
  Funding                  = {MIAS, SoD, Library},
  Projects                 = {IE},
  Url                      = {http://cogcomp.org/papers/RatinovRo09.pdf}
}

@InProceedings{RiedelCl09,
  Title                    = {Revisiting Optimal Decoding for Machine Translation IBM Model 4},
  Author                   = {S. Riedel and J. Clarke},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2009},

  Address                  = {Boulder, Colorado},

  Url                      = {http://cogcomp.org/papers/RiedelCl09.pdf}
}

@Article{RothSa09,
  Title                    = {Learning Multi-Linear Representations},
  Author                   = {D. Roth and R. Samdani},
  Journal                  = {Machine Learning},
  Year                     = {2009},
  Number                   = {2},
  Pages                    = {195--209},
  Volume                   = {76},

  Funding                  = {ONR},
  Projects                 = {CCG},
  Url                      = {http://cogcomp.org/papers/RothSa09.pdf}
}

@InProceedings{RothSaVy09,
  Title                    = {A Framework for Entailed Relation Recognition},
  Author                   = {D. Roth and M. Sammons and V. Vydiswaran},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2009},

  Address                  = {Singapore},
  Month                    = {8},
  Publisher                = {Association for Computational Linguistics},

  Comment                  = {semantic retrieval, scalable textual entailment, structured query, similarity metrics, exhaustive search, relation recognition, relation extraction},
  Funding                  = {Boeing, MIAS},
  Projects                 = {TE,SEARCH},
  Url                      = {http://cogcomp.org/papers/RothSaVy09.pdf}
}

@InProceedings{RothSm09,
  Title                    = {Interactive Feature Space Construction using Semantic Information},
  Author                   = {D. Roth and K. Small},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2009},
  Month                    = {6},

  Funding                  = {DARPA},
  Projects                 = {AL,NER},
  Url                      = {http://cogcomp.org/papers/RothSm09.pdf}
}

@InProceedings{RothSmTi09,
  Title                    = {Sequential Learning of Classifiers for Structured Prediction Problems},
  Author                   = {D. Roth and K. Small and I. Titov},
  Booktitle                = {Proc. of the International Workshop on Artificial Intelligence and Statistics (AISTATS)},
  Year                     = {2009},
  Month                    = {4},
  Pages                    = {440--447},

  Acceptance               = {84/210 (40.0 \%)},
  Comment                  = {Structured prediction; Learning algorithm; Pipelines; An alternative both to joint and to independent learning of classifiers},
  Funding                  = {BL, SoD},
  Url                      = {http://cogcomp.org/papers/RothSmTi09.pdf}
}

@InProceedings{RothTu09,
  Title                    = {Aspect Guided Text Categorization with Unobserved Labels},
  Author                   = {D. Roth and Y. Tu},
  Booktitle                = {Proc. of the IEEE International Conference on Data Mining (ICDM)},
  Year                     = {2009},

  Comment                  = {multiclass classification; Text classification, short text snippet, structure learning, Constrained optimization; constrained conditional models},
  Funding                  = {Honda,MIAS},
  Projects                 = {CCM,Honda},
  Url                      = {http://cogcomp.org/papers/RothTu09.pdf}
}

@Other{Small09,
  Title                    = {Interactive Learning Protocols for Natural Language Applications},
  Author                   = {K. Small},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Small09.pdf},
  Year                     = {2009}
}

@InProceedings{SVVJCGSKTSRDR09,
  Title                    = {Relation Alignment for Textual Entailment Recognition},
  Author                   = {M. Sammons and V. Vydiswaran and T. Vieira and N. Johri and M. Chang and D. Goldwasser and V. Srikumar and G. Kundu and Y. Tu and K. Small and J. Rule and Q. Do and D. Roth},
  Booktitle                = {Proc. of the Text Analysis Conference (TAC)},
  Year                     = {2009},

  Comment                  = {Recognizing Textual Entailment, textual entailment system, alignment, multi-view representation},
  Funding                  = {DARPA,Boeing},
  Projects                 = {TE,KRNLP},
  Url                      = {http://cogcomp.org/papers/SVVJCGSKTSRDR09(1).pdf}
}

@Other{Alm08,
  Title                    = {Affect in Text and Speech},
  Author                   = {C. Alm},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Alm thesis(1).pdf},
  Year                     = {2008}
}

@InProceedings{BengtsonRo08,
  Title                    = {Understanding the Value of Features for Coreference Resolution},
  Author                   = {E. Bengtson and D. Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2008},
  Month                    = {10},

  Comment                  = {The importance of good features for coreference resolution},
  Funding                  = {Boeing,SoD},
  Projects                 = {COREF,TE},
  Url                      = {http://cogcomp.org/papers/BengtsonRo08.pdf}
}

@InProceedings{CGFR08,
  Title                    = {Baby SRL: Modeling Early Language Acquisition},
  Author                   = {M. Connor and Y. Gertner and C. Fisher and D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2008},
  Month                    = {8},

  Comment                  = {Evaluating the psycholinguistics structure-mapping assumption; a semantic role labeling system with simple, psycholinguistically plausible features; language acquisition},
  Funding                  = {Psych},
  Projects                 = {PSYCHO},
  Url                      = {http://cogcomp.org/papers/CGFR08.pdf}
}

@Other{ChangRaRo08,
  Title                    = {Constraints as Prior Knowledge},
  Author                   = {M. Chang and L. Ratinov and D. Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Funding                  = {SoD, LIBRARY, MIAS},
  Month                    = {7},
  Pages                    = {32-39},
  Projects                 = {USS,IE,CCM},
  Url                      = {http://cogcomp.org/papers/ChangRaRo08.pdf},
  Year                     = {2008}
}

@InProceedings{CRRR08,
  Title                    = {Learning and Inference with Constraints},
  Author                   = {M. Chang and L. Ratinov and N. Rizzolo and D. Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2008},
  Month                    = {7},

  Funding                  = {SoD,MIAS,Library,Boeing},
  Projects                 = {CCM,LBP},
  Url                      = {http://cogcomp.org/papers/CRRR08.pdf}
}

@InProceedings{CRRS08,
  Title                    = {Importance of Semantic Representation: Dataless Classification},
  Author                   = {M. Chang and L. Ratinov and D. Roth and V. Srikumar},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2008},
  Month                    = {7},

  Funding                  = {SoD,MIAS,Library,Boeing},
  Projects                 = {DC},
  Url                      = {http://cogcomp.org/papers/CRRS08.pdf}
}

@Article{DayaRoWi08,
  Title                    = {Learning Hebrew Roots: Machine Learning with Linguistic Constraints},
  Author                   = {E. Daya and D. Roth and S. Wintner},
  Journal                  = {Computational Linguistics},
  Year                     = {2008},
  Number                   = {3},
  Volume                   = {34},

  Funding                  = {CAREER,MURI, REFLEX},
  Projects                 = {LnI,SI,NLP},
  Url                      = {http://cogcomp.org/papers/DayaRoWi08.pdf}
}

@InProceedings{GoldwasserRo08,
  Title                    = {Transliteration as Constrained Optimization},
  Author                   = {D. Goldwasser and D. Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2008},
  Month                    = {10},

  Comment                  = {Transliteration; Constrained optimization; Named entity discovery; bilingual corpora; feature selection for transliteration; Discriminative training of Objective function; Integer Linear Programming;ILP; Hebrew transliteration},
  Funding                  = {DARPA,SoD},
  Projects                 = {CCM,TL},
  Url                      = {http://cogcomp.org/papers/GoldwasserRo08a.pdf}
}

@InProceedings{GoldwasserRo08a,
  Title                    = {Active Sample Selection for Named Entity Transliteration},
  Author                   = {D. Goldwasser and D. Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2008},

  Address                  = {Columbus, OH, USA},
  Month                    = {6},
  Publisher                = {Association for Computational Linguistics},

  Comment                  = {Named entity discovery; bilingual corpora; active sampling; data selection; domain adaptation; Russian transliteration; Hebrew transliteration},
  Funding                  = {Darpa},
  Projects                 = {AL,TL},
  Url                      = {http://cogcomp.org/papers/GoldwasserRo08.pdf}
}

@InCollection{KlementievRo08,
  Title                    = {Named Entity Transliteration and Discovery in Multilingual Corpora},
  Author                   = {A. Klementiev and D. Roth},
  Booktitle                = {Learning Machine Translation},
  Publisher                = {MIT Press},
  Year                     = {2008},
  Editor                   = {Cyril Goutte and Nicola Cancedda and Marc Dymetman and George Foster},

  Funding                  = {KINDLE,REFLEX},
  Projects                 = {REFLEX,USS,TL,ADAPT},
  Url                      = {http://cogcomp.org/papers/KlementievRo08.pdf}
}

@Other{KlementievRoSm08,
  Title                    = {A Framework for Unsupervised Rank Aggregation},
  Author                   = {A. Klementiev and D. Roth and K. Small},
  Booktitle                = {Proc. of the ACM SIGIR Conference (SIGIR)},
  Funding                  = {ITR-EDU, BL, MIAS},
  Month                    = {7},
  Pages                    = {32-39},
  Projects                 = {USS,RANK},
  Url                      = {http://cogcomp.org/papers/KlementievRoSm08a.pdf},
  Year                     = {2008}
}

@InProceedings{KlementievRoSm08a,
  Title                    = {Unsupervised Rank Aggregation with Distance-Based Models},
  Author                   = {A. Klementiev and D. Roth and K. Small},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2008},
  Month                    = {7},

  Acceptance               = {158/583 (27\%) (regular papers)},
  Comment                  = {We propose a mathematical and algorithmic framework for learning to aggregate (partial) rankings without supervision. We instantiate the framework for the cases of combining permutations and combining top-k lists, and propose a novel metric for the latter.},
  Funding                  = {ITR-EDU, BL, MIAS},
  Projects                 = {USS,RANK},
  Url                      = {http://cogcomp.org/papers/KlementievRoSm08.pdf}
}

@InProceedings{LRSS08,
  Title                    = {Proactive Intrusion Detection},
  Author                   = {B. Liebald and D. Roth and N. Shah and V. Srikumar},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2008},
  Month                    = {7},

  Funding                  = {DARPA,Boeing},
  Url                      = {http://cogcomp.org/papers/LRSS08.pdf}
}

@TechReport{PasternackRo08,
  Title                    = {The Wikipedia Corpus},
  Author                   = {J. Pasternack and D. Roth},
  Year                     = {2008},

  Journal                  = {University of Illinois Technical Report},
  Url                      = {http://cogcomp.org/papers/PasternackRo08.pdf}
}

@Article{PunyakanokRoYi08,
  Title                    = {The Importance of Syntactic Parsing and Inference in Semantic Role Labeling},
  Author                   = {V. Punyakanok and D. Roth and W. Yih},
  Journal                  = {Computational Linguistics},
  Year                     = {2008},
  Number                   = {2},
  Volume                   = {34},

  Funding                  = {KINDLE,REFLEX,MURI,XPRESSMP},
  Projects                 = {IE,LINL,SP,ILP,SRL},
  Url                      = {http://cogcomp.org/papers/PunyakanokRoYi07.pdf}
}

@InProceedings{RahurkarRoHu08,
  Title                    = {Which Apple are you talking about},
  Author                   = {M. Rahurkar and D. Roth and T. Huang},
  Booktitle                = {Proc. of the International World Wide Web Conference (WWW)},
  Year                     = {2008},
  Pages                    = {1197-1198},

  Projects                 = {SEARCH},
  Url                      = {http://cogcomp.org/papers/RahurkarRoHu08.pdf}
}

@TechReport{RothSa08,
  Title                    = {A Unified Representation and Inference Paradigm for Natural Language Processing},
  Author                   = {D. Roth and M. Sammons},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2008},
  Number                   = {UIUCDCS-R-2008-2969},

  Funding                  = {Boeing},
  Projects                 = {TE},
  Url                      = {http://cogcomp.org/papers/RothSa08.pdf}
}

@InProceedings{RothSm08,
  Title                    = {Active Learning for Pipeline Models},
  Author                   = {D. Roth and K. Small},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2008},
  Month                    = {7},

  Funding                  = {Darpa, DHS},
  Projects                 = {AL,PL,NER},
  Url                      = {http://cogcomp.org/papers/RothSm08.pdf}
}

@InCollection{SalvoAmRo08,
  Title                    = {A Survey of First-Order Probabilistic Models},
  Author                   = {R. de Salvo Braz and E. Amir and D. Roth},
  Booktitle                = {Innovations in Bayesian Networks},
  Publisher                = {Springer-Verlag},
  Year                     = {2008},
  Editor                   = {D.E. Holmes and L.C. Jain},
  Pages                    = {289--317},

