Proceedings of the 3rd Workshop on Continuous Vector Space Models and their Compositionality

著者: Kazuma Hashimoto, Yoshimasa Tsuruoka, Samuel Bowman, Christopher Potts, Christopher D. Manning, Jackie Chi, Kit Cheung, Kristina Toutanova, Danqi Chen, Nathanael Chambers, Daniel Jurafsky, John Duchi, Elad Hazan, Yoram Singer, John Rupert, Firth, Edward Grefenstette, Mehrnoosh Sadrzadeh, Edward Grefenstette, Georgiana Dinu, Yao-Zhong Zhang, Mehrnoosh Sadrzadeh, Marco Baroni, Kazuma Hashimoto, Pontus Stenetorp, Makoto Miwa, Yoshimasa Tsuruoka, Karl Moritz, Hermann, Phil Blunsom, Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Stephen Pulman, Omer Levy, Yoav Goldberg, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Dmitrijs Milajevs, Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Matthew Purver, Jeff Mitchell, Mirella Lapata, Jeff Mitchell, Mirella Lapata, Yusuke Miyao, Jun'ichi Tsujii, Yusuke Miyao, Tomoko Ohta, Katsuya Masuda, Yoshimasa Tsuruoka, Kazuhiro Yoshida, Takashi Ninomiya, Jun'ichi Tsujii, Masayasu Muraoka, Sonse Shimaoka, Kazeto Yamamoto, Yotaro Watanabe, Naoaki Okazaki, Kentaro Inui, Tamara Polajnar, Laura Rimell, Stephen Clark, Richard Socher, Eric Huang, Jeffrey Pennin, Christopher Manning, Andrew Ng, Richard Socher, John Bauer, Christopher Manning, Ng Andrew, Y, D Chen, R Socher, C Manning, A Ng, B Coecke, M Sadrzadeh, S Clark, I Dagan, O Glickman, B Magnini, C Goller, A Kuchler, E Grefenstette, M Sadrzadeh, S Clark, B Coecke, S Pulman, E Grefenstette, K Hermann, E Grefenstette, P Blunsom, M Hodosh, P Young, A Lai, J Hockenmaier, T Icard, L Moss, O Irsoy, C Cardie, T Janssen, D Klein, C Manning, P Liang, M Jordan, D Klein, A Maas, A Hannun, A Ng, B Maccartney, C Manning, M Marelli, L Bentivogli, M Baroni, R Bernardi, S Menini, R Zamparelli, M Marelli, S Menini, M Baroni, L Bentivogli, R Bernardi, R Zamparelli, J Mitchell, M Lapata, B Partee, J Pennington, R Socher, C Manning, T Rocktschel, M Bosnjak, S Singh, S Riedel, R Socher, E Huang, J Pennington, C Manning, A Ng ; A, R Socher, J Pennington, E Huang, A Ng, C Manning, R Socher, B Huval, C Manning, A Ng, R Socher, A Perelygin, J Wu, J Chuang, C Manning, A Ng, C Potts, Eneko Agirre, Mona Diab, Daniel Cer, Aitor Gonzalez-Agirre, Michele Banko, Michael Cafarella, Stephen Soderland, Matthew Broadhead, Oren Etzioni, Marco Baroni, Alessandro Lenci, Marco Baroni, Georgiana Dinu, Germn Kruszewski, Islam Beltagy, Cuong Chau, Gemma Boleda, Dan Garrette, Katrin Erk, Raymond Mooney, Kurt Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, Jamie Taylor, C Razvan, Raymond Bunescu, Mooney, Jenny Finkel, Trond Grenager, Christopher Manning, Lev Finkelstein, Evgeniy Gabrilovich, Yossi Matias, Ehud Rivlin, Zach Solan, Gadi Wolfman, Eytan Ruppin, Abhijeet Gupta, Gemma Boleda, Marco Baroni, Sebastian Pad, Aurlie Herbelot, Mohan Ganesalingam, Paul Mcnamee, Hoa Dang, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, Jeffrey Pennington, Richard Socher, Christopher Manning, Sebastian Riedel, Limin Yao, Andrew Mccallum, Benjamin Marlin, Stephen Roller, Katrin Erk, Gemma Boleda, Jasper Snoek, Hugo Larochelle, Ryan Adams, Richard Socher, Eric Huang, Jeffrey Pennin, Christopher Manning, Andrew Ng, Ichiro Yamada, Kentaro Torisawa, Jun'ichi Kazama, Kow Kuroda, Masaki Murata, Stijn Saeger, Francis Bond, Asuka Sumida, Peter Young, Alice Lai, Micah Hodosh, Julia Hockenmaier, A Lotfi, Zadeh, Andrew David M Blei, Michael Ng, Jordan, Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko, Christopher Andrew M Dai, Olah, Greg Quoc V Le, Corrado, C Scott, Susan Deerwester, Thomas Dumais, George Landauer, Richard Furnas, Harshman, K Ms Fabian, Gjergji, Gerhard, Evgeniy Gabrilovich, Shaul Markovitch, Eric Huang, Richard Socher, Christopher Manning, Andrew Ng, V Quoc, Tomas Le, Mikolov, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Jeffrey Pennington, Richard Socher, Christopher Manning, Roy Rada, Hafedh Mili, Ellen Bicknell, Maria Blettner, Philip Resnik, Sebastian Riedel, Limin Yao, Andrew Mccallum, Benjamin Marlin, Richard Socher, Danqi Chen, Christopher Manning, Andrew Ng, Jason Weston, Antoine Bordes, Oksana Yakhnenko, Nicolas Usunier, Zhibiao Wu, Martha Palmer, Chang Xu, Yalong Bai, Jiang Bian, Bin Gao, Gang Wang, Xiaoguang Liu, Tie-Yan Liu, Mo Yu, Mark Dredze, Eric Huang, Richard Socher, Christopher