Proceedings of the 5th Workshop on Representation Learning for NLP

著者: Lin Chen, Danlu Chen, Yue Chen, Yu Cheng, Manuel R. Ciosici, William W. Cohen, Christopher Davis, Eliezer De Souza Da, Luciano Silva, Del Corro, Zhihong Deng, Leon Derczynski, Shehzaad Dhuliawala, Giuseppe Antonio, Di Luna, Kalpit Dixit, Aleksandr Drozd, Kevin Duh, Necati Bora, E. Guy, Emerson Fernandes, Orhan Fırat, Rainer Gemulla, Kevin Gimpel, Hongyu Gong, Ana Suárez González, Batool A Haider, He He, Ji He, Jiaji Huang, Sung Hee Hwang, Robin Jia, Mark Johnson, Arzoo Katiyar, Santosh Kesiraju, Douwe Kiela, Ekaterina Kochmar, Julia Kreutzer, Shankar Kumar, John Lalor, Carolin Lawrence, Kenton Lee, Xiang Li, Shaohua Li, Tao Li, Bill Yuchen Lin, Chu‐Cheng Lin, Peng Liu, Feifan Liu, Suresh Manandhar, Luca Massarelli, Sneha Mehta, Todor Mihaylov, Tsvetomila Mihaylova, Swaroop Mishra, Ashutosh Modi, Lili Mou, Maximilian Mozes, Khalil Mrini, Phoebe Mulcaire, Nikita Nangia, Shashi Narayan, Thien Huu Nguyen, Tsuyoshi Okita, Ankur Padia, Ashwin Paranjape, Tom Pelsmaeker, Aleksandra Piktus, Vassilis Plachouras, Edoardo Maria Ponti, Ratish Puduppully, Leonardo Querzoni, Chris Quirk, Vipul Raheja, Muhammad Mahbubur Rahman, Natraj Raman, Surangika Ranathunga, Siva Reddy, Sravana Reddy, Roi Reichart, Devendra Singh Sachan, Marzieh Saeidi, Avneesh Saluja, Hinrich Schütze, Tianze Shi, Vered Shwartz, Kyungwoo Song, Daniil Sorokin, Lucia Specia, Mark Steedman, Karl Stratos, Ming Sun, Jörg Tiedemann, Ivan Titov, Nadi Tomeh, Shubham Toshniwal, Kristina Toutanova, Lifu Tu, Lyle Ungar, Menno van Zaanen, Andrea Vanzo, Shikhar Vashishth, Eva Maria Vecchi, Elena Voita, Yogarshi Vyas, Hai Wang, Bonnie Webber, Dirk Weissenborn, Rodrigo Wilkens, Yuxiang Wu, Yadollah Yaghoobzadeh, Haiqin Yang, Majid Yazdani, Wen-tau Yih, Yu Hong, Wenxuan Zhou, Dong Zhou, Xiangyang Zhou, Imed Zitouni, Diarmuid Ó Séaghdha, Robert Östling, Zihan Liu, I Nyoman Adi Winata, Pascale Fung, Tyler A. Chang, Anna N. Rafferty, Yonatan Belinkov, Llus Mrquez, Hassan Sajjad, Nadir Durrani, Fahim Dalvi, James Glass, Terra Blevins, Omer Levy, Luke Zettlemoyer, ; Benjamin Van Durme, Alessandro Sameer Pradhan, Nianwen Moschitti, Olga Xue, Yuchen Uryupina, Zhang, Vasin Punyakanok, Dan Roth, Wen-Tau Yih, Zhiying Qian, Susan Garnsey, Kiel Christianson, Holger Schwenk, Matthijs Douze, Rico Sennrich, Barry Haddow, Alexandra Birch, Xing Shi, Inkit Padhi, Kevin Knight, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, Lukasz Kaiser, Illia Polosukhin, Shuangzhi Wu, Ming Zhou, Dongdong Zhang, Ben Athiwaratkun, Andrew Wilson, Ben Athiwaratkun, Andrew Wilson, Anima Anandkumar, R Samuel, Gabor Bowman, Christopher Angeli, Christopher Potts, Manning, R Samuel, Luke Bowman, Oriol Vilnis, Andrew Vinyals, Rafal Dai, Samy Jozefowicz, Bengio, Daniel Cer, Mona Diab, Eneko Agirre, Inigo Lopez-Gazpio, Lucia Specia, Alexis Conneau, Douwe Kiela, Holger Schwenk, Loc Barrault, Antoine