  Comment                  = {Lifted Probabilistic Inference},
  Funding                  = {ARDA, ITR-BI, SoD},
  Projects                 = {FOPI},
  Url                      = {http://cogcomp.org/papers/BrazAmRo08.pdf}
}

@InProceedings{SRSRR08,
  Title                    = {Extraction of Entailed Semantic Relations Through Syntax-based Comma Resolution},
  Author                   = {V. Srikumar and R. Reichart and M. Sammons and A. Rappoport and D. Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2008},

  Address                  = {Columbus, OH, USA},
  Month                    = {6},
  Publisher                = {Association for Computational Linguistics},

  Funding                  = {SoD,Boeing},
  Projects                 = {TE},
  Url                      = {http://cogcomp.org/papers/SRSRR08.pdf}
}

@InProceedings{ChangRaRo07,
  Title                    = {Guiding Semi-Supervision with Constraint-Driven Learning},
  Author                   = {M. Chang and L. Ratinov and D. Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2007},

  Address                  = {Prague, Czech Republic},
  Month                    = {6},
  Pages                    = {280--287},
  Publisher                = {Association for Computational Linguistics},

  Comment                  = {Semi-supervised learning with very little supervision; Constraints; Constraints Driven Learning; Information Extraction},
  Funding                  = {SoD,Boeing},
  Projects                 = {USS,CCM,IE},
  Url                      = {http://cogcomp.org/papers/ChangRaRo07.pdf}
}

@InProceedings{ConnorRo07,
  Title                    = {Context Sensitive Paraphrasing with a Single Unsupervised Classifier},
  Author                   = {M. Connor and D. Roth},
  Booktitle                = {Proc. of the European Conference on Machine Learning (ECML)},
  Year                     = {2007},
  Month                    = {9},

  Acceptance               = {69/592 (12\%) (regular papers)},
  Comment                  = {Trains a single classifier to decided context sensitive paraphrases of verbs. Bootstraps training set through unsupervised training of subtask classifiers and confident example selection.},
  Funding                  = {ITR-EDU,Psych},
  Projects                 = {NLP,LP,TE,USS},
  Url                      = {http://cogcomp.org/papers/ConnorRo07.pdf}
}

@InProceedings{Har-PeledRoZi07,
  Title                    = {Maximum Margin Coresets for Active and Noise Tolerant Learning},
  Author                   = {S. Har-Peled and D. Roth and D. Zimak},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2007},
  Pages                    = {LT},

  Acceptance               = {212/1353 (16\%)},
  Comment                  = {Learning large margin halfspaces using coresets; algorithm and analysis; applications include analysis of large margin active learning and an algorithm for agnostic learning in the presence of outlier noise.},
  Funding                  = {KINDLE,REFLEX,MURI,XPRESSMP},
  Projects                 = {IE,LINL,SP,ILP,AL},
  Url                      = {http://cogcomp.org/papers/Har-PeledRoZi07.pdf}
}

@InProceedings{KlementievRoSm07,
  Title                    = {An Unsupervised Learning Algorithm for Rank Aggregation},
  Author                   = {A. Klementiev and D. Roth and K. Small},
  Booktitle                = {Proc. of the European Conference on Machine Learning (ECML)},
  Year                     = {2007},
  Month                    = {9},

  Funding                  = {ITR-EDU, MIAS},
  Projects                 = {USS,RANK},
  Url                      = {http://cogcomp.org/papers/KlementievRoSm07.pdf}
}

@InProceedings{RizzoloRo07,
  Title                    = {Modeling Discriminative Global Inference},
  Author                   = {N. Rizzolo and D. Roth},
  Booktitle                = {Proc. of the IEEE International Conference on Semantic Computing (ICSC)},
  Year                     = {2007},

  Address                  = {Irvine, California},
  Month                    = {9},
  Pages                    = {597-604},
  Publisher                = {IEEE},

  Comment                  = {Learning Based Java: a Modeling language that facilitates developing of systems with learning and inference componenets.},
  Funding                  = {NSF-SoD, LBP},
  Projects                 = {LBP,CCM},
  Url                      = {http://cogcomp.org/papers/RizzoloRo07.pdf}
}

@Other{RothSa07,
  Title                    = {Semantic and Logical Inference Model for Textual Entailment},
  Address                  = {Prague, Czech Republic},
  Author                   = {D. Roth and M. Sammons},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Comment                  = {Textual Entailment; Compositional semantics; Search-based inference; Modular framework},
  Funding                  = {Boeing, ARDA, ACQUAINT, Google},
  Month                    = {6},
  Pages                    = {107--112},
  Projects                 = {TE},
  Publisher                = {Association for Computational Linguistics},
  Url                      = {http://cogcomp.org/papers/RothSa07.pdf},
  Year                     = {2007}
}

@Article{RothYi07,
  Title                    = {Global Inference for Entity and Relation Identification via a Linear Programming Formulation},
  Author                   = {D. Roth and W. Yih},
  Year                     = {2007},

  Booktitle                = {Introduction to Statistical Relational Learning},
  Comment                  = {Learning and Inference with Constraints; Integer Linear Programming for Information extraction; Simultaneous recognition of entities and Relations},
  Editor                   = {Lise Getoor and Ben Taskar},
  Funding                  = {ITR-BI,ARDA,XPRESSMP},
  Projects                 = {LT,LINL,ILP,CCM,NER,PL},
  Publisher                = {MIT Press},
  Url                      = {http://cogcomp.org/papers/RothYi07.pdf}
}

@Other{Salvo07,
  Title                    = {Lifted First-Order Probabilistic Inference},
  Author                   = {R. de Salvo Braz},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Braz07.pdf},
  Year                     = {2007}
}

@InCollection{SalvoAmRo07,
  Title                    = {Lifted First-Order Probabilistic Inference},
  Author                   = {R. de Salvo Braz and E. Amir and D. Roth},
  Booktitle                = {Introduction to Statistical Relational Learning},
  Publisher                = {MIT Press},
  Year                     = {2007},
  Editor                   = {Lise Getoor and Ben Taskar},

  Comment                  = {Relational Inference; Probabilistic Relational (first order) Models; First-order probabilistic inference without propositionalization; Lifted Probabilistic Inference},
  Funding                  = {ARDA, ITR-BI, SoD},
  Projects                 = {FOPI},
  Url                      = {http://cogcomp.org/papers/BrazAmRo07.pdf}
}

@Article{ZTLHPRL07,
  Title                    = {Audio-Visual Affect Recognition},
  Author                   = {Z. Zeng and J. Tu and M. Liu and T. Huang and B. Pianfetti and D. Roth and S. Levinson},
  Journal                  = {IEEE Transactions on Multimedia},
  Year                     = {2007},
  Number                   = {2},
  Pages                    = {424-428},
  Volume                   = {9},

  Funding                  = {ITR-BI},
  Url                      = {http://cogcomp.org/papers/ZTLHPRL07.pdf}
}

@InProceedings{ChangDoRo06,
  Title                    = {Multilingual Dependency Parsing: A Pipeline Approach},
  Author                   = {M. Chang and Q. Do and D. Roth},
  Booktitle                = {Proc. of the Conference on Recent Advances in Natural Language Processing},
  Year                     = {2006},
  Editor                   = {Nicolas Nicolov and Kalina Bontcheva and Galia Angelova and Ruslan Mitkov},
  Month                    = {7},
  Pages                    = {55--78},

  Comment                  = {Analysis of A pipeline model with applications to dependency parsing. Combines ACL'06 and CoNLL'06},
  Funding                  = {ARDA,REFLEX,SoD},
  Projects                 = {DP,PL},
  Url                      = {http://cogcomp.org/papers/ChangDoRo06b.pdf}
}

@InProceedings{ChangDoRo06a,
  Title                    = {Local Search for Bottom-Up Dependency Parsing},
  Author                   = {M. Chang and Q. Do and D. Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2006},
  Month                    = {7},

  Comment                  = {Analysis of A pipeline model with applications to dependency parsing},
  Funding                  = {ARDA,REFLEX},
  Projects                 = {DP},
  Url                      = {http://cogcomp.org/papers/ChangDoRo06a.pdf}
}

@InProceedings{ChangDoRo06b,
  Title                    = {A Pipeline Model for Bottom-Up Dependency Parsing Shared Task Paper},
  Author                   = {M. Chang and Q. Do and D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2006},
  Month                    = {6},
  Pages                    = {186--190},

  Comment                  = {Multilingual Dependency Parsing; a shift reduced parsing model; study of shift reduced parsing as a pipeline model},
  Funding                  = {KINDLE,REFLEX},
  Projects                 = {DP,PL},
  Url                      = {http://cogcomp.org/papers/ChangDoRo06.pdf}
}

@TechReport{DoanLiRo06,
  Title                    = {MEDIATE: Learning to match entity mentions across text and data bases},
  Author                   = {A. Doan and X. Li and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2006},
  Number                   = {No. UIUCDCS-R-2006-2692},

  Comment                  = {UIUC Tech Report UIUCDCS-R-2006-2692. Semantic Integration; Entity Uncertainty; Automatic matching of entity mentions across text and databases.},
  Funding                  = {MURI,ITR-BI},
  Invisible                = {true},
  Projects                 = {MIRROR,COREF,NER},
  Url                      = {http://cogcomp.org/papers/DoanLiRo06.pdf}
}

@TechReport{Har-PeledRoZi06,
  Title                    = {Maximum Margin Coresets for Active and Noise Tolerant Learning},
  Author                   = {S. Har-Peled and D. Roth and D. Zimak},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2006},
  Number                   = {No. UIUCDCS-R-2006-2784},

  Funding                  = {ITR-BI,ITR-MIT},
  Invisible                = {true},
  Projects                 = {AL}
}

@InProceedings{KlementievRo06,
  Title                    = {Weakly Supervised Named Entity Transliteration and Discovery from Multilingual Comparable Corpora},
  Author                   = {A. Klementiev and D. Roth},
  Booktitle                = {Proc. of the Annual Meeting of the Association for Computational Linguistics (ACL)},
  Year                     = {2006},
  Month                    = {7},
  Pages                    = {USS,TL,ADAPT},

  Comment                  = {Multilingual named entities; multilingual search; multilingual named entities discovery and recognition; discriminatory transliteration model; Fourier Transform for temporal sequence similarity},
  Funding                  = {KINDLE,REFLEX},
  Projects                 = {REFLEX,USS,TL,ADAPT},
  Url                      = {http://cogcomp.org/papers/KlementievRo06a.pdf}
}

@InProceedings{KlementievRo06a,
  Title                    = {Named Entity Transliteration and Discovery from Multilingual Comparable Corpora},
  Author                   = {A. Klementiev and D. Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2006},
  Month                    = {6},
  Pages                    = {82--88},

  Comment                  = {Multilingual named entities; multilingual search; multilingual named entities discovery and recognition; discriminatory transliteration model; Fourier Transform for temporal sequence similarity},
  Funding                  = {KINDLE,REFLEX},
  Projects                 = {REFLEX,TL,USS,ADAPT},
  Url                      = {http://cogcomp.org/papers/KlementievRo06.pdf}
}

@Article{MengshoelRoWi06,
  Title                    = {Controlled generation of hard and easy Bayesian networks: Impact on maximal clique size in tree clustering},
  Author                   = {O. J. Mengshoel and D. Roth and D. C. Wilkins},
  Journal                  = {Artificial Intelligence},
  Year                     = {2006},

  Url                      = {http://cogcomp.org/papers/MengshoelWiRo06.pdf}
}

@InProceedings{RothSm06,
  Title                    = {Margin-based Active Learning for Structured Output Spaces},
  Author                   = {D. Roth and K. Small},
  Booktitle                = {Proc. of the European Conference on Machine Learning (ECML)},
  Year                     = {2006},
  Month                    = {9},
  Publisher                = {Springer},

  Comment                  = {Active Learning; Structured Output},
  Funding                  = {MOTOROLA,ITR-EDU},
  Projects                 = {AL,SRL},
  Url                      = {http://cogcomp.org/papers/RothSm06a.pdf}
}

@Other{RothSm06a,
  Title                    = {Active Learning with Perceptron for Structured Output},
  Author                   = {D. Roth and K. Small},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Comment                  = {Earlier Version of an ECML'06 paper},
  Funding                  = {MOTOROLA,ITR-EDU},
  Month                    = {6},
  Projects                 = {AL},
  Url                      = {http://cogcomp.org/papers/RothSm06.pdf},
  Year                     = {2006}
}

