Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing

Authors: Oren Melamud, Omer Levy, Ido Dagan, Vivek Kumar, Rangarajan Sridhar, Ana Zelaia, Olatz Arregi, Basilio Sierra, Mikael Kgebck, Fredrik Johansson, Richard Johansson, Devdatt Dubhashi, Chenglong Ma, Weiqun Xu, Peijia Li, Yonghong Yan, Thien Nguyen, Ralph Grishman, Jay Urbain, Glenn Bushee, Paul Knudson, George Kowalski, Brad Taylor, Erick Fonseca, Sandra Alusio, Chris Biemann, Martin Riedl, Chris Biemann, Danqi Chen, Christopher Manning, Adriano Ferraresi, Eros Zanchetta, Marco Baroni, Silvia Bernardini, A Aw, M Zhang, J Xiao, J Su, Y Bengio, R Ducharme, P Vincent, C Jauvin, Y Bengio, J Louradour, R Collobert, J Weston, E Brill, R Moore, R Collobert, J Weston, R Collobert, K Kavukcuoglu, C Farabet, P Cook, S Stevenson, J Elman, B Han, P Cook, Baldwin, B Han, P Cook, T Baldwin, H Hassan, A Menezes, V Levenshtein, D Melamed, T Mikolov, S Kopeck, L Burget, J Cernock, S Khudanpur, T Mikolov, K Chen, G Corrado, J Dean, F Och, L Philips, D Rumelhart, G Hinton, R Williams, K Toutanova, R Moore, J Turian, L Ratinov, Y Bengio, Eric Bengtson, Dan Roth, Anders Bjrkelund, Pierre Nugues, Leo Breiman, Samuel Broscheit, Massimo Poesio, Paolo Simone, Kepa Joseba Ponzetto, Lorenza Rodriguez, Olga Romano, Yannick Uryupina, Roberto Versley, Zanoli, Volha Bryl, Claudio Giuliano, Luciano Serafini, Kateryna Tymoshenko, Kai-Wei Chang, Rajhans Samdani, Alla Rozovskaya, Nick Rizzolo, Mark Sammons, Dan Roth, Scott Deerwester, Susan Dumais, George Furnas, Thomas Landauer, Richard Harshman, G Thomas, Dietterich, George Doddington, Alexis Mitchell, Mark Przybocki, Lance Ramshaw, Stephanie Strassel, Ralph Weischedel, Susan Dumais, Mark Hall, Eibe Franke, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, Ian Witten, K Tin, Jonathan Ho, Sargur Hull, Srihari, Hamidreza Kobdani, Hinrich Schtze, Heeyoung Lee, Angel Chang, Yves Peirsman, Nathanael Chambers, Mihai Surdeanu, Dan Jurafsky, Shalom Lappin, Herbert Leass, D Christopher, Mihai Manning, John Surdeanu, Jenny Bauer, Steven Finkel, David Bethard, Mcclosky, Ruslan Mitkov, Vincent Ng, Kristina Nilsson, Hans Hjelm, Constantin Orsan, Dan Cristea, Ruslan Mitkov, Antnio Branco, Eduard Sameer Pradhan, Mitchell Hovy, Martha Marcus, Lance Palmer, Ralph Ramshaw, ; Weischedel, Lance Sameer Pradhan, Ralph Ramshaw, Jessica Weischedel, Linnea Macbride, Micciulla, Martha Sameer Pradhan, Lance Palmer, Ralph Ramshaw, Mitchell Weischedel, Nianwen Marcus, Xue, Alessandro Sameer Pradhan, Nianwen Moschitti, Olga Xue, Yuchen Uryupina, Zhang, Heeyoung Karthik Raghunathan, Sudarshan Lee, Nathanael Rangarajan, Mihai Chambers, Dan Surdeanu, Christopher Jurafsky, Manning, Marta Recasens, Llus Mrquez, Emili Sapena, M Mart, Mariona Taul, Vronique Hoste, Massimo Poesio, Yannick Versley, C Santos, D Carvalho, Emili Sapena, Llus Padr, Jordi Turmo, M Wee, Hwee Soon, Ng, C Daniel, Lim, Olga Uryupina, Olga Uryupina, Massimo Poesio, Yannick Versley, Paolo Simone, Massimo Ponzetto, Vladimir Poesio, Alan Eidelman, Jason Jern, Xiaofeng Smith, Alessandro