Bordes, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Sepp Hochreiter, Jrgen Schmidhuber, Yoon Kim, Sam Wiseman, Andrew Miller, David Sontag, Alexander Rush, Tim Diederik P Kingma, Rafal Salimans, Xi Jozefowicz, Ilya Chen, Max Sutskever, Welling, Ryan Kiros, Yukun Zhu, Ruslan Salakhutdinov, Richard Zemel, Antonio Torralba, Raquel Urtasun, Sanja Fidler, Wei-Jen Ko, Greg Durrett, Junyi Jessy Li, Jessy Junyi, Ani Li, Nenkova, Annie Louis, Ani Nenkova, Yishu Miao, Lei Yu, Phil Blunsom, Jeffrey Pennington, Richard Socher, Christopher Manning, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Fatemeh Torabi Asr, Robert Zinkov, Michael Jones, Jose Camacho, -Collados, Mohammad Taher, Pilehvar, Silvio Cordeiro, Carlos Ramisch, Marco Idiart, Aline Villavicencio, Guy Emerson, Ann Copestake, Guy Emerson, Ann Copestake, John R Firth, Jean Mark, Gawron, Aurlie Herbelot, Maria Eva, Vecchi, Felix Hill, Roi Reichart, Anna Korhonen, Lillian Lee, Xiang Li, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Tom Mikolov, Wen-Tau Yih, Geoffrey Zweig, Aida Nematzadeh, Stephan Meylan, Thomas Griffiths, Karl Pearson, Jeffrey Pennington, Richard Socher, Christopher Manning, Lonneke Van Der Plas, Jrg Tiedemann, Carlos Ramisch, Silvio Cordeiro, Leonardo Zilio, Marco Idiart, Aline Villavicencio, Charles Spearman, Amos Tversky, Liu Xuecheng, Dzmitry Bahdanau, Shikhar Murty, Michael Noukhovitch, Thien Huu Nguyen, Harm De Vries, Aaron Courville, Marco Baroni, Mikhail Belkin, Daniel Hsu, Siyuan Ma, Soumik Mandal, Simon Du, Xiyu Zhai, Barnabas Poczos, Aarti Singh, Jakob Foerster, Alexandros Ioannis, Nando Assael, Shimon De Freitas, Whiteson, Abhinav Gupta, *, Agnieszka Sowik, *, William Hamilton, Mateja Jamnik, Sean Holden, Christopher Pal, Laura Harding Graesser, Kyunghyun Cho, Douwe Kiela, Eric Jang, Shixiang Gu, Ben Poole, Simon Kirby, Monica Tamariz, Hannah Cornish, Kenny Smith, Satwik Kottur, Jos Moura, Stefan Lee, Dhruv Batra, Angeliki Lazaridou, Alexander Peysakhovich, Marco Baroni, Jason Lee, Kyunghyun Cho, Jason Weston, Douwe Kiela, Yuanzhi Li, Yingyu Liang, Chris Maddison, Andriy Mnih, Yee Teh, Igor Mordatch, Pieter Abbeel, Preetum Nakkiran, Gal Kaplun, Yamini Bansal, Tristan Yang, Boaz Barak, Ilya Sutskever, Tessa Verhoef, Simon Kirby, Bart De Boer, Noga Zaslavsky, Charles Kemp, Terry Regier, Naftali Tishby, C Bao, D Bollegala, P Bojanowski, E Grave, A Joulin, T Mikolov, D Bollegala, K Hayashi, K Kawarabayashi, S Bonnabel, R Sepulchre, J Coates, D Bollegala, P Dhillon, D Foster, L Ungar, L Finkelstein, E Gabrilovich, Y Matias, E Rivlin, Z Solan, G Wolfman, E Ruppin, G Halawi, G Dror, E Gabrilovich, Y Koren, F Hill, R Reichart, A Korhonen, P Jawanpuria, A Balgovind, A Kunchukuttan, B Mishra, D Jurgens, P Turney, S Mohammad, K Holyoak, J Lee, T Luong, R Socher, C Manning, T Mikolov, I Sutskever, K Chen, G Corrado, J Dean, G Miller, W Charles, B Mishra, G Meyer, S Bonnabel, R Sepulchre, A Muromgi, K Sirts, S Laur, J O'neill, D