Proceedings of the 5th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis

Authors: Jakob Elming, Dirk Hovy, Barbara Plank, Enrique Amig, Adolfo Corujo, Julio Gonzalo, Edgar Meij, Maarten De, Jorge Carrillo De Albornoz, Irina Chugur, Tamara Martn, Lingjia Deng, Janyce Wiebe, Manfred Klenner, Michael Amsler, Nora Hollenstein, Josef Steinberger, Tom Brychcn, Michal Konkol, Saif Mohammad, Xiaodan Zhu, Joel Martin, Michal Ptaszynski, Fumito Masui, Rafal Rzepka, Kenji Araki, Yoon Kim, Owen Zhang, Tatiana Gasanova, Roman Sergienko, Shakhnaz Akhmedova, Eugene Semenkin, Wolfgang Minker, Hugo Hammer, Erik Solberg, Lilja vrelid, Lu Wang, Claire Cardie, Yoonjung Choi, Siavash Kazemian, Shunan Zhao, Gerald Penn, Pranav Anand, Kevin Reschke, Ron Artstein, Massimo Poesio, Jordan Boyd, -Graber, Philip Resnik, Pi-Chuan Chang, Huihsin Tseng, Dan Jurafsky, Christopher Manning, Yejin Choi, Claire Cardie, Lingjia Deng, Janyce Wiebe, Lingjia Deng, Yoonjung Choi, Janyce Wiebe, Song Feng, Jun Sak Kang, Polina Kuznetsova, Yejin Choi, Amit Goyal, Ellen Riloff, Hal Daum, Iii, Richard Johansson, Alessandro Moschitti, Mikhail Kozhevnikov, Ivan Titov, Lun-Wei Ku, Hsin-Hsi Chen, Jun Li, Maosong Sun, Stefano Baccianella, Andrea Esuli, Fabrizio Sebastiani, A Ferraresi, E Zanchetta, M Baroni, S Bernardini, Simon Clematide, Manfred Klenner, Andrea Esuli, Fabrizio Sebastiani, Eibe Frank, Mark Hall, Geoffrey Holmes, Richard Kirkby, Bernhard Pfahringer, Ian Witten, Len Trigg, Vasileios Hatzivassiloglou, Kathleen Mckeown, Sheng Huang, Zhendong Niu, Chongyang Shi, Hiroshi Kanayama, Tetsuya Nasukawa, Manfred Klenner, Stefanos Petrakis, Bing Liu, Lei Zhang, Karo Moilanen, Stephen Pulman, Alena Neviarouskaya, Helmut Prendinger, Mitsuru Ishizuka, Guang Qiu, Bing Liu, Jiajun Bu, Chun Chen, Maite Taboada, Julian Brooke, Milan Tofiloski, Kimberly Voll, Manfred Stede, Sasha Blair-Goldensohn, Kerry Hannan, Ryan Mcdonald, Tyler Neylon, George Reis, Jeff Reynar, David Blei, Andrew Ng, Michael Jordan, Erik Boiy, Marie-Francine Moens, Meyer Howard, Abrams, Salvatore Attardo, Leo Breiman, Paula Carvalho, Lus Sarmento, Mrio Silva, Eugnio De Oliveira, Chih-Chung Chang, Chih-Jen Lin, Herbert Clark, Richard Gerrig, Corinna Cortes, Vladimir Vapnik, Marlena Creusere, Dmitry Davidov, Ari Rappoport, Dmitry Davidov, Oren Tsur, Ari Rappoport, Rong-En Fan, Chih-Jen Pai-Hsuen Chen, Lin, Elena Filatova, W Raymond, Gibbs, Melanie Harris Glenwright, Penny Pexman, Roberto Gonzlez-Ibez, Smaranda Muresan, Nina Wacholder, Minqing Hu, Bing Liu, Roger Kreuz, Gina Caucci, J Roger, Kreuz, Sam Sachi Kumon-Nakamura, Mary Glucksberg, Brown, Lillian Lee, Constantine Nakassis, Jesse Snedeker, Fabian Pedregosa, Gal Varoquaux, Alexandre Gramfort, Vincent Michel, Bertrand Thirion, Olivier Grisel, Mathieu Blondel, Peter Prettenhofer, Ron Weiss, Vincent Dubourg, Jake Vanderplas, Alexandre Passos, David Cournapeau, Matthieu Brucher, Matthieu Perrot, douard Duchesnay, Antonio Reyes, Paolo Rosso, Davide Buscaldi, Patricia Rockwell, Joseph Tepperman, David Traum, Shrikanth Narayanan, Oren Tsur, Dmitry