Yang, Moschitti, Yoshua Bengio, Rjean Ducharme, Pascal Vincent, Christian Jauvin, Kenneth Church, Patrick Hanks, Oren Etzioni, Michele Banko, Michael Cafarella, Zellig Harris, Eric Huang, Richard Socher, Christopher Manning, Andrew Ng, David Jurgens, Ioannis Klapaftis, Han Jey, Paul Lau, Timothy Cook, Baldwin, Omer Levy, Yoav Goldberg, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, ;, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, George Miller, Sunny Mitra, Ritwik Mitra, Martin Riedl, Chris Biemann, Animesh Mukherjee, Pawan Goyal, Mohammad Nasiruddin, Didier Schwab, Andon Tchechmedjiev, Gilles Srasset, Herv Blanchon, Arvind Neelakantan, Jeevan Shankar, Alexandre Passos, Andrew Mccallum, Patrick Pantel, Dekang Lin, Duc Truong Pham, Stefan Dimov, Nguyen, Hinrich Schtze, Laurens Van Der Maaten, Geoffrey Hinton, Jean Vronis, Douglas Baker, Andrew Mccallum, Somnath Banerjee, Krishnan Ramanathan, Ajay Gupta, Andrew David M Blei, Michael Ng, Jordan, Danushka Bollegala, Yutaka Matsuo, Mitsuru Ishizuka, Mengen Chen, Xiaoming Jin, Dou Shen, Stephane Clinchant, Florent Perronnin, Ronan Collobert, Jason Weston, Lon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, Xia Hu, Nan Sun, Chao Zhang, Tat-Seng Chua, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, Xuan-Hieu Phan, Le-Minh Nguyen, Susumu Horiguchi, Yoshua Bengio, Rjean Ducharme, Pascal Vincent, John Blitzer, Ryan Mcdonald, Fernando Pereira, Elizabeth Boschee, Ralph Weischedel, Alex Zamanian, C Razvan, Raymond Bunescu, Mooney, C Razvan, Raymond Bunescu, Mooney, Yee Chan, Dan Roth, Ronan Collobert, Jason Weston, Ronan Collobert, Jason Weston, Lon Bottou, Koray Michael Karlen, Pavel Kavukcuoglu, Kuksa, Aron Culotta, Jeffrey Sorensen, Hal Daum, Iii, David Ralph Grishman, Adam Westbrook, Meyers, Jing Jiang, Chengxiang Zhai, Iris Hendrickx, Nam Su, Zornitsa Kim, Preslav Kozareva, Nakov, Diarmuid, Sebastian Saghdha, Marco Pad, Lorenza Pennacchiotti, Stan Romano, Szpakowicz, Raphael Hoffmann, Congle Zhang, Xiao Ling, Luke Zettlemoyer, Daniel Weld, Nal Kalchbrenner, Edward Grefenstette, Phil Blunsom, Nanda Kambhatla, Yoon Kim, Yann Lecun, Lon Bottou, Yoshua Bengio, Patrick Haffner, Chunyang Liu, Wenbo Sun, Wenhan Chao, Wanxiang Che, David Mcclosky, Eugene Charniak, Mark Johnson, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean, Mike Mintz, Steven Bills, Rion Snow, Daniel Jurafsky, Andriy Mnih, Geoffrey Hinton, Andriy Mnih, Geoffrey Hinton, Mohit Iyyer, Jordan Boyd-Graber, Leonardo Claudino, Richard Socher, Hal Daum, Iii, Huu Thien, Ralph Nguyen, Grishman, T Truc-Vien, Alessandro Nguyen, Giuseppe Moschitti, Riccardi, Barbara Plank, Alessandro Moschitti, Longhua Qian, Guodong Zhou, Qiaoming Zhu, Peide Qian, Sebastian Riedel, Limin Yao, Andrew Mccallum, Yelong Shen, Xiaodong He, Jianfeng Gao, Li Deng, Grgoire Mesnil, Richard Socher, Eric Huang, Jeffrey Pennington, Andrew Ng, Christopher Manning, Richard Socher, Brody Huval, Christopher Manning, Andrew Ng, Richard Socher, John Bauer, Christopher Manning, Andrew Ng, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Chris