Bollegala, J Pennington, R Socher, C Manning, H Rubenstein, J Goodenough, J Townsend, N Koep, S Weichwald, J Turian, L Ratinov, B Bengio, W Yin, H Shutze, Jean Alaux, Edouard Grave, Marco Cuturi, Armand Joulin, Mikel Artetxe, Gorka Labaka, Eneko Agirre, Mikel Artetxe, Gorka Labaka, Eneko Agirre, Mikel Artetxe, Gorka Labaka, Eneko Agirre, Mikel Artetxe, Gorka Labaka, Eneko Agirre, Kyunghyun Cho, Mikel Artetxe, Gorka Labaka, Iigo Lopez-Gazpio, Eneko Agirre, Piotr Bojanowski, Edouard Grave, Armand Joulin, Tomas Mikolov, Alexis Conneau, Guillaume Lample, Marc'aurelio Ranzato, Ludovic Denoyer, Herv Jgou, Goran Glava, Robert Litschko, Sebastian Ruder, Ivan Vuli, Goran Glava, Ivan Vuli, Stephan Gouws, Yoshua Bengio, Greg Corrado, Edouard Grave, Piotr Bojanowski, Prakhar Gupta, Armand Joulin, Tomas Mikolov, Geert Heyman, Ivan Vuli, Marie-Francine Moens, Felix Hill, Roi Reichart, Anna Korhonen, Yedid Hoshen, Lior Wolf, Armand Joulin, Piotr Bojanowski, Tomas Mikolov, Herv Jgou, Edouard Grave, David Kamholz, Jonathan Pool, Susan Colowick, Mladen Karan, Ivan Vuli, Anna Korhonen, Goran Glava, Alexandre Klementiev, Ivan Titov, Binod Bhattarai, Guillaume Lample, Myle Ott, Alexis Conneau, Ludovic Denoyer, Marc'aurelio Ranzato, Robert Litschko, Goran Glava, Simone Paolo Ponzetto, Ivan Vuli, Qianchu Liu, Diana Mccarthy, Ivan Vuli, Anna Korhonen, Tomas Mikolov, Ilya Sutskever, Kai Chen, Gregory Corrado, Jeffrey Dean, Jiaqi Mu, Suma Bhat, Pramod Viswanath, Vivek Vikas Raunak, Florian Gupta, Metze, Sebastian Ruder, Ryan Cotterell, Yova Kementchedjhieva, Anders Sgaard, Sebastian Ruder, Anders Sgaard, Ivan Vuli, ;, Sebastian Ruder, Ivan Vuli, Anders Sgaard, Tal Schuster, Ori Ram, Regina Barzilay, Amir Globerson, Hinrich Schtze, L Samuel, Smith, H David, Steven Turban, Nils Hamblin, Hammerla, Anders Sgaard, Sebastian Ruder, Ivan Vuli, Ivan Vuli, Goran Glava, Roi Reichart, Anna Korhonen, Ivan Vuli, Anna Korhonen, Jeff Da, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Ian Goodfellow, Jonathon Shlens, Christian Szegedy, Chongli Qin, James Martens, Sven Gowal, Dilip Krishnan, Alhussein Fawzi, Soham De, Robert Stanforth, Pushmeet Kohli, Prakhar Sharma, Sumegh Roychowdhury, Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel R Bowman, Zhilin Yang, Zihang Dai, Yiming Yang, Jaime Carbonell, Russ Salakhutdinov, Quoc V Le, Rowan Zellers, Yonatan Bisk, Roy Schwartz, Yejin Choi, Ben Zhou, Daniel Khashabi, Qiang Ning, Dan Roth, Chen Zhu, Yu Cheng, Zhe Gan, Siqi Sun, Thomas Goldstein, Jingjing Liu, Shun-Ichi Amari, Shun-Ichi Amari, Marco Baroni, Georgiana Dinu, Germn Kruszewski, Marco Baroni, Alessandro Lenci, Yoshua Bengio, Rjean Ducharme, Pascal Vincent, Christian Jauvin, Elia Bruni, Nam-Khanh Tran, Marco Baroni, John Bullinaria, Joseph Levy, John Bullinaria, Joseph Levy, Lev Finkelstein, Evgeniy Gabrilovich, Yossi Matias, Ehud Rivlin, Zach Solan, Gadi Wolfman, Eytan Ruppin, Felix Hill, Roi Reichart, Anna Korhonen, Eric