@Other{SalvoAmRo06,
  Title                    = {MPE and Partial Inversion in Lifted Probabilistic Variable Elimination},
  Author                   = {R. de Salvo Braz and E. Amir and D. Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Comment                  = {Relational Inference; Probabilistic Relational (first order) Models; First-order probabilistic inference without propositionalization; Lifted Probabilistic Inference},
  Funding                  = {ARDA,ITR-BI},
  Month                    = {7},
  Projects                 = {FOPI},
  Url                      = {http://cogcomp.org/papers/BrazAmRo06a.pdf},
  Year                     = {2006}
}

@Other{SalvoAmRo06a,
  Title                    = {MPE and Partial Inversion in Lifted Probabilistic Variable Elimination},
  Author                   = {R. de Salvo Braz and E. Amir and D. Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Comment                  = {Earlier Version of a AAAI'06 paper.},
  Funding                  = {ARDA},
  Month                    = {6},
  Projects                 = {FOPI},
  Url                      = {http://cogcomp.org/papers/BrazAmRo06.pdf},
  Year                     = {2006}
}

@InCollection{SGPRS06,
  Title                    = {An Inference Model for Semantic Entailment in Natural Language},
  Author                   = {R. de Salvo Braz and R. Girju and V. Punyakanok and D. Roth and M. Sammons},
  Publisher                = {Springer},
  Year                     = {2006},
  Editor                   = {J. Quinonero Candela and I. Dagan and B. Magnini and F. d'Alche-Buc},
  Pages                    = {261--286},
  Volume                   = {3944},

  Comment                  = {Revised version of PASCAL RTE Challenge. Textual Entailment, integrating NLP text analyis, shallow semantic inference},
  Funding                  = {ARDA,ITR-BI,TRECC,CLUSTER,XPRESSMP},
  Journal                  = {Machine Learning Challenges, Evaluating Predictive Uncertainty, Visual Object Classification and Recognizing Textual Entailment, First PASCAL Machine Learning Challenges Workshop, Revised Selected Papers},
  Projects                 = {KINDLE,TE,KRNLP},
  Url                      = {http://cogcomp.org/papers/BGPRS06.pdf}
}

@Other{Zimak06,
  Title                    = {Algorithms and Analysis for Multi-Category Classification},
  Author                   = {D. Zimak},
  Booktitle                = {UIUC PhD Thesis},
  Url                      = {http://cogcomp.org/papers/Zimak06.pdf},
  Year                     = {2006}
}

@InProceedings{AgarwalHaRo05,
  Title                    = {A Uniform Convergence Bound for the Area Under the ROC Curve},
  Author                   = {S. Agarwal and S. Har-Peled and D. Roth},
  Booktitle                = {Proc. of the International Workshop on Artificial Intelligence and Statistics (AISTATS)},
  Year                     = {2005},
  Pages                    = {1-8},

  Acceptance               = {51/150 (34\%)},
  Comment                  = {Bipartite Ranking: uniform convergence properties of the AUC in terms of bipartite rank-shatter coefficients.},
  Funding                  = {ITR-BI,ITR-MIT,TRECC},
  Projects                 = {LT,RANK},
  Url                      = {http://cogcomp.org/papers/AgarwalHaRo05.pdf}
}

@InProceedings{AgarwalRo05,
  Title                    = {Learnability of Bipartite Ranking Functions},
  Author                   = {S. Agarwal and D. Roth},
  Booktitle                = {Proc. of the ACM Conference on Computational Learning Theory (COLT)},
  Year                     = {2005},
  Pages                    = {16--31},

  Acceptance               = {45/119 (37.8\%)},
  Funding                  = {ITR-BI,ITR-MIT,TRECC},
  Projects                 = {LT,RANK},
  Url                      = {http://cogcomp.org/papers/Agarwalro05.pdf}
}

@Article{AGHHR05,
  Title                    = {Generalization Bounds for the Area Under the ROC Curve},
  Author                   = {S. Agarwal and T. Graepel and R. Herbrich and S. Har-Peled and D. Roth},
  Journal                  = {Journal of Machine Learning Research},
  Year                     = {2005},
  Pages                    = {393--425},
  Volume                   = {6},

  Funding                  = {ITR-BI,ITR-MIT,TRECC},
  Projects                 = {LT,RANK},
  Url                      = {http://cogcomp.org/papers/AgarwalGrHeHaRo05.pdf}
}

@InProceedings{AGHR05,
  Title                    = {A Large Deviation Bound for the Area Under the ROC Curve},
  Author                   = {S. Agarwal and T. Graepel and R. Herbrich and D. Roth},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS)},
  Year                     = {2005},
  Pages                    = {9--16},

  Acceptance               = {207/823 (25\%)},
  Comment                  = {Bipartite Ranking: bounding the expected accuracy of a ranking function in terms of its empirical AUC.},
  Funding                  = {ITR-BI,ITR-MIT,TRECC},
  Projects                 = {LT,RANK},
  Url                      = {http://cogcomp.org/papers/AgarwalGrHeRo05.pdf}
}

@InProceedings{AlmRoSp05,
  Title                    = {Emotions from text: machine learning for text-based emotion prediction.},
  Author                   = {C. Alm and D. Roth and R. Sproat},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2005},

  Funding                  = {ITR-EDU},
  Url                      = {http://cogcomp.org/papers/AlmRoSp05.pdf}
}

@Article{FungRo05,
  Title                    = {Guest Editors Introduction: Machine Learning in Speech and Language Technologies},
  Author                   = {P. Fung and D. Roth},
  Journal                  = {Machine Learning},
  Year                     = {2005},
  Number                   = {1/2/3},
  Pages                    = {1-6},
  Volume                   = {60},

  Funding                  = {ITR-BI,CAREER,MURI},
  Projects                 = {LNL,LT},
  Url                      = {http://cogcomp.org/papers/FungRo05.pdf}
}

@Other{GirjuRoSa05,
  Title                    = {Token-level Disambiguation of VerbNet classes},
  Author                   = {R. Girju and D. Roth and M. Sammons},
  Booktitle                = {Proc. of the Interdisciplinary Workshop on Verb Features and Verb Classes (Verb Workshop)},
  Comment                  = {Context Sensitive Identification of VerbNet Classes; Levin Classes.},
  Funding                  = {KINDLE,TRECC},
  Projects                 = {SM},
  Url                      = {http://cogcomp.org/papers/GirjuRoSa05.pdf},
  Year                     = {2005}
}

@Article{KhardonRoSe05,
  Title                    = {Efficiency versus Convergence of Boolean Kernels for On-Line Learning Algorithms},
  Author                   = {R. Khardon and D. Roth and R. Servedio},
  Journal                  = {Journal of Machine Learning Research},
  Year                     = {2005},
  Pages                    = {341-356},
  Volume                   = {24},

  Funding                  = {ITR-MIT NSF98 CAREER},
  Projects                 = {KR,LT},
  Url                      = {http://cogcomp.org/papers/KhardonRoSe05.pdf}
}

@InProceedings{KPRY05,
  Title                    = {Generalized Inference with Multiple Semantic Role Labeling Systems Shared Task Paper},
  Author                   = {P. Koomen and V. Punyakanok and D. Roth and W. Yih},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2005},
  Editor                   = {Ido Dagan and Dan Gildea},
  Pages                    = {181-184},

  Comment                  = {Semantic Parsing; joint inference; integer linear programming; combining SRL systems via joint inference; Top system in CoNLL shared task},
  Funding                  = {MURI,KINDLE,CLUSTER,XPRESSMP},
  Projects                 = {SM,KINDLE,SRL},
  Url                      = {http://cogcomp.org/papers/PunyakanokRoYi05a.pdf}
}

@Article{LiMoRo05,
  Title                    = {Semantic Integration in Text: From Ambiguous Names to Identifiable Entities},
  Author                   = {X. Li and P. Morie and D. Roth},
  Journal                  = {AI Magazine. Special Issue on Semantic Integration},
  Year                     = {2005},
  Pages                    = {45--68},

  Comment                  = {Named Entity Recognition; coreference resolution; entity identification; matching Entities Mentions within and across documents.},
  Funding                  = {MURI,TRECC,CLUSTER},
  Projects                 = {MIRROR,COREF,NER},
  Url                      = {http://cogcomp.org/papers/LiMoRo05.pdf}
}

@InProceedings{LiRo05,
  Title                    = {Discriminative Training of Clustering Functions: Theory and Experiments with Entity Identification},
  Author                   = {X. Li and D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2005},
  Editor                   = {Ido Dagan and Dan Gildea},
  Pages                    = {64--71},
  Publisher                = {Association for Computational Linguistics},

  Acceptance               = {19/70 (27\%)},
  Comment                  = {Clustering; metric learning; training metrics; entity identification},
  Funding                  = {ITR-BI,MURI,TRECC},
  Projects                 = {MIRROR,NER},
  Url                      = {http://cogcomp.org/papers/LiRo05.pdf}
}

@Article{LiRo05a,
  Title                    = {Learning Question Classifiers: The Role of Semantic Information},
  Author                   = {X. Li and D. Roth},
  Journal                  = {Journal of Natural Language Engineering},
  Year                     = {2005},
  Number                   = {4},
  Volume                   = {11},

  Comment                  = {Question Classification; Hierarchical classifiers; Sequential Model; Expressive Feature generation with semantic information.},
  Funding                  = {MURI,ITR-MIT},
  Projects                 = {QA,MCR,TE},
  Url                      = {http://cogcomp.org/papers/LiRo05a.pdf}
}

@InProceedings{LiRo05b,
  Title                    = {Discriminative Training of Clustering Functions: Theory and Experiments with Entity Identification},
  Author                   = {X. Li and D. Roth},
  Booktitle                = {Proc. of the Midwest Computational Linguistics Colloquium (MCLC)},
  Year                     = {2005},
  Month                    = {5},

  Comment                  = {Supervised Learning, Clustering, Metric Learning},
  Funding                  = {MURI,TRECC},
  Invisible                = {true},
  Projects                 = {LT,NER}
}

@InProceedings{PRYZ05,
  Title                    = {Learning and Inference over Constrained Output},
  Author                   = {V. Punyakanok and D. Roth and W. Yih and D. Zimak},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2005},
  Pages                    = {1124--1129},

  Acceptance               = {240/1329 (18\%)},
  Comment                  = {Structure Learning; Joint Inference; Learning + Inference vs. Inference based Training Algorithms},
  Funding                  = {KINDLE,REFLEX,MURI,XPRESSMP,ITR-BI},
  Projects                 = {LT,CCM},
  Url                      = {http://cogcomp.org/papers/PRYZ05.pdf}
}

@TechReport{PunyakanokRo05,
  Title                    = {Inference with Classifiers: The Phrase Identification Problem},
  Author                   = {V. Punyakanok and D. Roth},
  Year                     = {2005},

  Comment                  = {Shallow Parsing; Chunking; HMMs, Conditional Models and Constraint Satisfaction Models. Top results on phrase chunking},
  Funding                  = {CAREER,ITR-MIT,NSF98,KINDLE},
  Journal                  = {UIUC Technical Report},
  Projects                 = {LnI,IE,NE,CCM},
  Url                      = {http://cogcomp.org/papers/Punyakanok-05.pdf}
}

@InProceedings{PunyakanokRoYi05,
  Title                    = {The Necessity of Syntactic Parsing for Semantic Role Labeling},
  Author                   = {V. Punyakanok and D. Roth and W. Yih},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2005},
  Pages                    = {1117--1123},

  Acceptance               = {240/1329 (18\%)},
  Comment                  = {An Analysis of the impact of syntactic parsing on semantic role labeling. Joint inference is used both to guarantee coherent SRL output and to combine several SRL systems.},
  Funding                  = {KINDLE,REFLEX,MURI,XPRESSMP},
  Projects                 = {IE,LINL,SP,ILP,SRL},
  Url                      = {http://cogcomp.org/papers/PunyakanokRoYi05.pdf}
}

@Article{Roth05,
  Title                    = {Learning based Programming},
  Author                   = {D. Roth},
  Journal                  = {Innovations in Machine Learning: Theory and Applications},
  Year                     = {2005},

  Comment                  = {Suggests a paradigm and a programming language for the programming of learning intensive computer systems. Springer: http://dx.doi.org/10.1007/3-540-33486-6_3},
  Editor                   = {L.C. Jain and D. Holmes},
  Funding                  = {ITR-BI,MURI,TRECC},
  Projects                 = {LBP},
  Publisher                = {Springer-Verlag},
  Url                      = {http://cogcomp.org/papers/Roth05.pdf}
}

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

  Acceptance               = {143/491 (29\%)},
  Comment                  = {Extending Conditional Random Fields with expressive, non-sequential, constraints. Comparing multiple joint inference training paradigms for structure learning in the context of SRL.},
  Funding                  = {MURI,ITR-BI,ITR-MIT,ARDA,XPRESSMP},
  Projects                 = {LT,LINL,ILP,CCM},
  Url                      = {http://cogcomp.org/papers/RothYi05.pdf}
}

