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@inproceedings{shahaf-www12,
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@inproceedings{nakashole-wsdm11,
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  year      = {2011},
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@inproceedings{becker-wsdm10,
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  year      = {2010},
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@InProceedings{lin-kdd11,
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  year      = {2011}
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@InProceedings{petrovic-naacl10,
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@inproceedings{lin-kdd10,
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@InProceedings{popescu-www11,
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@inproceedings{turian-acl10,
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@inproceedings{pantel-acl06,
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@inproceedings{Stanford-NER,
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@inproceedings{wang-iswc07,
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@inproceedings{panimages-mtsummit07,
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@article{mausam-aij10,
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@inproceedings{hoffmann-acl11,
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@inproceedings{ritter-acl10,
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@inproceedings{tlin-emnlp10,
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@inproceedings{fader-emnlp11,
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@inproceedings{mausam-emnlp12,
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@inproceedings{etzioni-ijcai11,
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    Year           = {2009}
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@Inproceedings{lin-akbc12,
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    Year           = {2012}
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@inproceedings{carlson-wsdm,
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@inproceedings{textrunner,
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@inproceedings{Bergsma08,
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@inproceedings{Pantel07,
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@inproceedings{Erk07,
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@inproceedings{dagan-acl93,
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@incollection{weka,
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@inproceedings{snow06,
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@inproceedings{wu-weld-acl10,
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@inproceedings{ritter-lda-sp,
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@INPROCEEDINGS{stevenson-fazly-north-04,
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@inproceedings{shimohata-97,
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@inproceedings{carlson-aaai10,
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  title          = "{E}ffects of {A}djective {O}rientation and {G}radability on {S}entence {S}ubjectivity",
  booktitle      = {Procs. of COLING},
  pages          = {299-305}, 
 year = {2000} }


@inproceedings{riloff2003-1,
  author         = {Riloff, E. and Wiebe, J. and Wilson, T.},
  title          = "{L}earning {S}ubjective {N}ouns {U}sing {E}xtraction {P}attern {B}ootstrapping",
  booktitle      = {Procs. of CoNLL},
  pages          = {25-32s}, 
  year = {2003} 
}

@inproceedings{brody-naacl10,
  author    = {Samuel Brody and
               Noemie Elhadad},
  title     = {An Unsupervised Aspect-Sentiment Model for Online Reviews},
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  pages     = {804-812}
}


@article{pang-ftir07,
  author    = {Bo Pang and
               Lillian Lee},
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  year      = {2007},
  pages     = {1-135}
}

@inproceedings{pang2002,
  author         = {Pang, B, Lee L. and Vaithyanathan, S.},
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  year = {2002} }

@inproceedings{turney2002,
  author         = {Turney, P. D.},
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  year = {2002} }


@inproceedings{mckeownAdjectives,
  author         = {Hatzivassiloglou, V. and  McKeown, K. },
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@inproceedings{yu2003,
  author         = {Yu, H. and Hatzivassiloglou, V.},
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  year = {2003} }


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@inproceedings{ lin-icml03-wkshp,
    author = "Lin, W. and Yangarber, R. and Grishman, R.",
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    address = "Washington, D.C",
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    year = "2003" }



@inproceedings{conf/www/AgichteinLG01,
  author         = {Agichtein, E. and Lawrence, S. and Gravano, L.},
  title          = "{L}earning {S}earch {E}ngine {S}pecific {Q}uery {T}ransformations
                   for {Q}uestion {A}nswering",
  booktitle      = {Procs. of the 10th International World Wide Web Conference},
  pages          = {169-178},
  address        =  "Hong Kong, China",
  year           = 2001,
  url            = {http://www.informatik.uni-trier.de/~ley/db/conf/www/www2001.html#AgichteinLG01},

}


@inproceedings{conf/sigmod/AgichteinGV01,
  author         = {Agichtein, E. and Gravano, L. and Pavel, J. and
                   Sokolova, V. and Voskoboynik, A.},
  title          = "{S}nowball: {A} {P}rototype {S}ystem for {E}xtracting {R}elations
                   from {L}arge {T}ext {C}ollections",
  bookTitle      = {Procs. of the 2001 ACM SIGMOD International Conference on Management of Data},
  url            = {http://www.informatik.uni-trier.de/~ley/db/conf/sigmod/sigmod2001.html#AgichteinGV01},
  address        = "Santa Barbara, California",
  year           = 2001,
}

@inproceedings{Brin-webdbb98,
    author = "Brin, S.",
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@inproceedings{ace-lrec2004,
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    author = "Skounakis,M. and Craven, M and Ray, S.",
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    year = "2003" }


@inproceedings{ Sombatsrisomboon,
    author = "Sombatsrisomboon, R. and Matsuo, Y. and Ishizuka, M.",
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    address = "Maebashi City, Japan",
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@inproceedings{ ravichandran-acl2002,
        author = "Ravichandran, D. and Hovy, D.",
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        title = "{L}earning {S}urface {T}ext {P}atterns for a {Q}uestion {A}nswering {S}ystem",
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        booktitle = "Procs. of the 40th Annual Meeting of the Association for Computational Linguistics", 
        address = "Philadelphia, Pennsylvania" }

@inproceedings{ kia-www,
        author = "Etzioni, O. and Cafarella, M. and Downey, D. and Kok, S. and Popescu, A. and Shaked, T. and Soderland, S. and Weld, D. and Yates, A.",
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@inproceedings{ kia-www04,
        author = "Etzioni, O. and Cafarella, M. and Downey, D. and Kok, S. and Popescu, A. and Shaked, T. and Soderland, S. and Weld, D. and Yates, A.",
        year = "2004",
        title = "{W}eb-{S}cale {I}nformation {E}xtraction in {KnowItAll}",
        booktitle = "Proceedings of World Wide Web Conference"
}