Davidov, Ari Rappoport, Akira Utsumi, Deirdre Wilson, Dan Sperber, Hsiang-Fu, Fang-Lan Yu, Chih-Jen Huang, Lin, Harry Zhang, Francesco Barbieri, Horacio Saggion, Kalina Bontcheva, Leon Derczynski, Adam Funk, Mark Greenwood, Diana Maynard, Niraj Aswani, Cristina Bosco, Viviana Patti, Andrea Bolioli, Paula Carvalho, Lus Sarmento, J Mrio, Eugnio Silva, De Oliveira, Dmitry Davidov, Oren Tsur, Ari Rappoport, Andrea Esuli, Fabrizio Sebastiani, Elena Filatova, Rachel Giora, Roberto Gonzlez-Ibez, Smaranda Muresan, Nina Wacholder, Nancy Ide, Keith Suderman, Christine Liebrecht, Florian Kunneman, Antal Van Den, Bosch, Joan Lucariello, Stephanie Lukin, Marilyn Walker, George Miller, Christopher Potts, Antonio Reyes, Paolo Rosso, Tony Veale, Kristina Toutanova, Dan Klein, Christopher Manning, Yoram Singer, Akira Utsumi, Tony Veale, Yanfen Hao, Tony Veale, Yanfen Hao, Deirdre Wilson, Dan Sperber, Saima Aman, Stan Szpakowicz, Junko Baba, Fabian Beijer, Bing Liu, Lei Zhang, Vasileios Hatzivassiloglou, Janice Wiebe, Roman Jakobson, Klaus Krippendorff, Junko Minato, David Bracewell, Fuji Ren, Shingo Kuroiwa, Alena Neviarouskaya, Helmut Prendinger, Mitsuru Ishizuka, Michal Ptaszynski, Pawel Dybala, Rafal Rzepka, Kenji Araki, Michal Ptaszynski, Rafal Rzepka, Kenji Araki, Yoshio Momouchi, Kaori Sasai, Janyce Wiebe, Rebecca Bruce, Thomas O'hara, Theresa Wilson, Janyce Wiebe, Hong Yu, Vasileios Hatzivassiloglou, Apoorv Agarwal, Boyi Xie, Ilia Vovsha, Owen Rambow, Rebecca Passonneau, Luciano Barbosa, Junlan Feng, Adam Bermingham, Alan Smeaton, Albert Bifet, Eibe Frank, Lu Chen, Wenbo Wang, Meenakshi Nagarajan, Shaojun Wang, Amit P Sheth, Ilia Chetviorkin, Natalia Loukachevitch, Simon Clematide, Manfred Klenner, Dmitry Davidov, Oren Tsur, Ari Rappoport, Ben He, Craig Macdonald, Jiyin He, Iadh Ounis, Long Jiang, Mo Yu, Ming Zhou, Xiaohua Liu, Tiejun Zhao, Valentin Jijkoun, Maarten De Rijke, Wouter Weerkamp, Saif Mohammad, Cody Dunne, Bonnie Dorr, Vernica Prez-Rosas, Carmen Banea, Rada Mihalcea, Delip Rao, Deepak Ravichandran, Michael Speriosu, Nikita Sudan, Sid Upadhyay, Jason Baldridge, H Takamura, T Inui, M Okumura, Leonid Velikovich, Sasha Blair-Goldensohn, Kerry Hannan, Ryan Mcdonald, Svitlana Volkova, Theresa Wilson, David Yarowsky, Xiaolong Wang, Furu Wei, Xiaohua Liu, Ming Zhou, Ming Zhang, Enrique Amig, Adolfo Corujo, Julio Gonzalo, Edgar Meij, Maarten De Rijke, Enrique Amig, Jorge Carrillo De Albornoz, Irina Chugur, Adolfo Corujo, Julio Gonzalo, Tamara Martn, Edgar Meij, Maarten De Rijke, Damiano Spina, Fabrcio Benevenuto, Gabriel Magno, Tiago Rodrigues, Virglio Almeida, Mudit Bhargava, Pulkit Mehndiratta, Krishna Asawa, Julian Brooke, Graeme Hirst, Mario Cataldi, Luigi Caro, Claudio Schifanella, Moshe Koppel, Shlomo Argamon, Anat Rachel, Shimoni, Robert Layton, Paul Watters, Richard Dazeley, Gerard Lynch, Carl Vogel, Marilyn Franc ois Mairesse, Matthias Walker, Roger Mehl, Moore, O' John, Byungkyu Donovan, Greg Kang, Tobias Meyer, Sibel Hollerer, Adalii, Fernando Perez-Tellez, David Pinto, John Cardiff, Paolo Rosso, Carolyn Ros, Yi-Chia