Huang, Richard Socher, Christopher Manning, Andrew Ng, Ken Lang, Omer Levy, Yoav Goldberg, Omer Levy, Yoav Goldberg, Ido Dagan, Minh-Thang Luong, Richard Socher, Christopher Manning, Raymond Andrew L Maas, Peter Daly, Dan Pham, Andrew Huang, Christopher Ng, Potts, Tom Mikolov, Martin Karafit, Luk Burget, Jan ernock, Sanjeev Khudanpur, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Tomas Mikolov, Wen-Tau Yih, Geoffrey Zweig, A George, Walter Miller, Charles, Jeffrey Pennington, Richard Socher, Christopher Manning, Kira Radinsky, Eugene Agichtein, Evgeniy Gabrilovich, Shaul Markovitch, Herbert Rubenstein, John Goodenough, David Rumelhart, Geoffrey Hinton, Ronald Williams, Tobias Schnabel, Igor Labutov, David Mimno, Thorsten Joachims, Ashutosh Adhikari, Achyudh Ram, Raphael Tang, Jimmy Lin, Chidanand Apt, Fred Damerau, Sholom Weiss, Jimmy Ba, Rich Caruana, Alexis Conneau, Holger Schwenk, Loc Barrault, Yann Lecun, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Sepp Hochreiter, Jrgen Schmidhuber, Jeremy Howard, Sebastian Ruder, Rie Johnson, Tong Zhang, Yoon Kim, Jingzhou Liu, Wei-Cheng Chang, Yuexin Wu, Yiming Yang, Emma Strubell, Ananya Ganesh, Andrew Mccallum, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma, Wei Wu, Houfeng Wang, Zhilin Yang, Zihang Dai, Yiming Yang, Jaime Carbonell, Russ Salakhutdinov, Quoc Le, Zichao Yang, Diyi Yang, Chris Dyer, Xiaodong He, Alex Smola, Eduard Hovy, R Samuel, Gabor Bowman, Christopher Angeli, Christopher Potts, Manning, Cemil Cengiz, Deniz Ulas, Yuret, Kevin Clark, Minh-Thang Luong, Urvashi Khandelwal, Christopher Manning, Quoc Le, Alexis Conneau, Douwe Kiela, Holger Schwenk, Loc Barrault, Antoine Bordes, Matt Gardner, Joel Grus, Mark Neumann, Oyvind Tafjord, Pradeep Dasigi, Nelson Liu, Matthew Peters, Michael Schmitz, Luke Zettlemoyer, Luheng He, Kenton Lee, Mike Lewis, Luke Zettlemoyer, Sepp Hochreiter, Jrgen Schmidhuber, Jeremy Howard, Sebastian Ruder, Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao, Tom Mccoy, Ellie Pavlick, Tal Linzen, Martha Palmer, Daniel Gildea, Paul Kingsbury, Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan, Edward Yang, Zachary Devito, Zeming Lin, Alban Desmaison, Luca Antiga, Adam Lerer, Jeffrey Pennington, Richard Socher, Christopher Manning, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Alessandro Sameer Pradhan, Nianwen Moschitti, Xue, Tou Hwee, Anders Ng, Olga Bjrkelund, Yuchen Uryupina, Zhi Zhang, Zhong, Resham Ahluwalia, Himani Soni, Edward Callow, Anderson Nascimento, Martine Cock, Herve Bredin, Tommaso Caselli, Nicole Novielli, Viviana Patti, Paolo Rosso, Son Joon, Arsha Chung, Andrew Nagrani, Zisserman, Jiankang Deng, Jia Guo, Niannan Xue, Stefanos Zafeiriou, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Elisabetta Fersini, Debora Nozza, Paolo Rosso, Elisabetta Fersini, Paolo Rosso, Maria Anzovino, G Gelly, J Gauvain, R Hadsell, S Chopra, Y Lecun, Sepp Hochreiter, Jrgen Schmidhuber, Nils