Manning, Andrew Ng, Chris Potts, Richard Socher, Danqi Chen, Christopher Manning, Andrew Ng, Ang Sun, Ralph Grishman, Satoshi Sekine, Le Sun, Xianpei Han, Mihai Surdeanu, Julie Tibshirani, Ramesh Nallapati, Christopher Manning, Joseph Turian, Lev Ratinov, Yoshua Bengio, Wen-Tau Yih, Xiaodong He, Christopher Meek, Mo Yu, Matthew Gormley, Mark Dredze, Dmitry Zelenko, Chinatsu Aone, Anthony Richardella, Daojian Zeng, Kang Liu, Siwei Lai, Guangyou Zhou, Jun Zhao, Min Zhang, Jie Zhang, Jian Su, Guodong Zhou, Guodong Zhou, Jian Su, Jie Zhang, Min Zhang, Guodong Zhou, Min Zhang, Donghong Ji, Qiaoming Zhu, Rami Al-Rfou, Bryan Perozzi, Steven Skiena, Nivre Ballesteros, Miguel Ballesteros, Joakim Nivre, Mohit Bansal, Kevin Gimpel, Karen Livescu, Xavier Carreras, Chen, Manning, Danqi Chen, Christopher Manning, Ronan Collobert, Jason Weston, Lon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, Ronan Collobert, Johansson, Nugues, Richard Johansson, Pierre Nugues, Koo, Collins, Terry Koo, Michael Collins, Goldberg Levy, Omer Levy, Yoav Goldberg, F Andr, Dipanjan Martins, Noah Das, Eric Smith, Xing, Pereira, Ryan Mcdonald, Fernando Pereira, Ryan Mcdonald, Fernando Pereira, Kiril Ribarov, Jan Haji, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, Mcdonald Nivre, Joakim Nivre, Ryan Mc-Donald, Lapata, Richard Socher, John Bauer, Christopher Manning, Andrew Ng, Joseph Turian, Lev Ratinov, Yoshua Bengio, Clark Zhang, Yue Zhang, Stephen Clark, Yuan Zhang, Tao Lei, Regina Barzilay, Tommi Jaakkola, C Charu, Chengxiang Aggarwal, Zhai, Somnath Banerjee, Krishnan Ramanathan, Ajay Gupta, Mikhail Belkin, Partha Niyogi, Phil Blunsom, Edward Grefenstette, Nal Kalchbrenner, Deng Cai, Xiaofei He, Jiawei Han, Wen-Yen Chen, Yangqiu Song, Hongjie Bai, Chih-Jen Lin, Edward Chang, Ronan Collobert, Jason Weston, Lon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, John Duchi, Elad Hazan, Yoram Singer, Samah Fodeh, Bill Punch, Pang-Ning Tan, Geoffrey Hinton, Ruslan Salakhutdinov, Eric Huang, Richard Socher, Christopher Manning, Andrew Ng, Peihao Huang, Yan Huang, Wei Wang, Liang Wang, Siwei Lai, Liheng Xu, Kang Liu, Jun Zhao, Tomas Mikolov, Stefan Kombrink, Lukas Burget, Jan Cernocky, Sanjeev Khudanpur, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Y Andrew, Michael Ng, Yair Jordan, Weiss, Jeffrey Pennington, Richard Socher, Christopher Manning, Xuan-Hieu Phan, Le-Minh Nguyen, Susumu Horiguchi, Richard Socher, Jeffrey Pennington, Eric Huang, Andrew Ng, Christopher Manning, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher Manning, Andrew Ng, Christopher Potts, Jiliang Tang, Xufei Wang, Huiji Gao, Xia Hu, Huan Liu, Joseph Turian, Lev Ratinov, Yoshua Bengio, Laurens Van Der Maaten, Geoffrey Hinton, Kiri Wagstaff, Claire Cardie, Seth Rogers, Stefan Schrdl, Yair Weiss, Antonio Torralba, Rob Fergus, Jianhua Yin, Jianyong Wang, Daojian Zeng, Kang Liu, Siwei Lai, Guangyou Zhou, Jun Zhao, Dell Zhang, Jun Wang, Deng Cai, Jinsong Lu, Ju D Apresjan, Marco Baroni, Georgiana Dinu, Germn Kruszewski, Gemma Boleda, Sabine