@InProceedings{SalvoAmRo05,
  Title                    = {Lifted First-order Probabilistic Inference},
  Author                   = {R. de Salvo Braz and E. Amir and D. Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2005},
  Pages                    = {1319--1125},

  Acceptance               = {240/1329 (18\%)},
  Comment                  = {Relational Inference; Probabilistic Relational (first order) Models; First-order probabilistic inference without propositionalization},
  Funding                  = {ITR-BI, CAREER},
  Url                      = {http://cogcomp.org/papers/BrazAmRo05.pdf}
}

@InProceedings{SGPRS05,
  Title                    = {An Inference Model for Semantic Entailment in Natural Language},
  Author                   = {R. de Salvo Braz and R. Girju and V. Punyakanok and D. Roth and M. Sammons},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2005},
  Pages                    = {1678--1679},

  Acceptance               = {223/803 (28\%)},
  Comment                  = {Textual Entailment; Mapping sentences to a description logic based representation, Pascal Entailment Task},
  Funding                  = {ARDA,ITR-BI,TRECC,CLUSTER,XPRESSMP},
  Projects                 = {KINDLE,TE,KRNLP},
  Url                      = {http://cogcomp.org/papers/BGPRS05.pdf}
}

@Other{SGPRS05a,
  Title                    = {Knowledge Representation for Semantic Entailment and Question-Answering},
  Author                   = {R. de Salvo Braz and R. Girju and V. Punyakanok and D. Roth and M. Sammons},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Comment                  = {Analysis of our Textual Entailment system},
  Funding                  = {ARDA,ITR-BI,TRECC,CLUSTER,XPRESSMP,TE},
  Projects                 = {KINDLE},
  Url                      = {http://cogcomp.org/papers/BGPRS05a.pdf},
  Year                     = {2005}
}

@InProceedings{SGPRS05b,
  Title                    = {An Inference Model for Semantic Entailment in Natural Language},
  Author                   = {R. de Salvo Braz and R. Girju and V. Punyakanok and D. Roth and M. Sammons},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2005},

  Acceptance               = {112/450 (25\%)},
  Comment                  = {Textual Entailment; Mapping sentences to a description logic based representation},
  Funding                  = {ARDA,ITR-BI,TRECC,CLUSTER,XPRESSMP},
  Projects                 = {KINDLE,TE},
  Url                      = {http://cogcomp.org/papers/BGPRS05b.pdf}
}

@InProceedings{ShenLiDo05,
  Title                    = {Constraint-Based Entity Matching},
  Author                   = {W. Shen and X. Li and A. Doan},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2005},

  Acceptance               = {223/803 (28\%)},
  Comment                  = {Entity Identification, Generative Model, Record Linkage, Constraint, Relaxation Labeling},
  Funding                  = {MURI,ITR-MIT},
  Projects                 = {MIRROR,NER,COREF},
  Url                      = {http://cogcomp.org/papers/ShenLiDn05.pdf}
}

@Other{Yih05,
  Title                    = {Learning and Inference for Information Extraction},
  Author                   = {W. Yih},
  Booktitle                = {UIUC PhD thesis},
  Url                      = {http://cogcomp.org/papers/Yih05.pdf},
  Year                     = {2005}
}

@InProceedings{ZDCR05,
  Title                    = {Learning Automation Policies for Pervasive Computing Environments},
  Author                   = {B. Ziebart and A. Dey and R. Campbell and D. Roth},
  Booktitle                = {Proc. of the International Conference on Autonomic Computing (ICAC)},
  Year                     = {2005},
  Pages                    = {204-215},

  Acceptance               = {64/150 (43\%)},
  Funding                  = {ITR-BI},
  Projects                 = {LBP},
  Url                      = {http://cogcomp.org/papers/ZDRC05.pdf}
}

@Article{AgarwalAwRo04,
  Title                    = {Learning to Detect Objects in Images via a Sparse, Part-Based Representation},
  Author                   = {S. Agarwal and A. Awan and D. Roth},
  Journal                  = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  Year                     = {2004},
  Number                   = {11},
  Pages                    = {1475--1490},
  Volume                   = {20},

  Funding                  = {CAREER,ITR-MIT},
  Projects                 = {LV,KR},
  Url                      = {http://cogcomp.org/papers/AgarwalAwRo04.pdf}
}

@InProceedings{DayaRoWi04,
  Title                    = {Learning Hebrew Roots: Machine Learning with Linguistic Constraints},
  Author                   = {E. Daya and D. Roth and S. Wintner},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2004},
  Month                    = {7},
  Pages                    = {168--178},

  Comment                  = {Inference with Classifiers; Learning and Inference with Constraints; Hebrew Morphology},
  Funding                  = {CAREER,MURI, REFLEX},
  Projects                 = {LnI,SI,NLP},
  Url                      = {http://cogcomp.org/papers/DayaRoWi04.pdf}
}

@TechReport{HannekeRo04,
  Title                    = {Iterative Labeling for Semi-Supervised Learning},
  Author                   = {S. Hanneke and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2004},
  Month                    = {6},
  Number                   = {UIUCDCS-R-2004-2442},

  Funding                  = {ITR-MIT,MURI,TRECC,CLUSTER},
  Invisible                = {true},
  Projects                 = {LP,USS},
  Url                      = {http://cogcomp.org/papers/HannekeRo04.pdf}
}

@InProceedings{LiMoRo04,
  Title                    = {Identification and Tracing of Ambiguous Names: Discriminative and Generative Approaches},
  Author                   = {X. Li and P. Morie and D. Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2004},
  Pages                    = {419--424},

  Acceptance               = {120/453 (26.5\%)},
  Comment                  = {Comparing discriminatory and generative models for entity identification; named entity recognition; coreference resolution; matching entities mentions within and across documents; distance metrics for named entities},
  Funding                  = {MURI,TRECC,CLUSTER},
  Projects                 = {MIRROR,COREF,NER},
  Url                      = {http://cogcomp.org/papers/LiMoRo04.pdf}
}

@InProceedings{LiMoRo04a,
  Title                    = {Robust Reading: Identification and Tracing of Ambiguous Names},
  Author                   = {X. Li and P. Morie and D. Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2004},
  Pages                    = {17--24},

  Comment                  = {A generative model for entity identification; Named Entity Recognition; coreference resolution; matching entities mentions within and across documents},
  Funding                  = {MURI,TRECC,CLUSTER},
  Projects                 = {MIRROR,NER,COREF},
  Url                      = {http://cogcomp.org/papers/LiMoRo04a.pdf}
}

@InProceedings{LiRo04,
  Title                    = {Supervised Discriminative Clustering},
  Author                   = {X. Li and D. Roth},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS) Workshop on Learning Structured Output},
  Year                     = {2004},

  Comment                  = {Supervised Learning, Clustering, Metric Learning},
  Funding                  = {MURI,TRECC},
  Invisible                = {true},
  Projects                 = {LT}
}

@InProceedings{LiRoSm04,
  Title                    = {The Role of Semantic Information in Learning Question Classifiers},
  Author                   = {X. Li and D. Roth and K. Small},
  Booktitle                = {Proc. of the International Joint Conference on Natural Language Processing (IJCNLP)},
  Year                     = {2004},

  Acceptance               = {67/211 (32\%)},
  Comment                  = {Question Classification; Hierarchical classifiers; Sequential Model; Expressive Feature Generation with semantic information.},
  Funding                  = {MURI,ITR-MIT},
  Projects                 = {QA,MCR,TE},
  Url                      = {http://cogcomp.org/papers/LiRoSm04.pdf}
}

@InProceedings{PRYZ04,
  Title                    = {Semantic Role Labeling via Integer Linear Programming Inference},
  Author                   = {V. Punyakanok and D. Roth and W. Yih and D. Zimak},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2004},

  Address                  = {Geneva, Switzerland},
  Month                    = {8},
  Pages                    = {1346--1352},

  Comment                  = {Semantic Parsing; Structure Learning with Expressive Constraints; Constraint Optimization; Integer Linear Programming},
  Funding                  = {ITR-BI,MURI,KINDLE,XPRESSMP},
  Projects                 = {SP,LnI,CCM,SRL},
  Url                      = {http://cogcomp.org/papers/PRYZ04.pdf}
}

@InProceedings{PRYZ04a,
  Title                    = {Learning via Inference over Structurally Constrained Output},
  Author                   = {V. Punyakanok and D. Roth and W. Yih and D. Zimak},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS) Workshop on Learning Structured Output},
  Year                     = {2004},

  Comment                  = {Learning + Inference vs. Inference based Training Algorithms},
  Funding                  = {ITR-BI,ITR-MIT,MURI,KINDLE,XPRESSMP},
  Invisible                = {true},
  Projects                 = {LT,CCM},
  Url                      = {http://cogcomp.org/papers/PRYZ04a.pdf}
}

@InProceedings{PRYZT04,
  Title                    = {Semantic Role Labeling via Generalized Inference over Classifiers Shared Task Paper},
  Author                   = {V. Punyakanok and D. Roth and W. Yih and D. Zimak and Y. Tu},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2004},
  Editor                   = {Hwee Tou Ng and Ellen Riloff},
  Pages                    = {130--133},

  Comment                  = {Semantic Parsing; Structure Learning with Expressive Constraints; Constraint Optimization; Integer Linear Programming},
  Funding                  = {CAREER,MURI,CAREER,KINDLE,CLUSTER,XPRESSMP},
  Projects                 = {SM,SRL,CCM},
  Url                      = {http://cogcomp.org/papers/PRYZT04.pdf}
}

@Article{PunyakanokRoYi04,
  Title                    = {Mapping Dependencies Trees: An Application to Question Answering},
  Author                   = {V. Punyakanok and D. Roth and W. Yih},
  Year                     = {2004},

  Month                    = {1},

  Acceptance               = {30-64 (47\%)},
  Booktitle                = {Proc. of the International Symposium on Artificial Intelligence and Mathematics (AIM)},
  Funding                  = {MURI,KINDLE},
  Projects                 = {QA,KINDLE,TE},
  Url                      = {http://cogcomp.org/papers/PunyakanokRoYi04a.pdf}
}

@InProceedings{RothYi04,
  Title                    = {A Linear Programming Formulation for Global Inference in Natural Language Tasks},
  Author                   = {D. Roth and W. Yih},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2004},
  Editor                   = {Hwee Tou Ng and Ellen Riloff},
  Pages                    = {1--8},
  Publisher                = {Association for Computational Linguistics},

  Acceptance               = {11/23 (48\%)},
  Comment                  = {Simultaneous recognition of Named Entities and Relations between them. Learning and Inference via an Integer Linear Programming framework; Structure Learning; Avoiding Pipeline Processing},
  Funding                  = {ITR-BI,MURI,XPRESSMP},
  Projects                 = {IE,LnI,CCM,NER,PL},
  Url                      = {http://cogcomp.org/papers/RothYi04.pdf}
}

@Unpublished{RothYi04a,
  Title                    = {A Linear Programming Formulation for Global Inference in Natural Language Tasks},
  Author                   = {D. Roth and W. Yih},
  Year                     = {2004},

  Booktitle                = {Proc. of the International Symposium on Artificial Intelligence and Mathematics (AIM)},
  Comment                  = {An early version of the CoNLL paper},
  Funding                  = {ITR-BI,MURI,CLUSTER,XPRESSMP},
  Invisible                = {true},
  Pages                    = {1--8},
  Projects                 = {IE,LnI,CCM},
  Url                      = {http://cogcomp.org/papers/RothYi04a.pdf}
}

@TechReport{SalvoRo04,
  Title                    = {Functional Subsumption in Feature Description Logic},
  Author                   = {R. de Salvo Braz and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2004},
  Number                   = {UIUCDCS-R-2004-2423},

  Funding                  = {ITR-BI,CAREER},
  Invisible                = {true},
  Projects                 = {KINDLE,KR}
}

@TechReport{SalvoRoAm04,
  Title                    = {First-order probabilistic inference revisited},
  Author                   = {R. de Salvo Braz and D. Roth and E. Amir},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2004},
  Month                    = {6},
  Number                   = {UIUCDCS-R-2004-2443},

  Comment                  = {First order Probabilistic Inference without grounding.},
  Funding                  = {ITR-BI},
  Invisible                = {true},
  Projects                 = {KR,FOPI}
}

@InProceedings{YihChKi04,
  Title                    = {Mining Online Deal Forums for Hot Deals},
  Author                   = {W. Yih and P. Chang and W. Kim},
  Booktitle                = {Proc. of the IEEE/WIC/ACM International Conference on Web Intelligence (WI)},
  Year                     = {2004},
  Pages                    = {384--390},
  Publisher                = {IEEE Computer Society},