@inproceedings{ kia-aaai,
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		Weld, D. and Yates, A.",
        year = "2004",
        title = "{M}ethods for domain-independent information extraction
			from the {Web}: {An} experimental comparison",
        pages = "391--398",
        booktitle = "Procs. of the 19th National Conference on
			Artificial Intelligence (AAAI-04)", 
        address = "San Jose, California"
}


@inproceedings{ cohen99recognizing,
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@inproceedings{ nigam-kdd00,
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  address = "Boston, Massachussetts" }



@Article{journals/ml/NigamMTM00,
  Author         = {Nigam, K. and McCallum, A. and Thrun, S.
                   and Mitchell, T.},
  Title          = "{T}ext {C}lassification from {L}abeled and {U}nlabeled
                   {D}ocuments using {EM}",
  Journal        = {Machine Learning},
  Volume         = {39},
  Number         = {2/3},
  Pages          = {103-134},
  year           = 2000
}


@inproceedings{ cohen02learningwrappers,
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@misc{ turney-types,
  author = "Turney P. D.",
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@inproceedings{ turney-thumbsup,
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@article{ wordnet,
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@article{ cohen00webcollaborative,
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@article{ turney-littman-03,
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@inproceedings{ jones-atem03,
  author = "Jones, R. and Ghani, R. and Mitchell, T. and Riloff, E.",
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  address = "Catvat--Dubrovnik, Croatia" }


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  pages = "21-29",
  address = "Edmonton, Canada" }



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  institution = "University of Washington Computer Science and Engineering",
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    address = "Philadelphia, Pennsylvania" }

@article{ turney01mining,
    author = "Turney, P. D.",
    title = "{M}ining the {Web} for {S}ynonyms: {PMI--{IR}} versus {LSA} on {TOEFL}",
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@inproceedings{ riloff-aaai99,
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@article{ soderland99learning,
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@inproceedings{ califf98relational,
    author = "Califf, M.E. and Mooney, R.J.",
    title = "{R}elational {L}earning of {P}attern-{M}atch {R}ules for {I}nformation {E}xtraction",
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@inproceedings{ ciravegna2001adaptive,
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@inproceedings{ agichtein03querying,
  author = "Agichtein, E. and Gravano, L.",
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@inproceedings{ collins99unsupervised,
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  year = "1999",
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@inproceedings{ nigam-ijcai99,
  author = "Nigam, K. and Lafferty, J. and McCallum, A.",
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@inproceedings{ ciravegna03integrating,
  author = "Ciravegna, F. and Dingli, A. and Guthrie, D. and Wilks, Y.",
  title = "{I}ntegrating {I}nformation to {B}ootstrap {I}nformation {E}xtraction from {W}eb {S}ites",
  year = "2003",
  pages = "9-14",
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  address = "Acapulco, Mexico" }

@incollection{NIPS2005_887,
author = {Snow, R. and Jurafsky, D. and Ng, A.Y.},
title = "{L}earning {S}yntactic {P}atterns for {A}utomatic {H}ypernym {D}iscovery",
booktitle = "Advances in Neural Information Processing Systems 17",
editor = "Lawrence K. Saul and Yair Weiss and {L\'{e}on} Bottou",
publisher = "MIT Press",
address = "Cambridge, MA",
year = "2005",
}

@inproceedings{ downey-ijcai2005,
    Author = {Downey, D. and Etzioni, O. and Soderland, S.},
    Title = "{A} {P}robabilistic {M}odel of {R}edundancy in {I}nformation {E}xtraction",
    booktitle = "Procs. of IJCAI", 
    booktitlefull = "Procs. of the 19th International Joint Conference on Artificial Intelligence (IJCAI 2005)",
    year = "2005" 
}

@inproceedings{ anon-downey-ijcai05,
    Author = {Anonymous},
    Title = "A Probabilistic Model of Redundancy in Information Extraction",
    booktitle = "Procs. of IJCAI", 
    booktitlefull = "Procs. of the 19th International Joint Conference on Artificial Intelligence (IJCAI 2005)",
    year = "2005" 
}


@inproceedings{ cafarella-www05,
Author ={Cafarella, M. and Etzioni, O.},
Title = "{A} {S}earch {E}ngine for {N}atural {L}anguage {A}pplications",
booktitle = "Procs. of the 14th International World Wide Web Conference (WWW 2005)",
year= "2005",
address="Tokyo, Japan"}

@inproceedings{ cafarella-emnlp05,
    Author = {Cafarella, M. and Downey, D. and Soderland, S. and Etzioni, O.},
    Title = "{KnowItNow}: Fast, Scalable Information Extraction from the {Web}",
    booktitle = "Procs. of EMNLP",
    year = "2005" 
}

@inproceedings{ anon-cafarella-www05,
Author ={Anonymous},
Title = "A Search Engine for Natural Language Applications",
booktitle = "Procs. of the 14th International World Wide Web Conference (WWW 2005)",
year= "2005"}

@INProceedings{ddowney-atem04,
    Author         = {Downey, D. and Etzioni, O. and Soderland, S. and Weld, D.S.},
    Title          = "{L}earning {T}ext {P}atterns for {W}eb {I}nformation {E}xtraction and {A}ssessment",
    Booktitle      = {AAAI-04 Workshop on Adaptive Text Extraction and Mining},
    pages = "50--55",
    Year           = {2004}
}


@inproceedings( krupka-muc3,
  author=       "G. Krupka and P. Jacobs and L. Rau and L. Iwanska",
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@inproceedings( etzioni-sss94,
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@inproceedings( lehnert-muc5,
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@inproceedings( fisher-muc6,
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  year         = "2006",
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