Reimers, Iryna Gurevych, Florian Schroff, Dmitry Kalenichenko, James Philbin, Hao Wang, Yitong Wang, Zheng Zhou, Xing Ji, Dihong Gong, Jingchao Zhou, Zhifeng Li, Wei Liu, Yandong Wen, Kaipeng Zhang, Zhifeng Li, Yu Qiao, Alan Akbik, Tanja Bergmann, Roland Vollgraf, Alan Akbik, Duncan Blythe, Roland Vollgraf, Eric Cecil H Brown, Sren Holman, Viveka Wichmann, Velupillai, Jos Ramom, Pichel Campos, Pablo Otero, Iaki Alegria, Loinaz, Joshua Coates, Danushka Bollegala, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Rotem Dror, Gili Baumer, Marina Bogomolov, Roi Reichart, Pablo Gamallo, Jos Pichel, Iaki Alegria, Benjamin Heinzerling, Michael Strube, Benjamin Heinzerling, Michael Strube, Sepp Hochreiter, Jrgen Schmidhuber, Douwe Kiela, Changhan Wang, Kyunghyun Cho, John Lafferty, Andrew Mccallum, Fernando Pereira, Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, Chris Dyer, Yong Luo, Jian Tang, Jun Yan, Chao Xu, Zheng Chen, Nils Reimers, Iryna Gurevych, Pekka Teemu Ruokolainen, Miikka Kauppinen, Krister Silfverberg, Lindn, Jana Strakov, Milan Straka, Jan Haji, Erik Tjong, Kim Sang, Erik Tjong, Kim Sang, Fien De, Meulder, Begoa Altuna, Mara Jess Aranzabe, Arantza Daz De Ilarraza, Maria Barrett, Yova Kementchedjhieva, Yanai Elazar, Desmond Elliott, Anders Sgaard, Andr Bittar, Pascal Amsili, Pascal Denis, Laurence Danlos, Piotr Bojanowski, Edouard Grave, Armand Joulin, Tomas Mikolov, Steven Cao, Nikita Kitaev, Dan Klein, Angel Chang, Christopher Manning, Xilun Chen, Claire Cardie, Francisco Costa, Antnio Branco, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Yaroslav Ganin, Evgeniya Ustinova, Hana Ajakan, Pascal Germain, Hugo Larochelle, Mario Franc ois Laviolette, Victor Marchand, Lempitsky, Rahul Richard Hr Hahnloser, Misha Sarpeshkar, Rodney Mahowald, H Douglas, Seung Sebastian, Kai Hakala, Sampo Pyysalo, Sepp Hochreiter, Jrgen Schmidhuber, Armand Joulin, Piotr Bojanowski, Tomas Mikolov, Herv Jgou, Edouard Grave, Phillip Keung, Vikas Bhardwaj, John Lafferty, Andrew Mccallum, Fernando Pereira, Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, Chris Dyer, Guillaume Lample, Alexis Conneau, Egoitz Laparra, Dongfang Xu, Steven Bethard, Kenton Lee, Yoav Artzi, Jesse Dodge, Luke Zettlemoyer, Yitong Li, Timothy Baldwin, Trevor Cohn, Qianchu Liu, Diana Mccarthy, Ivan Vuli, Anna Korhonen, Ilya Loshchilov, Frank Hutter, Robert Mchardy, Heike Adel, Roman Klinger, Telmo Pires, Eva Schlinger, Dan Garrette, E Raff, J Sylvester, Tal Schuster, Ori Ram, Regina Barzilay, Amir Globerson, Jasdeep Singh, Bryan Mccann, Richard Socher, Caiming Xiong, L Samuel, Smith, H David, Steven Turban, Nils Hamblin, Hammerla, Jannik Strtgen, Michael Gertz, Jannik Strtgen, Michael Gertz, Jannik Strtgen, Michael Gertz, Jannik Strtgen, Anne-Lyse Minard, Lukas Lange, Manuela Speranza, Bernardo Magnini, Henry Tsai, Jason Riesa, Melvin Johnson, Naveen Arivazhagan, Xin Li, Amelia Archer, Yonatan Belinkov, James