  Comment                  = {Applying topic and sentiment text classification to online web forums},
  Funding                  = {ITR-BI,MURI},
  Projects                 = {IIA},
  Url                      = {http://scottyih.org/YihChKi-wi04.pdf}
}

@InProceedings{ZTLZRZHRL04,
  Title                    = {Bimodal HCI-related Affect Recognition},
  Author                   = {Z. Zeng and J. Tu and M. Liu and T. Zhang and N. Rizzolo and Z. Zhang and T. Huang and D. Roth and S. Levinson},
  Booktitle                = {Proc. of the International Conference on Multimodal Interfaces (ICMI)},
  Year                     = {2004},
  Month                    = {10},
  Pages                    = {137--143},

  Acceptance               = {56/257 (28\%)},
  Funding                  = {TRECC,ITR-BI},
  Url                      = {http://cogcomp.org/papers/ZTKZRZHRL04.pdf}
}

@TechReport{AgarwalRo03,
  Title                    = {Minimum Risk Feature Transformations},
  Author                   = {S. Agarwal and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2003},
  Month                    = {12},
  Number                   = {UIUCDCS-R-2003-2627},

  Comment                  = {UIUC Tech Report UIUCDCS-R-2003-2627. A preliminary framework for Feature Generation},
  Url                      = {http://cogcomp.org/papers/AgarwalRo03.pdf}
}

@InProceedings{CumbyRo03,
  Title                    = {On Kernel Methods for Relational Learning},
  Author                   = {C. Cumby and D. Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2003},
  Pages                    = {107--114},

  Acceptance               = {118-371 (32\%)},
  Comment                  = {Parameterized kernels over structures. Relational Kernels. Advantages and disadvantages of graph kernels.},
  Funding                  = {NSF98,ITR-BI,CAREER},
  Projects                 = {LT,KR},
  Url                      = {http://cogcomp.org/papers/CumbyRo03.pdf}
}

@Other{CumbyRo03a,
  Title                    = {Feature Extraction Languages for Propositionalized Relational Learning},
  Acceptance               = {33/40 (83\%)},
  Author                   = {C. Cumby and D. Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Funding                  = {NSF98,ITR-BI,CAREER},
  Projects                 = {LT,KR,KINDLE},
  Url                      = {http://cogcomp.org/papers/CumbyRo03a.pdf},
  Year                     = {2003}
}

@TechReport{CumbyRo03b,
  Title                    = {Kernel Methods for Relational Learning},
  Author                   = {C. Cumby and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2003},
  Month                    = {5},
  Number                   = {UIUCDCS-R-2003-2345},

  Funding                  = {NSF98,ITR-BI,CAREER},
  Invisible                = {true},
  Projects                 = {LT,KR},
  Url                      = {http://cogcomp.org/papers/CumbyRo03c.pdf}
}

@TechReport{CumbyRo03c,
  Title                    = {Feature Extraction Languages for Propositionalized Relational Learning},
  Author                   = {C. Cumby and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2003},
  Month                    = {5},
  Number                   = {UIUCDCS-R-2003-2346},

  Funding                  = {NSF98,ITR-BI,CAREER},
  Invisible                = {true},
  Projects                 = {LT,KR},
  Url                      = {http://cogcomp.org/papers/CumbyRo03b.pdf}
}

@InProceedings{GargRo03,
  Title                    = {Margin Distribution and Learning Algorithms},
  Author                   = {A. Garg and D. Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2003},
  Pages                    = {210--217},

  Acceptance               = {118/371 (32\%)},
  Comment                  = {Linear classifiers that optimize the margin distribution},
  Funding                  = {ITR-BI,ITR-MIT,CAREER},
  Projects                 = {LT,LCC},
  Url                      = {http://cogcomp.org/papers/GargRo03.pdf}
}

@InProceedings{Har-PeledRoZi03,
  Title                    = {Constraint Classification for Multiclass Classification and Ranking},
  Author                   = {S. Har-Peled and D. Roth and D. Zimak},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS)},
  Year                     = {2003},
  Pages                    = {785--792},

  Acceptance               = {207/694 (30\%)},
  Funding                  = {ITR-MIT ITR-BI CAREER},
  Projects                 = {CCR,LT,MC},
  Url                      = {http://cogcomp.org/papers/nips02.pdf}
}

@InProceedings{HinrichsCh03,
  Title                    = {Proceedings of the 41st Annual Meeting of the Association for Computational Linguistics},
  Author                   = {E. Hinrichs and D. Roth Program Chairs},
  Year                     = {2003},
  Editor                   = {E. Hinrichs and D. Roth}
}

@TechReport{LiMoRo03,
  Title                    = {Robust Reading of Ambiguous Writing},
  Author                   = {X. Li and P. Morie and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2003},
  Month                    = {8},
  Number                   = {UIUCDCS-R-2003-2371},

  Funding                  = {MURI,ITR-BI},
  Invisible                = {true},
  Projects                 = {MIRROR,COREF,NER},
  Url                      = {http://cogcomp.org/papers/LiMoRo03.pdf}
}

@InProceedings{LiRoTu03,
  Title                    = {Phrasenet: towards context sensitive lexical semantics},
  Author                   = {X. Li and D. Roth and Y. Tu},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2003},

  Comment                  = {Extending WordNet to taxonomy over phrases},
  Funding                  = {MURI,ITR-BI},
  Projects                 = {NLP, PHRASENET,LS},
  Url                      = {http://cogcomp.org/papers/LiRoTu.pdf}
}

@InProceedings{SalvoRo03,
  Title                    = {Functional subsumption in Description Logics},
  Author                   = {R. de Salvo Braz and D. Roth},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS) Workshop on Feature Extraction and Selection},
  Year                     = {2003},

  Comment                  = {Relational Feature Extraction; Feature Description Logic},
  Funding                  = {ITR-BI,CAREER},
  Projects                 = {KR,KINDLE}
}

@InProceedings{AgarwalRo02,
  Title                    = {Learning a Sparse Representation for Object Detection},
  Author                   = {S. Agarwal and D. Roth},
  Booktitle                = {Proc. of the European Conference on Computer Vision (ECCV)},
  Year                     = {2002},
  Pages                    = {113--128},

  Acceptance               = {45/600 (7.5\%) Oral Presentations; 225/600 (37\%) overall},
  Funding                  = {MURI,SBC-MIT,CAREER},
  Projects                 = {LV,KR},
  Url                      = {http://cogcomp.org/papers/AgarwalRo02.pdf}
}

@InProceedings{CMPR02,
  Title                    = {Learning and Inference for Clause Identification},
  Author                   = {X. Carreras and L. Marquez and V. Punyakanok and D. Roth},
  Booktitle                = {Proc. of the European Conference on Machine Learning (ECML)},
  Year                     = {2002},
  Pages                    = {35--47},

  Acceptance               = {80/218 (37\%)},
  Comment                  = {Shallow Parsing; Chunking and Clause identification.},
  Funding                  = {MURI,SBC-MIT,CAREER},
  Projects                 = {LnI,SI,IE},
  Url                      = {http://cogcomp.org/papers/ecml02.pdf}
}

@InProceedings{CumbyRo02,
  Title                    = {Learning with Feature Description Logics},
  Author                   = {C. Cumby and D. Roth},
  Booktitle                = {Proc. of the International Conference on Inductive Logic Programming (ILP)},
  Year                     = {2002},
  Pages                    = {32--47},

  Comment                  = {A Description Logic based Formalism for Feature Extraction; Expressive Features; A language for Feature Extraction},
  Funding                  = {NSF98,ITR-MIT,CAREER},
  Projects                 = {KR,KINDLE},
  Url                      = {http://cogcomp.org/papers/ilp02.pdf}
}

@InProceedings{GargHaRo02,
  Title                    = {On generalization bounds, projection profile, and margin distribution},
  Author                   = {A. Garg and S. Har-Peled and D. Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {2002},
  Pages                    = {171--178},

  Acceptance               = {86/261 (33\%)},
  Comment                  = {Random Projection; Generalization Bounds for Linear Classifiers.},
  Funding                  = {ITR-MIT,ITR-BI,CAREER},
  Projects                 = {LCC,LT},
  Url                      = {http://cogcomp.org/papers/icml02.pdf}
}

@Article{GreinerGrRo02,
  Title                    = {Learning Cost-Sensitive Active Classifiers},
  Author                   = {R. Greiner and A. Grove and D. Roth},
  Journal                  = {Artificial Intelligence},
  Year                     = {2002},
  Number                   = {2},
  Pages                    = {137--174},
  Volume                   = {139},

  Comment                  = {Earlier version appeared in ICML'96},
  Funding                  = {NSF98 CAREER},
  Projects                 = {DPL,LT,LP},
  Url                      = {http://cogcomp.org/papers/activeJ.pdf}
}

@InProceedings{Har-PeledRoZi02,
  Title                    = {Constraint Classification: a new approach to Multiclass Classification},
  Author                   = {S. Har-Peled and D. Roth and D. Zimak},
  Booktitle                = {Proc. of the International Workshop on Algorithmic Learning Theory (ALT)},
  Year                     = {2002},
  Pages                    = {135--150},
  Publisher                = {Springer-Verlag},

  Acceptance               = {21/42 (50\%)},
  Funding                  = {ITR-MIT,ITR-BI,CAREER},
  Projects                 = {CCR,LT,MC},
  Url                      = {http://cogcomp.org/papers/Har-PeledRoZi02.pdf}
}

@InProceedings{LiRo02,
  Title                    = {Learning Question Classifiers},
  Author                   = {X. Li and D. Roth},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2002},
  Pages                    = {556--562},

  Acceptance               = {198-435 (45\%)},
  Comment                  = {Classifying Answer Type for Question Answering. Sequential Classification. Multiclass Classification.},
  Funding                  = {NSF98,MURI,ITR-MIT},
  Projects                 = {CCR,QA,TE},
  Url                      = {http://cogcomp.org/papers/qc-coling02.pdf}
}

@InProceedings{RCLMNPRSY02,
  Title                    = {Question-Answering via Enhanced Understanding of Questions},
  Author                   = {D. Roth and C. Cumby and X. Li and P. Morie and R. Nagarajan and V. Punyakanok and N. Rizzolo and K. Small and W. Yih},
  Booktitle                = {Proc. of the Text Retrieval Conference (TREC)},
  Year                     = {2002},

  Funding                  = {NSF98,MURI,ITR-MIT},
  Projects                 = {QA,TE},
  Url                      = {http://cogcomp.org/papers/trec02.pdf}
}

@InProceedings{RothBo02,
  Title                    = {Proceedings of CoNLL 2002, the Sixth Workshop on Computational Natural Language Learning},
  Author                   = {D. Roth and A. van den Bosch Program Chairs},
  Year                     = {2002},
  Editor                   = {D. Roth and A. van den Bosch}
}

@Article{RothYaAh02,
  Title                    = {Learning to Recognize 3D Objects},
  Author                   = {D. Roth and M. Yang and N. Ahuja},
  Journal                  = {Neural Computation},
  Year                     = {2002},
  Number                   = {5},
  Pages                    = {1071--1104},
  Volume                   = {14},

  Acceptance               = {NSF98,ITR-MIT},
  Funding                  = {LT,LV},
  Url                      = {http://cogcomp.org/papers/objectsJ.pdf}
}

@InProceedings{RothYi02,
  Title                    = {Probabilistic Reasoning for Entity and Relation Recognition},
  Author                   = {D. Roth and W. Yih},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics (COLING)},
  Year                     = {2002},
  Pages                    = {835--841},

  Acceptance               = {198-435 (45\%)},
  Comment                  = {Entity And Relation Recognition. Simultaneous Identification of Entities and Relations.},
  Funding                  = {MURI,ITR-MIT},
  Projects                 = {IE,NE,LnI,NER},
  Url                      = {http://cogcomp.org/papers/er-coling02.pdf}
}

@InProceedings{YangRoAh02,
  Title                    = {A Tale of Two Classifiers: SNoW vs. SVM in Visual Recognition},
  Author                   = {M. Yang and D. Roth and N. Ahuja},
  Booktitle                = {Proc. of the European Conference on Computer Vision (ECCV)},
  Year                     = {2002},
  Pages                    = {685--700},

  Acceptance               = {45/600 (7.5\%) Oral Presentations; 225/600 (37\%) overall},
  Funding                  = {NSF98,ITR-MIT},
  Projects                 = {LT,LV},
  Url                      = {http://cogcomp.org/papers/YangRoAh02.pdf}
}