Wang, Yue Cui, Jaime Arguello, Karsten Stegmann, Armin Weinberger, Frank Fischer, Takeshi Sakaki, Makoto Okazaki, Yutaka Matsuo, Damiano Spina, Julio Gonzalo, Enrique Amig, Hans Van Halteren, Carl Vogel, Ger Lynch, Erwan Moreau, Liliana Sanchez, Phil Ritchie, Jianshu Weng, Bu-Sung Lee, Surender Reddy Yerva, Zoltn Mikls, Karl Aberer, A Aue, M Gamon, F Debole, F Sebastiani, J Demsar, R Fan, K Chang, J Hsieh, X Wang, C Lin, A Maas, R Daly, P Pham, D Huang, A Ng, C Potts, J Martineau, T Finin, B Pang, L Lee, B Pang, L Lee, R Socher, J Pennington, E Huang, A Ng, C Manning, R Socher, B Huval, C Manning, A Ng, R Trivedi, J Eisenstein, S Wang, C Manning, D Wang, H Zhang, C Whitelaw, N Garg, S Argamon, A Yessenalina, Y Yue, C Cardie, Akhmedova Sh, E Semenkin, T Gasanova, R Sergienko, W Minker, E Semenkin, E Zhukov, H Ishibuchi, T Nakashima, T Murata, J Kennedy, R Eberhart, G Salton, C Buckley, F Shafait, M Reif, C Kofler, T Breuel, P Soucy, G Mineau, J Rocchio, Yang Ch, X Yang, Deb, X Yang, Douglas Bates, Martin Maechler, Ben Bolker, Bernd Bohnet, Joakim Nivre, Bi Chen, Leilei Zhu, Daniel Kifer, Dongwon Lee, E Dijkstra, Xiaowen Ding, Bing Liu, Philip Yu, Matthew Goodwin, Vidhya Ramalingam, Rachel Briggs, Hugo Hammer, Alfred Bratterud, Siri Fagernes, Joan Hooper, Sandra Thompson, Minqing Hu, Bing Liu, Long Jiang, Mo Yu, Ming Zhou, Xiaohua Liu, Tiejun Zhao, Thorsten Joachims, Bing Liu, Team Core, Erik Per, Arne Solberg, Lilja Skjaerholt, Kristin vrelid, Janne Bondi Hagen, Johannessen, Erik Per, Solberg, Andranik Tumasjan, O Timm, Philipp Sprenger, Isabell Sandner, Welpe, Theresa Wilson, Janyce Wiebe, Paul Hoffman, Rob Abbott, Marilyn Walker, Pranav Anand, Jean Fox Tree, Robeson Bowmani, Joseph King, Amjad Abu-Jbara, Mona Diab, Pradeep Dasigi, Dragomir Radev, Emily Bender, Jonathan Morgan, Meghan Oxley, Mark Zachry, Brian Hutchinson, Alex Marin, Bin Zhang, Mari Ostendorf, Yejin Choi, Claire Cardie, Marie-Catherine De Marneffe, Bill Maccartney, Christopher Manning, Xiaowen Ding, Bing Liu, Philip Yu, Andrea Esuli, Fabrizio Sebastiani, Richrd Farkas, Veronika Vincze, Gyrgy Mra, Jnos Csirik, Gyrgy Szarvas, Song Feng, Seok Jun, Polina Kang, Yejin Kuznetsova, Choi, Oliver Ferschke, Iryna Gurevych, Yevgen Chebotar, Michel Galley, Kathleen Mckeown, Julia Hirschberg, Elizabeth Shriberg, Sangyun Hahn, Richard Ladner, Mari Ostendorf, Ahmed Hassan, Vahed Qazvinian, Dragomir Radev, Ahmed Hassan, Amjad Abu-Jbara, Dragomir Radev, Julia Hirschberg, Diane Litman, Thorsten Joachims, Mahesh Joshi, Carolyn Penstein-Ros, John Lafferty, Andrew Mccallum, Fernando Pereira, Yi Mao, Guy Lebanon, Amita Misra, Marilyn Walker, Minghui Qiu, Liu Yang, Jing Jiang, Alan Lee, Eleni Miltsakaki, Livio Robaldo, Aravind Joshi Rashmi Prasad, Nikhil Dinesh, Bonnie Webber, Swapna Somasundaran, Janyce Wiebe, Swapna Somasundaran, Janyce Wiebe, Matt Thomas, Bo Pang, Lillian Lee, Leonid Velikovich, Sasha Blair-Goldensohn, Kerry Hannan, Ryan Mcdonald, Marilyn Walker, Jean Fox Tree, Pranav Anand, Rob Abbott, Joseph King, Marilyn Walker, Pranav Anand, Rob Abbott, Ricky