Schulte Im Walde, Toni Badia, Gemma Boleda, Sebastian Pad, Jason Utt, Ann Copestake, Ted Briscoe, Ann Copestake, Lorraine Barry J Devereux, Jeroen Tyler, Billi Geertzen, Randall, Douwe Kiela, Stephen Clark, Omer Levy, Yoav Goldberg, Martnez Hctor, Bolette Alonso, Nria Sandford Pedersen, Bel, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, James Pustejovsky, Lauren Romeo, Sara Mendes, Nria Bel, Lauren Romeo, Gianluca Lebani, Nria Bel, Alessandro Lenci, ;, Lauren Romeo, Sara Mendes, Nria Bel, Roy Schwartz, Roi Reichart, Ari Rappoport, Jason Utt, Sebastian Pad, Taylor Berg-Kirkpatrick, Alexandre Bouchard-Ct, John Denero, Dan Klein, Avrim Blum, Tom Mitchell, Peter Peter F Brown, Robert Desouza, Vincent Mercer, Pietra Della, Jenifer Lai, Christos Christodoulopoulos, Sharon Goldwater, Mark Steedman, Kenneth Church, Michael Collins, Yoram Singer, Dipanjan Das, Slav Petrov, Rong-En Fan, Kai-Wei Chang, Cho-Jui Hsieh, Xiang-Rui Wang, Chih-Jen Lin, Aria Haghighi, Dan Klein, Harold Hotelling, Mark Johnson, Young-Bum Kim, Benjamin Snyder, John Lafferty, Andrew Mccallum, Fernando Cn Pereira, Shen Li, Joao Grac, Ben Taskar, D Christopher, Manning, Joakim Ryan T Mcdonald, Yvonne Nivre, Yoav Quirmbach-Brundage, Dipanjan Goldberg, Kuzman Das, Ganchev, B Keith, Slav Hall, Hao Petrov, Oscar Zhang, Tckstrm, Jean-Baptiste Michel, Yuan Kui Shen, Aviva Presser Aiden, Adrian Veres, K Matthew, Joseph Gray, Dale Pickett, Dan Hoiberg, Peter Clancy, Jon Norvig, Orwant, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Scott Miller, Jethran Guinness, Alex Zamanian, Eric Ringger, Peter Mcclanahan, Robbie Haertel, George Busby, Marc Carmen, James Carroll, Kevin Seppi, Deryle Lonsdale, A Noah, Jason Smith, Eisner, Karl Stratos, Do-Kyum Kim, Michael Collins, Daniel Hsu, Oscar Tckstrm, Dipanjan Das, Slav Petrov, Ryan Mc-Donald, Joakim Nivre, Kristina Toutanova, Mark Johnson, David Yarowsky, Yoshua Bengio, Rejean Ducharme, Pascal Vincent, Christian Jauvin, Sarath Chandar, A, Stanislas Lauly, Hugo Larochelle, Mitesh Khapra, Balaraman Ravindran, Amrita Vikas C Raykar, Saha, Danqi Chen, Christopher Manning, Ronan Collobert, Jason Weston, Ronan Collobert, Jason Weston, Leon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, Stephan Gouws, Yoshua Bengio, Greg Corrado, Karl Moritz, Hermann, Phil Blunsom, E Huang, R Socher, C Manning, A Ng, Alexandre Klementiev, Ivan Titov, Binod Bhattarai, Philipp Koehn, Tom Koisk, Karl Hermann, Phil Blunsom, Quoc Le, Tomas Mikolov, Minh-Thang Luong, Richard Socher, Christopher Manning, Andrew Maas, Raymond Daly, Peter Pham, Dan Huang, Andrew Ng, Christopher Potts, Tomas Mikolov, Martin Karafit, Lukas Burget, Jan Cernock, Sanjeev Khudanpur, Tomas Mikolov, Stefan Kombrink, Lukas Burget, Jan Cernock, Sanjeev Khudanpur, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, Andriy Mnih, Geoffrey Hinton, Frederic Morin, Richard Socher, John Bauer, Christopher Manning, Andrew Ng, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher Manning, Andrew Ng, Christopher Potts, Will Zou, Richard Socher, Daniel