@Unpublished{AgarwalRo01,
  Title                    = {Detecting objects by learning relations over parts},
  Author                   = {S. Agarwal and D. Roth},

  Month                    = {6},
  Year                     = {2001},

  Institution              = {UIUC Computer Science Department},
  Invisible                = {true},
  Number                   = {UIUCDCS-R-2001-2231},
  Url                      = {http://cogcomp.org/papers/AgarwalRo01.pdf}
}

@Other{Carlson01,
  Title                    = {Learning Based Programming - An Implementation},
  Author                   = {A. Carlson},
  Booktitle                = {UIUC Senior Thesis},
  Comment                  = {Senior Thesis, UIUC, Dept. of Computer Science},
  Month                    = {5},
  Year                     = {2001}
}

@InProceedings{CarlsonRoRo01,
  Title                    = {Scaling Up Context Sensitive Text Correction},
  Author                   = {A. Carlson and J. Rosen and D. Roth},
  Booktitle                = {Proc. of the Conference on Innovative Applications of Artificial Intelligence (IAAI)},
  Year                     = {2001},
  Pages                    = {45--50},

  Acceptance               = {12/37 (32\%)},
  Funding                  = {NSF98,CAREER,IBM},
  Projects                 = {LT,NLP},
  Url                      = {http://cogcomp.org/papers/iaai01.pdf}
}

@InProceedings{ChuangRo01,
  Title                    = {Gene Recognition based on DAG shortest paths},
  Author                   = {J. Chuang and D. Roth},
  Booktitle                = {Proc. of the International Conference on Intelligent Systems for Molecular Biology (ISMB)},
  Year                     = {2001},
  Pages                    = {1--9},

  Acceptance               = {40/180 (22\%)},
  Funding                  = {NSF98,CAREER},
  Projects                 = {LnI,SI,LT},
  Url                      = {http://cogcomp.org/papers/ismb01.pdf}
}

@Article{ChuangRo01a,
  Title                    = {Gene Recognition based on DAG shortest paths},
  Author                   = {J. Chuang and D. Roth},
  Journal                  = {Bioinformatics},
  Year                     = {2001},

  Month                    = {7},
  Number                   = {1},
  Pages                    = {S56--S64},
  Volume                   = {17},

  Funding                  = {NSF98,CAREER},
  Projects                 = {LnI,SI,LT},
  Url                      = {http://cogcomp.org/papers/ismb01.pdf}
}

@Other{Cumby01,
  Title                    = {Learning family relationships via propositional means},
  Author                   = {C. Cumby},
  Comment                  = {Senior Thesis, UIUC, Dept. of Computer Science},
  Funding                  = {NSF98,KDI},
  Month                    = {5},
  Projects                 = {KR,LT},
  Url                      = {http://cogcomp.org/papers/family.pdf},
  Year                     = {2001}
}

@InProceedings{Even-ZoharRo01,
  Title                    = {A Sequential Model for Multi Class Classification},
  Author                   = {Y. Even-Zohar and D. Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {2001},
  Pages                    = {10-19},

  Acceptance               = {21/65 (32\%)},
  Comment                  = {Multiclass classification: reducing the number of candidate classes; part-of-speech (POS) tagging},
  Funding                  = {ITR-MIT,NSF98,KDI},
  Projects                 = {MCR,LT,MC},
  Url                      = {http://cogcomp.org/papers/emnlp01.pdf}
}

@TechReport{GargHaRo01,
  Title                    = {Generalization Bounds for Linear Learning Algorithms},
  Author                   = {A. Garg and S. Har-Peled and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2001},
  Month                    = {6},
  Number                   = {UIUCDCS-R-2001-2232},

  Funding                  = {ITR-MIT,ITR-BI,CAREER},
  Invisible                = {true},
  Projects                 = {LCC,LT},
  Url                      = {http://cogcomp.org/papers/GargHaRo01.pdf}
}

@InProceedings{GargRo01,
  Title                    = {Understanding Probabilistic Classifiers},
  Author                   = {A. Garg and D. Roth},
  Booktitle                = {Proc. of the European Conference on Machine Learning (ECML)},
  Year                     = {2001},
  Pages                    = {179--191},

  Acceptance               = {90/240 (37.5\%)},
  Comment                  = {An Information Theory based explanation of the good performance of naive Bayes},
  Funding                  = {ITR-MIT ITR-BI CAREER NSF98},
  Projects                 = {DPL,LT},
  Url                      = {http://cogcomp.org/papers/ecml01.pdf}
}

@InProceedings{GargRo01a,
  Title                    = {Learning Coherent Concepts},
  Author                   = {A. Garg and D. Roth},
  Booktitle                = {Proc. of the International Workshop on Algorithmic Learning Theory (ALT)},
  Year                     = {2001},
  Pages                    = {135--150},
  Publisher                = {Springer-Verlag},

  Acceptance               = {21/42 (50\%)},
  Funding                  = {ITR-MIT ITR-BI CAREER},
  Projects                 = {LCC,LT},
  Url                      = {http://cogcomp.org/papers/alt01.pdf}
}

@TechReport{GargRo01b,
  Title                    = {Understanding Probabilistic Classifiers},
  Author                   = {A. Garg and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2001},
  Month                    = {3},
  Number                   = {UIUCDCS-R-2001-2205},

  Funding                  = {ITR-MIT,ITR-BI,CAREER,NSF98},
  Invisible                = {true},
  Projects                 = {DPL,LT},
  Url                      = {http://cogcomp.org/papers/GargRo01b.pdf}
}

@Article{GroveRo01,
  Title                    = {Linear concepts and hidden variables},
  Author                   = {A. Grove and D. Roth},
  Journal                  = {Machine Learning},
  Year                     = {2001},
  Number                   = {1/2},
  Pages                    = {123--141},
  Volume                   = {42},

  Funding                  = {NSF98,CAREER},
  Projects                 = {DPL,LT},
  Url                      = {http://cogcomp.org/papers/hiddenJ.pdf}
}

@InProceedings{KhardonRoSe01,
  Title                    = {Efficiency versus Convergence of Boolean Kernels for On-Line Learning Algorithms},
  Author                   = {R. Khardon and D. Roth and R. Servedio},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS)},
  Year                     = {2001},

  Comment                  = {Kernel Perceptron with Exponentially Many mistakes; Hardness of Kernel Winnow.},
  Funding                  = {ITR-MIT,NSF98,CAREER},
  Projects                 = {KR,LT},
  Url                      = {http://cogcomp.org/papers/kernels01.pdf}
}

@TechReport{KhardonRoSe01a,
  Title                    = {Efficiency versus Convergence of Boolean Kernels for On-Line Learning Algorithm},
  Author                   = {R. Khardon and D. Roth and R. Servedio},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2001},
  Month                    = {6},
  Number                   = {UIUCDCS-R-2001-2233},

  Funding                  = {ITR-MIT,NSF98,CAREER},
  Invisible                = {true},
  Projects                 = {KR,LT},
  Url                      = {http://cogcomp.org/papers/KhardonRoSe01a.pdf}
}

@InProceedings{LiRo01,
  Title                    = {Exploring Evidence for Shallow Parsing},
  Author                   = {X. Li and D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2001},
  Pages                    = {107--110},

  Comment                  = {Learning Shallow Parsers vs. Full Parsers for Chunking tasks},
  Funding                  = {ITR-MIT,NSF98,MURI},
  Projects                 = {LnI,SI,IE,NE,NLP},
  Url                      = {http://cogcomp.org/papers/conll01.pdf}
}

@InProceedings{PunyakanokRo01,
  Title                    = {The Use of Classifiers in Sequential Inference},
  Author                   = {V. Punyakanok and D. Roth},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS)},
  Year                     = {2001},
  Pages                    = {995--1001},
  Publisher                = {MIT Press},

  Acceptance               = {25/514 (4.8\%) Oral Presentations; 152/514 (29\%) overall},
  Comment                  = {Structured, sequential output; Sequence Prediction: HMM with classifiers, Conditional Models, Constraint Satisfaction},
  Funding                  = {NSF98 CAREER},
  Projects                 = {LnI,SI,IE,NE,NLP,CCM},
  Url                      = {http://cogcomp.org/papers/nips01.pdf}
}

@InProceedings{RKLNPRYAM01,
  Title                    = {Learning Components for a Question Answering System},
  Author                   = {D. Roth and G. Kao and X. Li and R. Nagarajan and V. Punyakanok and N. Rizzolo and W. Yih and C. Alm and L. G. Moran},
  Booktitle                = {Proc. of the Text Retrieval Conference (TREC)},
  Year                     = {2001},
  Pages                    = {539-548},

  Funding                  = {NSF98,MURI,ITR-MIT},
  Projects                 = {QA,TE},
  Url                      = {http://cogcomp.org/papers/trec01.pdf}
}

@InProceedings{Roth01,
  Title                    = {Reasoning with Classifiers},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the European Conference on Machine Learning (ECML)},
  Year                     = {2001},
  Pages                    = {506--510},

  Acceptance               = {197/796 (25\%)},
  Comment                  = {Paper written to accompany an invited talk at ECML'01. Sequential Inference: Conditional Models, Constraint Satisfaction},
  Funding                  = {ITR-MIT NSF98 CAREER},
  Projects                 = {LnI,SI,IE,NE}
}

@InProceedings{RothYi01,
  Title                    = {Relational Learning via Propositional Algorithms: An Information Extraction Case Study},
  Author                   = {D. Roth and W. Yih},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {2001},
  Pages                    = {1257--1263},

  Acceptance               = {197/796 (25\%)},
  Comment                  = {Expressive, Relational Features for Information Extraction},
  Funding                  = {ITR-MIT NSF98 MURI},
  Projects                 = {KR,IE,NE},
  Url                      = {http://cogcomp.org/papers/ijcai01.pdf}
}

@TechReport{RothYi01a,
  Title                    = {Propositionalization of Relational Learning: An Information Extraction Case Study},
  Author                   = {D. Roth and W. Yih},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2001},
  Month                    = {3},
  Number                   = {UIUCDCS-R-2001-2206},

  Funding                  = {NSF98,MURI,ITR-MIT},
  Projects                 = {KR,IE,NE},
  Url                      = {http://cogcomp.org/papers/RothYi01a.pdf}
}

@InProceedings{YangRoAh01,
  Title                    = {Face Detection Using Large Margin Classifiers},
  Author                   = {M. Yang and D. Roth and N. Ahuja},
  Booktitle                = {Proc. of the IEEE International Conference on Image Processing (ICIP)},
  Year                     = {2001},
  Pages                    = {665--668},

  Funding                  = {NSF98,ITR-MIT,CAREER},
  Projects                 = {LV,LT},
  Url                      = {http://cogcomp.org/papers/YangRoAh01.pdf}
}

@InProceedings{CumbyRo00,
  Title                    = {Relational Representations that facilitate learning},
  Author                   = {C. Cumby and D. Roth},
  Booktitle                = {Proc. of the International Conference on Principles of Knowledge Representation and Reasoning (KR)},
  Year                     = {2000},
  Pages                    = {425--434},

  Acceptance               = {62/172 (36\%)},
  Comment                  = {FEX: feature extraction language; relational features; relational generation functions},
  Funding                  = {NSF98,KDI},
  Projects                 = {LT,KR},
  Url                      = {http://cogcomp.org/papers/kr00.pdf}
}

@InProceedings{Even-ZoharRo00,
  Title                    = {A classification approach to word prediction},
  Author                   = {Y. Even-Zohar and D. Roth},
  Booktitle                = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
  Year                     = {2000},
  Pages                    = {124-131},

  Acceptance               = {43/166 (26\%)},
  Comment                  = {Learning with expressive features; dependency parse based features; verb prediction},
  Funding                  = {NSF98,KDI},
  Projects                 = {LT,KR},
  Url                      = {http://cogcomp.org/papers/naacl00.pdf}
}

@InProceedings{KDDKKPR00,
  Title                    = {Applying System Combination to Base Noun Phrase Identification},
  Author                   = {E. F. T. Kim-Sang and W. Daelemans and H. Dejean and R. Koeling and Y. Krymolowski and V. Punyakanok and D. Roth},
  Booktitle                = {Proc. of the International Conference on Computational Linguistics and Annual Meeting of the Association for Computational Linguistics (COLING-ACL)},
  Year                     = {2000},
  Pages                    = {857--863},

  Funding                  = {NSF98,KDI},
  Url                      = {http://cogcomp.org/papers/KDDKKPR00.pdf}
}

@TechReport{MengshoelRoWi00,
  Title                    = {Hard and Easy Bayesian Networks for Computing the Most Probable Explanation},
  Author                   = {O. Mengshoel and D. Roth and D. Wilkins},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2000},
  Month                    = {1},
  Number                   = {UIUCDCS-R-2000-2147},