Grant, Wen Wang, Sibel Yaman, Kristin Precoda, Colleen Richey, Geoffrey Raymond, Theresa Wilson, Janyce Wiebe, Paul Hoffmann, Jie Yin, Paul Thomas, Nalin Narang, Cecile Paris, Cem Akkaya, Janyce Wiebe, Rada Mihalcea, Cem Akkaya, Alexander Conrad, Janyce Wiebe, Rada Mihalcea, Cem Akkaya, Janyce Wiebe, Alexander Conrad, Rada Mihalcea, Ron Artstein, Massimo Poesio, Lingjia Deng, Janyce Wiebe, Lingjia Deng, Yoonjung Choi, Janyce Wiebe, Andrea Esuli, Fabrizio Sebastiani, Song Feng, Ritwik Bose, Yejin Choi, Amit Goyal, Ellen Riloff, Hal Daumeiii, Yaw Gyamfi, Janyce Wiebe, Rada Mihalcea, Cem Akkaya, Jay Jiang, David Conrath, Soo-Min Kim, Eduard Hovy, George Miller, Richard Beckwith, Christiane Fellbaum, Derek Gross, Katherine Miller, M Saif, Peter Mohammad, Turney, Bo Pang, Lillian Lee, Wei Peng, Dae Hoon, Park, Ellen Riloff, Ashequl Qadir, Prafulla Surve, Lalindra Silva, Nathan Gilbert, Ruihong Huang, Carlo Strapparava, Alessandro Valitutti, Josef Ruppenhofer, Ines Rehbein, A Balamurali, Aditya Joshi, Pushpak Bhattacharyya, Vassiliki Rentoumi, George Giannakopoulos, Karkaletsis, Vangelis, George Vouros, Kashyap Popat, A Balamurali, Pushpak Bhattacharyya, Gholamreza Haffari, Hassan Saif, Yulan He, Harith Alani, Shitanshu Verma, Pushpak Bhattacharyya, John Blitzer, Mark Dredze, Fernando Pereira, Roberto Gonzlez-Ibez, Smaranda Muresan, Nina ; Acl Wacholder, Paula Carvalho, Lus Sarmento, Mrio Silva, Eugnio De Oliveira, Khurshid Ahmad, David Cheng, Yousif Almas, Werner Antweiler, Murray Frank, Bernhard Boser, Isabelle Guyon, Vladimir Vapnik, Matthew Butler, Vlado Keselj, Wesley Chan, R Sanjiv, Mike Das, Chen, Joseph Davies-Gavin, Clarence Lee, Lingling Zhang, Ann Devitt, Khurshid Ahmad, Brett Drury, J Almeida, Robert Engle, Victor Ng, Tak-Chung Fu, Ka Ki Lee, C Donahue, Fu-Lai Sze, Chak Man Chung, Chak Man Ng, Ng, Thorsten Joachims, Moshe Koppel, Itai Shtrimberg, Chenghua Lin, Yulan He, Victor Niederhoffer, O' Neil, Michael Hare, Adam Davy, Paul Bermingham, Praic Ferguson, Cathal Sheridan, Alan Gurrin, Smeaton, Georgios Paltoglou, Mike Thelwall, Bo Pang, Lillian Lee, Bo Pang, Lillian Lee, Bo Pang, Lillian Lee, Shivakumar Vaithyanathan, C Paul, Tetlock, Wenbin Zhang, Steven Skiena, Stefano Baccianella, Andrea Esuli, Fabrizio Sebastiani, Chih-Chung Chang, Chih-Jen Lin, George Dahl, Hugo Larochelle, Ryan Adams, Rong-En Fan, Kai-Wei Chang, Cho-Jui Hsieh, Xiang-Rui Wang, Chih-Jen Lin, Thorsten Joachims, Alistair Kennedy, Diana Inkpen, Edda Leopold, Jrg Kindermann, Bing Liu, Andrew Maas, Raymond Daly, Peter Pham, Dan Huang, Andrew Ng, Christopher Potts, Justin Martineau, Tim Finin, Vincent Ng, Sajib Dasgupta, S Niaz Arifin, Dat Dai Quoc Nguyen, Son Quoc Nguyen, Pham, Bo Pang, Lillian Lee, Bo Pang, Lillian Lee, Bo Pang, Lillian Lee, Shivakumar Vaithyanathan, Maite Taboada, Julian Brooke, Milan Tofiloski, Kimberly Voll, Manfred Stede, Zhaopeng Tu, Yifan He, Jennifer Foster, Josef Van Genabith, Qun Liu, Shouxun Lin, D Peter, Turney, Sida Wang, Christopher Manning, Casey Whitelaw, Navendu Garg, Shlomo Argamon, Theresa Wilson, Janyce Wiebe, Paul