Cer, Christopher Manning, Marco Baroni, Georgiana Dinu, Germn Kruszewski, Yoshua Bengio, Aaron Courville, Pascal Vincent, C Scott, Susan Deerwester, Thomas Dumais, George Landauer, Richard Furnas, Harshman, G Thomas, Dietterich, N Michael, Douglas Jk Mewhort Jones, Tao Lei, Yu Xin, Yuan Zhang, Regina Barzilay, Tommi Jaakkola, Omer Levy, Yoav Goldberg, Omer Levy, Yoav Goldberg, David James L Mcclelland, Pdp Rumelhart, Research Group, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, ;, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, Volkan Ustun, Pauls, Kenji Rosenbloom, Abram Sagae, Demski, Rami Al-Rfou, ', Bryan Perozzi, Steven Skiena, Jacob Andreas, Dan Klein, Mohit Bansal, Dan Klein, Mohit Bansal, Kevin Gimpel, Karen Livescu, F Peter, Peter Brown, Robert Desouza, Vincent Mercer, Jenifer Della Pietra, Lai, E Charniak, M Johnson, Danqi Chen, Christopher Manning, Wenliang Chen, Yue Zhang, Min Zhang, M Collins, Ronan Collobert, Jason Weston, Lon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, Paramveer Dhillon, Jordan Rodu, Dean Foster, Lyle Ungar, Manaal Faruqui, Jesse Dodge, K Sujay, Chris Jauhar, Eduard Dyer, Noah Hovy, Smith, Jiang Guo, Wanxiang Che, Haifeng Wang, Ting Liu, Kazuma Hashimoto, Pontus Stenetorp, Makoto Miwa, Yoshimasa Tsuruoka, Sorami Hisamoto, Kevin Duh, Yuji Matsumoto, Eric Huang, Richard Socher, Christopher Manning, Andrew Ng, L Huang, Terry Koo, Xavier Carreras, Michael Collins, Tao Lei, Yu Xin, Yuan Zhang, Regina Barzilay, Tommi Jaakkola, Omer Levy, Yoav Goldberg, Pranava Swaroop Madhyastha, Xavier Carreras, Ariadna Quattoni, R Mcdonald, K Crammer, F Pereira ; A, R Mcdonald, F Pereira, K Ribarov, J Haji, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, ;, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean, Jeffrey Pennington, Richard Socher, Christopher Manning, R Ando, T Zhang, P Bartlett, G Attardi, F Dell'orletta, M Simi, J Turian, Danqi Chen, Christopher Manning, R Collobert, R Collobert, J Weston, R Collobert, P Dhillon, D Foster, L Ungar, John Duchi, Elad Hazan, Yoram Singer, S Hartmann, G Szarvas, I Gurevych, G Hinton, J Mcclelland, D Rumelhart, L Krithika, Kalyana Vasanth, Akondi, Rmi Lebret, Ronan Collobert, Omer Levy, Yoav Goldberg, Christopher Manning, Surdeanu, Mihai, Bauer, John, Finkel, Jenny, Steven Bethard, David Mcclosky, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, J Nivre, Radim ehek, Petr Sojka, K Toutanova, D Klein, C Manning, Y Singer, Hadi Amiri, Tat-Seng Chua, Stefano Baccianella, Andrea Esuli, Fabrizio Sebastiani, Mohit Bansal, Kevin Gimpel, Karen Livescu, Pavel Blinov, Eugeny Kotelnikov, L Jordan, Brianna Boyd-Graber, He Satinoff, Hal He, Iii Daum, Yun-Nung Chen, Alexander Rudnicky, Yejin Choi, Claire Cardie, Trevor Cohn, Philip Blunsom, Marie-Catherine De Marneffe, Christopher Manning, Marie-Catherine De Marneffe, Christopher Manning, Christopher Potts, John Firth, Minqing Hu, Bing Liu, Mohit Iyyer, Jordan Boyd-Graber, Leonardo, Max Claudino, Richard Socher, Hal Daum, Iii, Yohan Jo, Alice Oh, John Lafferty, Andrew Mccallum, Fernando