  Invisible                = {true},
  Url                      = {http://cogcomp.org/papers/MengshoelRoWi00b.pdf}
}

@TechReport{PunyakanokRo00,
  Title                    = {The Use of Classifiers in Sequential Inference},
  Author                   = {V. Punyakanok and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2000},
  Month                    = {7},
  Number                   = {UIUCDCS-R-2000-2181},

  Invisible                = {true},
  Url                      = {http://cogcomp.org/papers/PunyakanokRo00a.pdf}
}

@InProceedings{PunyakanokRo00a,
  Title                    = {Shallow Parsing by Inferencing with Classifiers},
  Author                   = {V. Punyakanok and D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2000},
  Pages                    = {107--110},

  Funding                  = {ITR-MIT NSF98},
  Url                      = {http://cogcomp.org/papers/PunyakanokRo00.pdf}
}

@InProceedings{Roth00,
  Title                    = {Learning in Natural Language: Theory and Algorithmic Approaches},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the Conference on Computational Natural Language Learning (CoNLL)},
  Year                     = {2000},

  Address                  = {Lisbon, Portugal},
  Pages                    = {1--6},

  Comment                  = {A paper written to accompany and invited talk at CoNLL.},
  Funding                  = {ITR-MIT,NSF98,KDI},
  Url                      = {http://cogcomp.org/papers/lnlp-conll.pdf}
}

@TechReport{Roth00a,
  Title                    = {Learning in Natural Language},
  Author                   = {D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {2000},
  Month                    = {7},
  Number                   = {UIUCDCS-R-2000-2180},

  Invisible                = {true},
  Url                      = {http://cogcomp.org/papers/Roth00a.pdf}
}

@InProceedings{RothYaAh00,
  Title                    = {Learning to Recognize Objects},
  Author                   = {D. Roth and M. Yang and N. Ahuja},
  Booktitle                = {Proc. of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  Year                     = {2000},
  Pages                    = {724--731},

  Acceptance               = {200/466 (43\%)},
  Funding                  = {NSF98},
  Url                      = {http://cogcomp.org/papers/cvpr00.pdf}
}

@InProceedings{RothZe00,
  Title                    = {Towards a theory of Coherent Concepts},
  Author                   = {D. Roth and D. Zelenko},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {2000},
  Pages                    = {639--644},

  Acceptance               = {141/430 (33\%)},
  Url                      = {http://cogcomp.org/papers/aaai00.pdf}
}

@InProceedings{YangRoAh00,
  Title                    = {A SNoW-based Face Detector},
  Author                   = {M. Yang and D. Roth and N. Ahuja},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS)},
  Year                     = {2000},
  Pages                    = {855--861},
  Publisher                = {MIT Press},

  Acceptance               = {151/467 (32\%)},
  Funding                  = {NSF98},
  Url                      = {http://cogcomp.org/papers/nips00.pdf}
}

@InProceedings{YangRoAh00a,
  Title                    = {Learning To Recognize 3D Objects With SNoW},
  Author                   = {M. Yang and D. Roth and N. Ahuja},
  Booktitle                = {Proc. of the European Conference on Computer Vision (ECCV)},
  Year                     = {2000},
  Month                    = {6},

  Acceptance               = {43/266 (16\%) Oral Presentations; 115/266 (43\%) overall},
  Url                      = {http://cogcomp.org/papers/YangRoAh00a.pdf}
}

@InProceedings{YangRoAh00b,
  Title                    = {View-Based 3D Object Recognition Using SNoW},
  Author                   = {M. Yang and D. Roth and N. Ahuja},
  Booktitle                = {Proc. of the Asian Conference on Computer Vision (ACCV)},
  Year                     = {2000},
  Month                    = {1},
  Pages                    = {830--835},
  Volume                   = {2},

  Acceptance               = {172/268 (64\%)},
  Url                      = {http://cogcomp.org/papers/accv00.pdf}
}

@TechReport{CCRR99,
  Title                    = {The SNoW Learning Architecture},
  Author                   = {A. Carlson and C. Cumby and J. Rosen and D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {1999},
  Month                    = {5},
  Number                   = {UIUCDCS-R-99-2101},

  Url                      = {http://cogcomp.org/papers/CCRR99.pdf}
}

@InProceedings{Even-ZoharRoZe99,
  Title                    = {Word Clustering via Classification},
  Author                   = {Y. Even-Zohar and D. Roth and D. Zelenko},
  Booktitle                = {Proc. of the Bar-Ilan Symposium on Foundations of Artificial Intelligence (BISFAI)},
  Year                     = {1999},

  Address                  = {Bar-Ilan, Israel},

  Acceptance               = {78/160 (48\%)},
  Funding                  = {NSF98,KDI},
  Url                      = {http://cogcomp.org/papers/Even-ZoharRoZe99.pdf}
}

@Article{GoldingRo99,
  Title                    = {A Winnow based approach to Context-Sensitive Spelling Correction},
  Author                   = {A. R. Golding and D. Roth},
  Journal                  = {Machine Learning},
  Year                     = {1999},
  Number                   = {1-3},
  Pages                    = {107--130},
  Volume                   = {34},

  Comment                  = {Special Issue on Machine Learning and Natural Language.},
  Funding                  = {NSF98 KDI},
  Projects                 = {KR,LT,NLP},
  Url                      = {http://cogcomp.org/papers/spellJ.pdf}
}

@Article{KhardonMaRo99,
  Title                    = {Reasoning with Examples: Propositional Formulae and Database Dependencies},
  Author                   = {R. Khardon and H. Mannila and D. Roth},
  Journal                  = {Acta Informatica},
  Year                     = {1999},

  Month                    = {7},
  Number                   = {4},
  Pages                    = {267--286},
  Volume                   = {36},

  Url                      = {http://cogcomp.org/papers/db.pdf}
}

@Article{KhardonRo99,
  Title                    = {Learning to Reason with a Restricted View},
  Author                   = {R. Khardon and D. Roth},
  Journal                  = {Machine Learning},
  Year                     = {1999},
  Number                   = {2},
  Pages                    = {95--117},
  Volume                   = {35},

  Url                      = {http://cogcomp.org/papers/partialJ.pdf}
}

@InProceedings{KhardonRoVa99,
  Title                    = {Relational Learning for NLP using Linear Threshold Elements},
  Author                   = {R. Khardon and D. Roth and L. G. Valiant},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {1999},
  Pages                    = {911--917},

  Acceptance               = {195/750 (26\%)},
  Funding                  = {NSF98 KDI},
  Projects                 = {KR,LT,NLP},
  Url                      = {http://cogcomp.org/papers/ijcai99krv.pdf}
}

@Article{MavronicolasRo99,
  Title                    = {Linearizable Read/Write Objects},
  Author                   = {M. Mavronicolas and D. Roth},
  Journal                  = {Theoretical Computer Science},
  Year                     = {1999},

  Month                    = {6},
  Number                   = {1},
  Pages                    = {267--319},
  Volume                   = {220},

  Url                      = {http://cogcomp.org/papers/linearJ.pdf}
}

@InProceedings{MPRZ99,
  Title                    = {A Learning Approach to Shallow Parsing},
  Author                   = {M. Munoz and V. Punyakanok and D. Roth and D. Zimak},
  Booktitle                = {Proc. of the Joint Conference on Empirical Methods in Natural Language Processing and Very Large Corpora (EMNLP-VLC)},
  Year                     = {1999},
  Month                    = {6},
  Pages                    = {168--178},

  Funding                  = {NSF98 KDI},
  Projects                 = {LnI,SI,NLP},
  Url                      = {http://cogcomp.org/papers/shallow-long.pdf}
}

@TechReport{MPRZ99a,
  Title                    = {A Learning Approach to Shallow Parsing},
  Author                   = {M. Munoz and V. Punyakanok and D. Roth and D. Zimak},
  Institution              = {UIUC Computer Science Department},
  Year                     = {1999},
  Month                    = {4},
  Number                   = {UIUCDCS-R-99-2087},

  Invisible                = {true},
  Url                      = {http://cogcomp.org/papers/MPRZ99b.pdf}
}

@InProceedings{Roth99,
  Title                    = {Learning in Natural Language},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {1999},
  Pages                    = {898--904},

  Acceptance               = {195/760 (26\%)},
  Comment                  = {Probabilistic classifiers (Naive Bayes; HMM) as linear models; generative vs. discriminative; Best Paper Award},
  Funding                  = {NSF98 KDI},
  Projects                 = {LT,DPL},
  Url                      = {http://cogcomp.org/papers/ijcai99r.pdf}
}

@TechReport{Roth99a,
  Title                    = {Learning Based Programming},
  Author                   = {D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {1999},
  Month                    = {10},
  Number                   = {UIUCDCS-R-99-2127},

  Url                      = {http://cogcomp.org/papers/Roth99c.pdf}
}

@TechReport{Roth99b,
  Title                    = {Relational Knowledge Representations that Facilitate Learning},
  Author                   = {D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {1999},
  Month                    = {10},
  Number                   = {UIUCDCS-R-99-2126},

  Invisible                = {true},
  Url                      = {http://cogcomp.org/papers/Roth99b.pdf}
}

@TechReport{Roth99c,
  Title                    = {Memory Based Learning in NLP},
  Author                   = {D. Roth},
  Institution              = {UIUC Computer Science Department},
  Year                     = {1999},
  Month                    = {3},
  Number                   = {UIUCDCS-R-99-2125},

  Url                      = {http://cogcomp.org/papers/mbl.pdf}
}

@InCollection{RothZe99,
  Title                    = {Coherent Concepts, Robust Learning Invited},
  Author                   = {D. Roth and D. Zelenko},
  Booktitle                = {Proc. of the Conference on Current Trends in Theory and Practice of Informatics (SOFSEM)},
  Publisher                = {Springer-verlag},
  Year                     = {1999},
  Editor                   = {J. Pavelka and G. Tel and M. Bartosek},
  Pages                    = {260--272},

  Comment                  = {Lecture notes in Artificial Intelligence, vol. 1725},
  Url                      = {http://cogcomp.org/papers/RothZe99.pdf}
}

@Article{ABKKPR98,
  Title                    = {On learning read-k satisfy-j DNF},
  Author                   = {H. Aizenstein and A. Blum and R. Khardon and A. Kushilevitz and L. Pitt and D. Roth},
  Journal                  = {SIAM Journal of Computing},
  Year                     = {1998},

  Month                    = {7},
  Number                   = {6},
  Pages                    = {1515--1530},
  Volume                   = {27},

  Url                      = {http://cogcomp.org/papers/rksjJ.pdf}
}

@InProceedings{BasariRoJa98,
  Title                    = {Clustering Appearances of 3D Objects},
  Author                   = {R. Basari and D. Roth and D. Jacobs},
  Booktitle                = {Proc. of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  Year                     = {1998},
  Pages                    = {414-420},

  Acceptance               = {136/450 (30\%)},
  Comment                  = {Clustering of Curves},
  Url                      = {http://cogcomp.org/papers/cvpr98.pdf}
}

@InProceedings{GroveRo98,
  Title                    = {Linear concepts and hidden variables: An empirical study},
  Author                   = {A. Grove and D. Roth},
  Booktitle                = {Proc. of the Conference on Neural Information Processing Systems (NIPS)},
  Year                     = {1998},
  Pages                    = {500--506},
  Publisher                = {MIT Press},

  Acceptance               = {150/491 (30\%)},
  Comment                  = {Margin Winnow (Perceptron); discriminative vs. generative},
  Url                      = {http://cogcomp.org/papers/nips98.pdf}
}

@Other{KrymolowskiRo98,
  Title                    = {Incorporating Knowledge in Natural Language Learning: A Case Study},
  Author                   = {Y. Krymolowski and D. Roth},
  Booktitle                = {Coling-Acl workshop on the Usage of WordNet in Natural Language Processing Systems},
  Comment                  = {Prepositional Phrase Attachment (PPA); using WordNet to generate expressive features.},
  Funding                  = {NSF98,KDI},
  Pages                    = {121--127},
  Projects                 = {NLP},
  Url                      = {http://cogcomp.org/papers/pp-wn.pdf},
  Year                     = {1998}
}

@Article{Roth98,
  Title                    = {Learning and Reasoning with Connectionist Representations},
  Author                   = {D. Roth},
  Year                     = {1998},
  Pages                    = {1--40},

  Booktitle                = {Neural Computing Surveys},
  Comment                  = {A contribution to ``Connectionist Symbol Processing: Dead or Alive''},
  Editor                   = {A. Jagota, T. Plate, L. Shastri, R. Sun},
  Publisher                = {Lawrence Erlbaum Associates},
  Url                      = {http://cogcomp.org/papers/Roth98a.pdf}
}