Glass, Yonatan Belinkov, Llus Mrquez, Hassan Sajjad, Nadir Durrani, Fahim Dalvi, James Glass, Terra Blevins, Omer Levy, Luke Zettlemoyer, Dominique Brunato, Andrea Cimino, Felice Dell'orletta, Giulia Venturi, Simonetta Montemagni, Alexis Conneau, Germn Kruszewski, Guillaume Lample, Loc Barrault, Marco Baroni, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Kawin Ethayarajh, John Hewitt, Percy Liang, John Hewitt, Christopher Manning, Ganesh Jawahar, Benot Sagot, Djam Seddah, Samuel Unicomb, Gerardo Iiguez, Mrton Karsai, Yannick Lo, Mrton Karsai, Carlos Sarraute, ric Fleury, Aditya Joshi, Sarvnaz Karimi, Ross Sparks, Cecile Paris, Raina Macintyre, Akos Kdr, Grzegorz Chrupaa, Afra Alishahi, Olga Kovaleva, Alexey Romanov, Anna Rogers, Anna Rumshisky, Jiwei Li, Xinlei Chen, Eduard Hovy, Dan Jurafsky, Yongjie Lin, Yi Chern Tan, Robert Frank, Matt Nelson F Liu, Yonatan Gardner, Matthew Belinkov, Noah Peters, Smith, Rebecca Marvin, Tal Linzen, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Joakim Nivre, Marie-Catherine De Marneffe, Filip Ginter, Yoav Goldberg, Jan Hajic, Christopher Manning, Ryan Mcdonald, Slav Petrov, Sampo Pyysalo, Natalia Silveira, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Alessandro Raganato, Jrg Tiedemann, Manuela Sanguinetti, Cristina Bosco, Dinghan Shen, Guoyin Wang, Wenlin Wang, Martin Renqiang Min, Qinliang Su, Yizhe Zhang, Chunyuan Li, Ricardo Henao, Lawrence Carin, Natalia Silveira, Timothy Dozat, Marie-Catherine De Marneffe, Miriam Samuel R Bowman, John Connor, Christopher Bauer, Manning, Ian Tenney, Dipanjan Das, Ellie Pavlick, Jesse Vig, Yonatan Belinkov, Alex Warstadt, Yu Cao, Ioana Grosu, Wei Peng, Hagen Blix, Yining Nie, Anna Alsop, Shikha Bordia, Haokun Liu, Alicia Parrish, Amir Zeldes, Kelly Zhang, Samuel Bowman, Mikel Artetxe, Gorka Labaka, Eneko Agirre, Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, Michael Auli, Piotr Bojanowski, Edouard Grave, Armand Joulin, Tomas Mikolov, Wanxiang Che, Yijia Liu, Yuxuan Wang, Bo Zheng, Ting Liu, Kevin Clark, Minh-Thang Luong, Quoc Le, Christopher Manning, Alexis Conneau, Guillaume Lample, Alexis Conneau, Ruty Rinott, Guillaume Lample, Adina Williams, Samuel Bowman, Holger Schwenk, Veselin Stoyanov, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Timothy Dozat, Christopher Manning, Benjamin Heinzerling, Michael Strube, Benjamin Heinzerling, Michael Strube, Jeremy Howard, Sebastian Ruder, Haoyang Huang, Yaobo Liang, Nan Duan, Ming Gong, Linjun Shou, Daxin Jiang, Ming Zhou, K Karthikeyan, Zihan Wang, Stephen Mayhew, Dan Roth, Taku Kudo, Taku Kudo, John Richardson, Guillaume Lample, Alexis Conneau, Marc'aurelio Ranzato, Ludovic Denoyer, Herv Jgou, Phoebe Mulcaire, Jungo Kasai, Noah Smith, Xiaoman Pan, Boliang Zhang, Jonathan May, Joel Nothman, Kevin Knight, Heng Ji, Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Telmo Pires, Eva Schlinger, Dan Garrette, Ofir Press, Lior Wolf, Radim ehek, Petr