Pereira, Omer Levy, Yoav Goldberg, Chenghua Lin, Yulan He, Bin Lu, Myle Ott, Claire Cardie, Benjamin Tsou, Qiaozhu Mei, Xu Ling, Matthew Wondra, Hang Su, Chengxiang Zhai, Tomas Mikolov, Ilya Sutskever, Kai Chen, Gregory Corrado, Jeffrey Dean, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, Bo Pang, Lillian Lee, Bo Pang, Lillian Lee, Bo Pang, Lillian Lee, Shivakumar Vaithyanathan, Maria Pontiki, Dimitris Galanis, John Pavlopoulos, Harris Papageorgiou, Ion Androutsopoulos, Suresh Manandhar, H Schtze, Hinrich Schtze, Kristina Toutanova, Dan Klein, Christopher Manning, Yoram Singer, Liheng Xu, Kang Liu, Siwei Lai, Yubo Chen, Jun Zhao, Bishan Yang, Claire Cardie, Jing Wayne Xin Zhao, Hongfei Jiang, Xiaoming Yan, Li, Yanyan Zhao, Bing Qin, Ting Liu, Xinjie Zhou, Xiaojun Wan, Jianguo Xiao, R Collobert, J Weston, H Demir, A Ozgur, J Guo, W Che, H Wang, T Liu, F Huang, A Yates, J Lafferty, A Mccallum, F Pereira, T Mikolov, W Yih, G Zweig, J Nocedal, J Turian, L Ratinov, Y Bengio, M Wang, D Manning, K Yu, G Guan, M Zhou, Rami Al-Rfou, Bryan Perozzi, Steven Skiena, Jan Botha, Phil Blunsom, Greg Durrett, John Denero, Tomas Mikolov, Anoop Deoras, Daniel Povey, Lukas Burget, Jan Cernocky, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, ;, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, Arvind Neelakantan, Jeevan Shankar, Alexandre Passos, Andrew Mccallum, Helmut Schmid, D Peter, Turney, Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko, Guillaume Bouchard, Sameer Singh, Theo Trouillon, Kai-Wei Chang, Wen-Tau Yih, Bishan Yang, Christopher Meek, Michael Collins, Sanjoy Dasgupta, Robert Schapire, Deli Miao Fan, Qiang Zhao, Zhiyuan Zhou, Thomas Liu, Edward Zheng, Chang, Richard Harshman, Vinod Nair, Geoffrey Hinton, Maximilian Nickel, Volker Tresp, Maximilian Nickel, Hans-Peter Volker Tresp, Kriegel, Steffen Rendle, Christoph Freudenthaler, Zeno Gantner, Lars Schmidt-Thieme, Sebastian Riedel, Limin Yao, Andrew Mccallum, Benjamin Marlin, P Ajit, Geoffrey Singh, Gordon, R Ledyard, Tucker, Laurens Van Der Maaten, Geoffrey Hinton, Marco Baroni, Silvia Bernardini, Adriano Ferraresi, Eros Zanchetta, Wei-Chen Cheng, Stanley Kok, Hoai Vu Pham, Hai Leong Chieu, Kian Ming, A Chai, Bob Coecke, Mehrnoosh Sadrzadeh, Stephen Clark, John J Godfrey, Edward Holliman, Jane Mcdaniel, Edward Grefenstette, Mehrnoosh Sadrzadeh, Edward Grefenstette, Mehrnoosh Sadrzadeh, Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Stephen Pulman, Tomas Mikolov, Greg Corrado, Kai Chen, Jeffrey Dean, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean, Dmitrijs Milajevs, Matthew Purver, Dmitrijs Milajevs, Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Matthew Purver, Jeff Mitchell, Mirella Lapata, Jeff Mitchell, Mirella Lapata, Jeff Mitchell, Mirella Lapata, F Pedregosa, G Varoquaux, A Gramfort, V Michel, B Thirion, O Grisel, M Blondel, P Prettenhofer, R Weiss, V Dubourg, J Vanderplas, A Passos, D Cournapeau, M Brucher, M Perrot, E Duchesnay, Hoifung Poon, Pedro Domingos, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Chris