@InProceedings{Roth98a,
  Title                    = {Learning to Resolve Natural Language Ambiguities: A Unified Approach},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {1998},
  Pages                    = {806--813},

  Acceptance               = {143/475 (30\%)},
  Comment                  = {Many Natural Language Classifiers are Linear; including probabilistic classifiers; argues for a discriminative approach; SNoW},
  Funding                  = {NSF98,KDI},
  Projects                 = {DPL,NLP},
  Url                      = {http://cogcomp.org/papers/aaai98.pdf}
}

@InProceedings{RothZe98,
  Title                    = {Part of Speech Tagging Using a Network of Linear Separators},
  Author                   = {D. Roth and D. Zelenko},
  Booktitle                = {Coling-Acl, The 17th International Conference on Computational Linguistics},
  Year                     = {1998},
  Pages                    = {1136--1142},

  Acceptance               = {137/550 (25\%)},
  Funding                  = {NSF98,KDI},
  Projects                 = {SI,NLP},
  Url                      = {http://cogcomp.org/papers/pos.pdf}
}

@InProceedings{DaganKaRo97,
  Title                    = {Mistake-Driven Learning in Text Categorization},
  Author                   = {I. Dagan and Y. Karov and D. Roth},
  Booktitle                = {Proc. of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  Year                     = {1997},
  Month                    = {8},
  Pages                    = {55-63},

  Url                      = {http://cogcomp.org/papers/DaganKaRo97.pdf}
}

@Article{DanielsMiRo97,
  Title                    = {Finding the Maximum Area Axis-Parallel Rectangle in a Polygon},
  Author                   = {K. Daniels and V. J. Milenkovic and D. Roth},
  Journal                  = {Computational Geometry: Theory and Applications},
  Year                     = {1997},

  Month                    = {1},
  Number                   = {1-2},
  Pages                    = {125--148},
  Volume                   = {7},

  Url                      = {http://cogcomp.org/papers/maaprJ.pdf}
}

@Article{KhardonRo97,
  Title                    = {Defaults and Relevance in Model Based Reasoning},
  Author                   = {R. Khardon and D. Roth},
  Journal                  = {Artificial Intelligence},
  Year                     = {1997},

  Month                    = {12},
  Number                   = {1-2},
  Pages                    = {169--193},
  Volume                   = {97},

  Url                      = {http://cogcomp.org/papers/relevanceJ.pdf}
}

@Article{KhardonRo97a,
  Title                    = {Learning to Reason},
  Author                   = {R. Khardon and D. Roth},
  Journal                  = {Journal of the ACM},
  Year                     = {1997},
  Number                   = {5},
  Pages                    = {697--725},
  Volume                   = {44},

  Url                      = {http://cogcomp.org/papers/l2rJ.pdf}
}

@InCollection{Roth97,
  Title                    = {Learning to perform knowledge intensive inferences Invited Abstract},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the International Symposium on the Mathematical Foundations of Computer Science (MFCS)},
  Publisher                = {Springer-verlag},
  Year                     = {1997},
  Editor                   = {I. Privara and P. Ruzicka},
  Pages                    = {108--109},

  Comment                  = {Lecture notes in Computer Science (LNCS) 1295}
}

@InProceedings{GoldingRo96,
  Title                    = {Applying Winnow to Context-Sensitive Spelling Correction},
  Author                   = {A. R. Golding and D. Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {1996},
  Pages                    = {182--190},

  Acceptance               = {63/257 (24\%)},
  Url                      = {http://cogcomp.org/papers/spell.pdf}
}

@InProceedings{GreinerGrRo96,
  Title                    = {Learning Active Classifiers},
  Author                   = {R. Greiner and A. Grove and D. Roth},
  Booktitle                = {Proc. of the International Conference on Machine Learning (ICML)},
  Year                     = {1996},
  Pages                    = {207--215},

  Acceptance               = {63/257 (24\%)},
  Url                      = {http://cogcomp.org/papers/active.pdf}
}

@Article{KhardonRo96,
  Title                    = {Reasoning with Models},
  Author                   = {R. Khardon and D. Roth},
  Journal                  = {Artificial Intelligence},
  Year                     = {1996},
  Number                   = {1-2},
  Pages                    = {187--213},
  Volume                   = {87},

  Comment                  = {Characteristic Models of Boolean Functions},
  Url                      = {http://cogcomp.org/papers/modelsJ.pdf}
}

@Article{KushilevitzRo96,
  Title                    = {On Learning Visual Concepts and DNF Formulae},
  Author                   = {A. Kushilevitz and D. Roth},
  Journal                  = {Machine Learning},
  Year                     = {1996},
  Number                   = {1},
  Pages                    = {65--85},
  Volume                   = {24},

  Url                      = {http://cogcomp.org/papers/visualJ.pdf}
}

@InCollection{Roth96,
  Title                    = {Learning in Order to Reason: The Approach},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the Conference on Current Trends in Theory and Practice of Informatics (SOFSEM)},
  Publisher                = {Springer-verlag},
  Year                     = {1996},
  Editor                   = {K. G. Jeffery and J. Kral and M. Bartosek},
  Pages                    = {113--124},

  Comment                  = {Lecture notes in Computer Science, vol. 1175},
  Url                      = {http://cogcomp.org/papers/approach.pdf}
}

@Article{Roth96a,
  Title                    = {On the hardness of approximate reasoning},
  Author                   = {D. Roth},
  Journal                  = {Artificial Intelligence},
  Year                     = {1996},

  Month                    = {4},
  Number                   = {1-2},
  Pages                    = {273--302},
  Volume                   = {82},

  Comment                  = {Hardness of Reasoning with Bayesian Networks; Exact inference is #P-Complete; Approximate Reasoning is NP-Hard.},
  Url                      = {http://cogcomp.org/papers/hardJ.pdf}
}

@InProceedings{Roth96b,
  Title                    = {Learning in Order to Reason Invited},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the AAAI Fall Symposium on Learning Complex Behaviors in Adaptive Intelligent Systems},
  Year                     = {1996},
  Pages                    = {46--52},

  Url                      = {http://cogcomp.org/papers/approach.pdf}
}

@InProceedings{Roth96c,
  Title                    = {On the hardness of approximate reasoning},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the AAAI Fall Symposium on AI and NP Hard Problems},
  Year                     = {1996},
  Pages                    = {137-143},

  Url                      = {http://cogcomp.org/papers/hardJ.pdf}
}

@InProceedings{Roth96d,
  Title                    = {A Connectionist Framework for Reasoning: Reasoning with Examples},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {1996},
  Pages                    = {1256--1261},

  Acceptance               = {197/640 (31\%)},
  Url                      = {http://cogcomp.org/papers/nreason.pdf}
}

@TechReport{KhardonRo95,
  Title                    = {Defaults and Relevance in Model Based Reasoning},
  Author                   = {R. Khardon and D. Roth},
  Institution              = {Dept. of App. Math. and Computer Science, Weizmann Institute of Science},
  Year                     = {1995},
  Month                    = {10},
  Number                   = {CS95-30},

  Url                      = {http://cogcomp.org/papers/KhardonRo95b.pdf}
}

@InProceedings{KhardonRo95a,
  Title                    = {Learning to Reason with a Restricted View},
  Author                   = {R. Khardon and D. Roth},
  Booktitle                = {Proc. of the ACM Conference on Computational Learning Theory (COLT)},
  Year                     = {1995},
  Month                    = {7},
  Pages                    = {301--310},

  Acceptance               = {24/74 (32\%)}
}

@InProceedings{KhardonRo95b,
  Title                    = {Default-Reasoning with Models},
  Author                   = {R. Khardon and D. Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {1995},
  Month                    = {8},
  Pages                    = {319--325},

  Acceptance               = {249/112 (22\%)}
}

@InProceedings{Roth95,
  Title                    = {Learning to Reason: The Non-Monotonic Case},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {1995},
  Month                    = {8},
  Pages                    = {1178--1184},

  Acceptance               = {249/1112 (22\%)},
  Url                      = {http://cogcomp.org/papers/nonmon.pdf}
}

@InProceedings{BKKPR94,
  Title                    = {On learning read-k satisfy-j DNF},
  Author                   = {A. Blum and R. Khardon and A. Kushilevitz and L. Pitt and D. Roth},
  Booktitle                = {Proc. of the ACM Conference on Computational Learning Theory (COLT)},
  Year                     = {1994},
  Pages                    = {110--117},

  Url                      = {http://cogcomp.org/papers/BKKPR94.pdf}
}

@InProceedings{KhardonRo94,
  Title                    = {A note on Horn Theories},
  Author                   = {R. Khardon and D. Roth},
  Year                     = {1994},

  Comment                  = {Manuscript.}
}

@TechReport{KhardonRo94a,
  Title                    = {Learning to Reason},
  Author                   = {R. Khardon and D. Roth},
  Institution              = {Aiken Computation Lab., Harvard University},
  Year                     = {1994},
  Month                    = {1},
  Number                   = {TR-2-94},

  Invisible                = {true}
}

@TechReport{KhardonRo94b,
  Title                    = {Reasoning with Models},
  Author                   = {R. Khardon and D. Roth},
  Institution              = {Aiken Computation Lab., Harvard University},
  Year                     = {1994},
  Month                    = {1},
  Number                   = {TR-1-94},

  Invisible                = {true}
}

@InProceedings{KhardonRo94c,
  Title                    = {Exploiting Relevance through Model-based reasoning},
  Author                   = {R. Khardon and D. Roth},
  Booktitle                = {Proc. of the AAAI Fall Symposium on Relevance},
  Year                     = {1994},
  Pages                    = {109-114},

  Url                      = {http://cogcomp.org/papers/relevanceP.pdf}
}

@InProceedings{KhardonRo94d,
  Title                    = {Learning to Reason},
  Author                   = {R. Khardon and D. Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {1994},
  Pages                    = {682--687},

  Acceptance               = {222/725 (31\%)},
  Url                      = {http://cogcomp.org/papers/KhardonRo94a.pdf}
}

@InProceedings{KhardonRo94e,
  Title                    = {Reasoning with Models},
  Author                   = {R. Khardon and D. Roth},
  Booktitle                = {Proc. of the Conference on Artificial Intelligence (AAAI)},
  Year                     = {1994},
  Pages                    = {1148--1153},

  Acceptance               = {225/725 (31\%)},
  Url                      = {http://cogcomp.org/papers/KhardonRo94.pdf}
}

@InProceedings{DanielsMiRo93,
  Title                    = {Finding the Maximum Area Axis-Parallel Rectangle in a Simple Polygon},
  Author                   = {K. Daniels and V. J. Milenkovic and D. Roth},
  Booktitle                = {Proc. of the Canadian Conference on Computational Geometry (CCCG)},
  Year                     = {1993},
  Pages                    = {322--327}
}

@InProceedings{KushilevitzRo93,
  Title                    = {On Learning Visual Concepts and DNF Formulae},
  Author                   = {A. Kushilevitz and D. Roth},
  Booktitle                = {Proc. of the ACM Conference on Computational Learning Theory (COLT)},
  Year                     = {1993},
  Pages                    = {317--326},

  Comment                  = {30/83 (37%)}
}

@InProceedings{Roth93,
  Title                    = {On the hardness of approximate reasoning},
  Author                   = {D. Roth},
  Booktitle                = {Proc. of the International Joint Conference on Artificial Intelligence (IJCAI)},
  Year                     = {1993},
  Month                    = {8},
  Pages                    = {613--618},

  Acceptance               = {220/876 (25\%)},
  Comment                  = {Hardness of Reasoning with Bayesian Networks; Exact inference is #P-Complete; Approximate Reasoning is NP-Hard.}
}

@InProceedings{MavronicolasRo92,
  Title                    = {Efficient, Strongly Consistent Implementation of Shared Memory},
  Author                   = {M. Mavronicolas and D. Roth},
  Booktitle                = {Proc. of the Workshop on Distributed Algorithms (WDAG)},
  Year                     = {1992},
  Pages                    = {346--361},

  Acceptance               = {24/38 (63\%)},
  Url                      = {http://cogcomp.org/papers/wdagP.pdf}
}

@InProceedings{MavronicolasRo91,
  Title                    = {Sequential Consistency and Linearizability: Read/Write Objects},
  Author                   = {M. Mavronicolas and D. Roth},
  Booktitle                = {Proc. of the Allerton Conference on Communications, Control and Computing},
  Year                     = {1991},
  Pages                    = {683--692},

  Acceptance               = {32/77 (42\%)}
}

@comment{jabref-meta: keypatterndefault:[authRoth][shortyear];}