Sojka, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Shijie Wu, Mark Dredze, Zhilin Yang, Zihang Dai, Yiming Yang, Jaime Carbonell, Russ Salakhutdinov, Quoc V Le, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Sepp Hochreiter, Jrgen Schmidhuber, Sarthak Jain, Byron Wallace, E Alistair, Tom Johnson, Lu Pollard, H Shen, Mengling Lehman Li-Wei, Mohammad Feng, Benjamin Ghassemi, Peter Moody, Leo Szolovits, Roger Anthony Celi, Mark, Andrew Maas, Raymond Daly, Peter Pham, Dan Huang, Andrew Ng, Christopher Potts, Cynthia Rudin, S Mehdi, Olivier Sajjadi, Mario Bachem, Olivier Lucic, Sylvain Bousquet, Gelly, Sofia Serrano, Noah Smith, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher Manning, Andrew Ng, Christopher Potts, Tishby, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Elena Voita, Rico Sennrich, Ivan Titov, Sarah Wiegreffe, Yuval Pinter, Cristian Bucila, Rich Caruana, Alexandru Niculescu-Mizil, Jonathan Frankle, Michael Carbin, Song Han, Xingyu Liu, Huizi Mao, Jing Pu, Ardavan Pedram, Mark Horowitz, William Dally, Song Han, Jeff Pool, John Tran, William Dally, Dan Hendrycks, Kimin Lee, Mantas Mazeika, Guillaume Klein, Yoon Kim, Yuntian Deng, Jean Senellart, Alexander Rush, Lisa Xiang, Jason Li, Eisner, Zhuang Liu, Mingjie Sun, Tinghui Zhou, Gao Huang, Trevor Darrell, Christos Louizos, Max Welling, Diederik Kingma, Dmitry Molchanov, Arsenii Ashukha, Dmitry Vetrov, Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel Bowman, Haonan Yu, Sergey Edunov, Yuandong Tian, Ari Morcos, Eneko Agirre, Mona Diab, Daniel Cer, Aitor Gonzalez-Agirre, Carl Allen, Timothy Hospedales, Sanjeev Arora, Yuanzhi Li, Yingyu Liang, Tengyu Ma, Andrej Risteski, Sanjeev Arora, Yuanzhi Li, Yingyu Liang, Tengyu Ma, Andrej Risteski, Sanjeev Arora, Yingyu Liang, Tengyu Ma, Sanjeev Arora, Yingyu Liang, Tengyu Ma, Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio, Piotr Bojanowski, Edouard Grave, Armand Joulin, Tomas Mikolov, Alexis Conneau, Douwe Kiela, Alexis Conneau, German Kruszewski, Guillaume Lample, Loic Barrault, Marco Baroni, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Manaal Faruqui, Jesse Dodge, Sujay Kumar Jauhar, Chris Dyer, Eduard Hovy, Noah Smith, Manaal Faruqui, Chris Dyer, Vivek Gupta, Ankit Saw, Pegah Nokhiz, Praneeth Netrapalli, Piyush Rai, Partha Talukdar, T Ian, Jorge Jolliffe, Cadima, Omer Levy, Yoav Goldberg, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, David Mimno, Laure Thompson, Nikola Mrkic, Diarmuid Osaghdha, Blaise Thomson, Jiaqi Mu, Pramod Viswanath, Jeffrey Pennington, Richard Socher, Christopher Manning, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Ye Qi, Devendra Sachan, Matthieu Felix, Sarguna Padmanabhan, Graham Neubig, Vivek Vikas Raunak, Florian Gupta, Metze, Zi Yin, Yuanyuan Shen, Curran Associates, Ronan Collobert, Jason Weston, Lon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, Alexis Conneau, Douwe Kiela, Holger Schwenk, Loc Barrault, Antoine