Manning, Andrew Ng, Chris Potts, Andreas Stolcke, Klaus Ries, Noah Coccaro, Elizabeth Shriberg, Rebecca Bates, Daniel Jurafsky, Paul Taylor, Carol Van Ess-Dykema, Rachel Martin, Marie Meteer, Ilya Sutskever, James Martens, Geoffrey Hinton, Nick Webb, Mark Hepple, Yorick Wilks, Y Bengio, R Ducharme, P Vincent, C Janvin, David Blei, Andrew Ng, Michael Jordan, Jordan Boyd-Graber, David Blei, F Peter, Peter Brown, Robert Desouza, Vincent Mercer, Jenifer Della Pietra, Lai, F Peter, Brown, J Vincent, Stephen Della Pietra, Robert Della Pietra, Mercer, Sarath Chandar, A, Stanislas Lauly, Hugo Larochelle, Mitesh Khapra, Balaraman Ravindran, Amrita Vikas C Raykar, Saha, Danqi Chen, Christopher Manning, R Collobert, J Weston, R Collobert, J Weston, L Bottou, M Karlen, K Kavukcuoglu, P Kuksa, S Dumais, G Furnas, T Landauer, S Deerwester, R Harshman, Manaal Faruqui, Chris Dyer, Stephan Gouws, Yoshua Bengio, Greg Corrado, Spence Green, Nicholas Andrews, Matthew Gormley, Mark Dredze, Christopher Manning, Aria Haghighi, Percy Liang, Taylor Berg-Kirkpatrick, Dan Klein, Karl Moritz, Hermann, Phil Blunsom, E Huang, R Socher, C Manning, A Ng, Alexandre Klementiev, Ivan Titov, Binod Bhattarai, Philipp Koehn, Tom Koisk, Karl Hermann, Phil Blunsom, P Liang, B Taskar, D Klein, Minh-Thang Luong, Richard Socher, Christopher Manning, Andrew Maas, Raymond Daly, Peter Pham, Dan Huang, Andrew Ng, Christopher Potts, Tomas Mikolov, Martin Karafit, Lukas Burget, Jan Cernock, Sanjeev Khudanpur, Tomas Mikolov, Stefan Kombrink, Lukas Burget, Jan Cernock, Sanjeev Khudanpur, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, ;, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean, David Mimno, Hanna Wallach, Jason Naradowsky, David Smith, Andrew Mccallum, Andriy Mnih, Geoffrey Hinton, Frederic Morin, Xiaochuan Ni, Jian-Tao Sun, Jian Hu, Zheng Chen, Yves Peirsman, Sebastian Pad, Jeffrey Pennington, Richard Socher, Christopher Manning, Nick Ruiz, Marcello Federico, Richard Socher, John Bauer, Christopher Manning, Andrew Ng, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher Manning, Andrew Ng, Christopher Potts, Yik-Cheung Tam, Tanja Schultz, J Turian, L Ratinov, Y Bengio, Ivan Vuli, Marie-Francine Moens, Ivan Vulic, Wim Smet, Marie-Francine Moens, Ku Leuven, Mengqiu Wang, Wanxiang Che, Christopher Manning, David Yarowsky, Grace Ngai, Bing Zhao, Eric Xing, Will Zou, Richard Socher, Daniel Cer, Christopher Manning, Marco Baroni, Georgiana Dinu, Germn Kruszewski, F Peter, Peter Brown, Robert Desouza, Vincent Mercer, Jenifer Della Pietra, Lai, Ronan Collobert, Jason Weston, Paramveer Dhillon, Dean Foster, Lyle Ungar, Katrin Erk, Rayid Ghani, Katharina Probst, Yan Liu, Marko Krema, Andrew Fano, John Lafferty, Andrew Mccallum, Fernando Pereira, Dekang Lin, Xiaoyun Wu, Karin Mauge, Khash Rohanimanesh, Jean-David Ruvini, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, Scott Miller, Jethran Guinness, Alex Zamanian, Andriy Mnih, Geoffrey Hinton, Alexandre Passos, Vineet Kumar, Andrew Mccallum, Duangmanee Putthividhya, Junling Hu, Lev