Hoffmann, Luciano Barbosa, Junlan Feng, Hassan Saif, Yulan He, Harith Alani, Apoorv Agarwal, Boyi Xie, Ilia Vovsha, Owen Rambow, Rebecca Passonneau, Siddharth Jain, Sushobhan Nayak, Bin Lu, Myle Ott, Claire Cardie, Benjamin Tsou, Kristina Toutanova, Dan Klein, Christopher Manning, Yoram Singer, Stefano Baccianella, Andrea Esuli, Fabrizio Sebastiani, Peter Dodds, Kameron Harris, Isabel Kloumann, Catherine Bliss, Christopher Danforth, Chih-Chung Chang, Chih-Jen Lin, Quinn Mcnemar, Bo Pang, Lillian Lee, Bing Liu, Bo References, Lillian Pang, Lee, Dragsted, Michael Carl, G Scott, P Odonnell, S Sereno, Salil Joshi, Diptesh Kanojia, Pushpak Bhattacharyya, Subhabrata Mukherjee, Pushpak Bhattacharyya, Akshat Bakliwal, Piyush Arora, Senthil Madhappan-Nikhil Kapre, Mukesh Singh, Vasudeva Varma, Alexandra Balahur, Mark Hall, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, Ian Witten, Minqing Hu, Bing Liu, Soo-Min Kim, Eduard Hovy, Nan Li, Desheng Dash Wu, Christine Liebrecht, Florian Kunneman, Antal Van Den, Bosch, Rada Mihalcea, Courtney Corley, Carlo Strapparava, Karo Moilanen, Stephen Pulman, Arturo Montejo-Raez, Eugenio Martinez-Camara, M, Teresa Martin-Valdivia, L Alfonso Urena-Lopez, Tetsuji Nakagawa, Kentaro Inui, Sadao Kurohashi, Ted Pedersen, Siddharth Patwardhan, Jason Michelizzi, Stefanos Vassiliki Rentoumi, Manfred Petrakis, George Klenner, Vangelis Vouros, Karkaletsis, Vasile Rus, Mihai Lintean, Mihai Vasile Rus, Rajendra Lintean, Nobal Banjade, Dan Niraula, Stefanescu, Jodi Schneider, Alexandre Passant, Stefan Decker, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher Manning, Andrew Ng, Christopher Potts, Sara Owsley Sood, Elizabeth Churchill, Judd Antin, Sara Sood, Judd Antin, Elizabeth Churchill, D Peter, Turney, Lu Xiao, Nicole Askin, G Bruder, J Wiebe, Lingjia Deng, Janyce Wiebe, Lingjia Deng, Yoonjung Choi, Janyce Wiebe, Ryan Doran, Gregory Ward, Meredith Larson, Yaron Mcnabb, Rachel Baker, Song Feng, Ritwik Bose, Yejin Choi, Song Feng, Seok Jun, Polina Kang, Yejin Kuznetsova, Choi, Herbert Paul, Grice, Jerry Hobbs, Mark Stickel, Douglas Appelt, Paul Martin, Joo Martins, Stuart Shapiro, William Rapaport, Janyce Wiebe, Lingjia Deng, Janyce Wiebe, Rada Mihalcea, Janyce Wiebe, Theresa Wilson, Claire Cardie, Janyce Wiebe - 2014 cited by 131

While various approaches to domain adaptation exist, the majority of them requires knowledge of the target domain, and additional data, preferably labeled. For a language like English, it is often feasible to match most of those conditions, but in low-resource languages, it presents a problem. We explore the situation when neither data nor other information about the target domain is available. We use two samples of Danish, a low-resource language, from the consumer review domain (film vs. company reviews) in a sentiment analysis task. We observe dramatic performance drops when moving from one domain to the other. We then introduce a simple offline method that makes models more robust towards unseen domains, and observe relative improvements of more than 50%.