Bordes, James Cross, Liang Huang, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Andrew Drozdov, Patrick Verga, Mohit Yadav, Mohit Iyyer, Andrew Mccallum, Kazuma Hashimoto, Caiming Xiong, Yoshimasa Tsuruoka, Richard Socher, Luheng He, Kenton Lee, Omer Levy, Luke Zettlemoyer, Mohit Iyyer, Varun Manjunatha, Jordan Boyd-Graber, Hal Daum, Iii, Mandar Joshi, Danqi Chen, Yinhan Liu, Luke Daniel S Weld, Omer Zettlemoyer, Levy, Mandar Joshi, Omer Levy, Luke Zettlemoyer, Daniel Weld, Nal Kalchbrenner, Edward Grefenstette, Phil Blunsom, P Diederik, Jimmy Kingma, Ba, Ryan Kiros, Yukun Zhu, Richard Russ R Salakhutdinov, Raquel Zemel, Antonio Urtasun, Sanja Torralba, Fidler, Nikita Kitaev, Steven Cao, Dan Klein, Nikita Kitaev, Dan Klein, Tatsuki Kuribayashi, Hiroki Ouchi, Naoya Inoue, Paul Reisert, Toshinori Miyoshi, Jun Suzuki, Kentaro Inui, Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer, Jiwei Li, Rumeng Li, Eduard Hovy, Qi Li, Tianshi Li, Baobao Chang, Zhouhan Lin, Minwei Feng, Cicero Nogueira Dos Santos, Mo Yu, Bing Xiang, Bowen Zhou, Yoshua Bengio, Nelson Liu, Matt Gardner, Yonatan Belinkov, Matthew Peters, Noah Smith, Hiroki Ouchi, Hiroyuki Shindo, Yuji Matsumoto, Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, 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Robin Jia, Aditi Raghunathan, Kerem Gksel, Percy Liang, Mandar Joshi, Omer Levy, Luke Zettlemoyer, Daniel Weld, Ching-Yun Ko, Zhaoyang Lyu, Lily Weng, Luca Daniel, Ngai Wong, Dahua Lin, Bin Liang, Hongcheng Li, Miaoqiang Su, Pan Bian, Xirong Li, Wenchang Shi, Ben Vinodkumar Prabhakaran, Margaret Hutchinson, Mitchell, Alessandro Sameer Pradhan, Nianwen Moschitti, Olga Xue, Yuchen Uryupina, Zhang, Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin, Zhouxing Shi, Huan Zhang, Kai-Wei Chang, Minlie Huang, Cho-Jui Hsieh, Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel Bowman, Yuan Zhang, Jason Baldridge, Luheng He, Zhengyan Zhang, Xu Han, Zhiyuan Liu, Xin Jiang, Maosong Sun, Qun Liu, Zhengli Zhao, Dheeru Dua, Sameer Singh, Yichao Zhou, Jyun-Yu Jiang, Kai-Wei Chang, Wei Wang - 2020 被引用: 48

Existing models for cross-domain named entity recognition (NER) rely on numerous unlabeled corpus or labeled NER training data in target domains. However, collecting data for low-resource target domains is not only expensive but also time-consuming. Hence, we propose a cross-domain NER model that does not use any external resources. We first introduce a Multi-Task Learning (MTL) by adding a new objective function to detect whether tokens are named entities or not. We then introduce a framework called Mixture of Entity Experts (MoEE) to improve the robustness for zero-resource domain adaptation. Finally, experimental results show that our model outperforms strong unsupervised cross-domain sequence labeling models, and the performance of our model is close to that of the state-of-theart model which leverages extensive resources.