Ratinov, Dan Roth, Dan Shen, Jean-David Ruvini, Badrul Sarwar, Jun Suzuki, Hideki Isozaki, Joseph Turian, Lev-Arie Ratinov, Yoshua Bengio, D Peter, Patrick Turney, Pantel, Marco Baroni, Silvia Bernardini, Adriano Ferraresi, Eros Zanchetta, Yoshua Bengio, Rjean Ducharme, Pascal Vincent, Christian Janvin, David Blei, Andrew Ng, Michael Jordan, F Peter, Peter Brown, Robert Desouza, Vincent Mercer, Jenifer Della Pietra, Lai, Elia Bruni, Nam Khanh Tran, Marco Baroni, Kai-Wei Chang, Wen-Tau Yih, Bishan Yang, Christopher Meek, Ronan Collobert, Jason Weston, Lon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, Jacob Devlin, Rabih Zbib, Zhongqiang Huang, Thomas Lamar, Richard Schwartz, John Makhoul, Manaal Faruqui, Jesse Dodge, K Sujay, Chris Jauhar, Eduard Dyer, Noah Hovy, Smith, Lev Finkelstein, Gabrilovich Evgenly, Matias Yossi, Rivlin Ehud, Solan Zach, Wolfman Gadi, Ruppin Eytan, Marti Hearst, Omer Levy, Yoav Goldberg, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Andriy Mnih, Yee Teh, Sebastian Pad, Mirella Lapata, Richard Socher, Eric Huang, Jeffrey Pennington, Andrew Ng, Christopher Manning, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher Manning, Andrew Ng, Christopher Potts, Laurens Van Der Maaten, Geoffrey Hinton, Zhen Wang, Jianwen Zhang, Jianlin Feng, Zheng Chen, Sherief Abdallah, Khaled Shaalan, Muhammad Shoaib, Ahmed Abdul, -Hamid, Kareem Darwish, Alfred Aho, Margaret Corasick, Yassine Benajiba, Paolo Rosso, Yassine Benajiba, Paolo Rosso, Jos-Miguel Bened, Yassine Benajiba, Mona Diab, Paolo Rosso, Yassine Benajiba, Mona Diab, Paolo Rosso, Yassine Benajiba, Imed Zitouni, Mona Diab, Paolo Rosso, Peter Peter F Brown, Robert Desouza, Vincent Mercer, Pietra Della, Jenifer Lai, Kareem Darwish, Wei Gao, Kareem Darwish, Walid Magdy, Ahmed Mourad, Kareem Darwish, Hal Daum, Abhishek Iii, Avishek Kumar, Saha, Ali Elsebai, Farid Meziane, Fatma Zohra, Belkredim, Sergio Ferrndez, Antonio Toral, Antonio Ferrndez, Rafael Ferrndez, Muoz, Nizar Habash, Mona Diab, Owen Rambow, Nizar Habash, Ryan Roth, Owen Rambow, Ramy Eskander, Nadi Tomeh, Jun'ichi Kazama, Kentaro Torisawa, Vladimir I Levenshtein, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, David Nadeau, Satoshi Sekine, Arfath Pasha, Mohamed Al-Badrashiny, 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The lexical substitution task requires identifying meaning-preserving substitutes for a target word instance in a given sentential context. Since its introduction in SemEval-2007, various models addressed this challenge, mostly in an unsupervised setting. In this work we propose a simple model for lexical substitution, which is based on the popular skip-gram word embedding model. The novelty of our approach is in leveraging explicitly the context embeddings generated within the skip-gram model, which were so far considered only as an internal component of the learning process. Our model is efficient, very simple to implement, and at the same time achieves state-ofthe-art results on lexical substitution tasks in an unsupervised setting.