Manning, Andrew Ng, Girish Nath, Jha, Reinhard Kneser, Hermann Ney, Philipp Koehn, Franz, Josef Och, Daniel Marcu, Philipp Koehn, Hieu Hoang, Alexandra Birch, Chris Callison-Burch, Marcello Federico, Nicola Bertoldi, Brooke Cowan, Wade Shen, Christine Moran, Richard Zens, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Jeff Mitchell, Mirella Lapata, Josef Franz, Hermann Och, Ney, Josef Franz, Och, Kishore Papineni, Salim Roukos, Todd Ward, Wei-Jing Zhu, Marius Pas ca, Dekang Lin, Jeffrey Bigham, Andrei Lifchits, Alpa Jain, Jeffrey Pennington, Richard Socher, Christopher Manning, Richard Socher, Jeffrey Pennington, Eric Huang, Andrew Ng, Christopher Manning, Andreas Stolcke, Haiyang Wu, Daxiang Dong, Wei He, Xiaoguang Hu, Dianhai Yu, Hua Wu, Haifeng Wang, Ting Liu, Jiajun Zhang, Shujie Liu, Mu Li, Ming Zhou, Chengqing Zong, Will Zou, Richard Socher, Daniel Cer, Christopher Manning, Amittai Axelrod, Xiaodong He, Jianfeng Gao, Nguyen Bach, Roger Hsiao, Matthias Eck, Paisarn Charoenpornsawat, Stephan Vogel, Tanja Schultz, Ian Lane, Alex Waibel, Alan Black, D Bahdanau, K Cho, Y Bengio, Yoshua Bengio, Rejean Ducharme, Pascal Vincent, Christian Jauvin, Yoshua Bengio, Jrme Louradour, Ronan Collobert, Jason Weston, Nicola Bertoldi, Mauro Cettolo, Marcello Federico, Christian Buck, Mauro Cettolo, Nicola Bertoldi, Marcello Federico, Holger Schwenk, Loc Barrault, Christophe Servan, Kyunghyun Cho, Bart Van Merrinboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, Yoshua Bengio, Kevin Duh, Graham Neubig, Katsuhito Sudoh, Hajime Tsukada, George Foster, Roland Kuhn, Shahab Jalalvand, Philipp Koehn, Josh Schroeder, Philipp Koehn, Franz, Josef Och, Daniel Marcu, Stefan Kombrink, Tomas Mikolov, Martin Karafit, Luks Burget, Hai-Son Le, I Oparin, A Allauzen, J-L Gauvain, F Yvon, Hai-Son Le, Alexandre Allauzen, Franc ois Yvon, Tom Mikolov, Martin Karafit, Luk Burget, Jan ernock, Sanjeev Khudanpur, A Tom Mikolov, D Deoras, L Povey, J Burget, ernock, Robert Moore, William Lewis, Josef Franz, Hermann Och, Ney, Josef Franz, Och, K Papineni, S Roukos, T Ward, W Zhu, Junho Park, Xunying Liu, J Mark, Phil Gales, Woodland, Holger Schwenk, Fethi Bougares, Loc Barrault, Holger Schwenk, Holger Schwenk, Holger Schwenk, Yangyang Shia, Martha Larsona, Catholijn Jonkera, Martin Sundermeyer, Ralf Schlter, Hermann Ney, O Sutskever, Q Vinyals, Le, Jan Trmal, Jan Zelinka, Ludek Mller, Kaisheng Yao, Dong Yu, Frank Seide, Hang Su, Li Deng, Yifan Gong, Jason Yosinski, Jeff Clune, Yoshua Bengio, Hod Lipson, Kurt Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, Jamie Taylor, Antoine Bordes, Jason Weston, Ronan Collobert, Yoshua Bengio, Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko, Kai-Wei Chang, Wen-Tau Yih, Bishan Yang, Christopher Meek, Xin Dong, Evgeniy Gabrilovich, Geremy Heitz, Wilko Horn, Ni Lao, Kevin Murphy, Thomas Strohmann, Shaohua Sun, Wei Zhang, Matt Gardner, Partha Talukdar, Bryan Kisiel, Tom Mitchell, Matt Gardner, Partha Talukdar, Jayant Krishnamurthy, Tom Mitchell, Ni Lao, William Cohen, Ni Lao, Tom Mitchell, William Cohen, Ni Lao, Amarnag Subramanya, Fernando Pereira, William Cohen, C Dong, Jorge Liu, Nocedal, Maximilian Nickel, Hans-Peter Volker Tresp, Kriegel, Maximilian Nickel, Xueyan Jiang, Volker Tresp, Sebastian Riedel, Limin Yao, Benjamin Marlin, Andrew Mccallum, Martin Riedmiller, Heinrich Braun, Gjergji Fabian M Suchanek, Gerhard Kasneci, Weikum, Zhen Wang, Jianwen Zhang, Jianlin Feng, Zheng Chen, Bishan Yang, Wen-Tau Yih, Xiaodong He, Jianfeng Gao, Li Deng - CVSC 2015 被引用: 52

We present an implicit tensor factorization method for learning the embeddings of transitive verb phrases. Unlike the implicit matrix factorization methods recently proposed for learning word embeddings, our method directly models the interaction between predicates and their two arguments, and learns verb phrase embeddings. By representing transitive verbs as matrices, our method captures multiple meanings of transitive verbs and disambiguates them taking their arguments into account. We evaluate our method on a widely-used verb disambiguation task and three phrase similarity tasks. On the disambiguation task, our method outperforms previous state-ofthe-art methods. Our experimental results also show that adjuncts provide useful information in learning the meanings of verb phrases.