Prompt:
Roser Morante, Andrea Moro,
Alessandro Moschitti, Arjun Mukherjee*, Philippe Muller*, Yugo Murawaki*, Smaranda Muresan
Seiichi Nakagawa, Mikio Nakano, Ndapandula Nakashole, Preslav Nakov, Jason Naradowsky*,
Karthik Narasimhan, Shashi Narayan, Tahira Naseem, Vivi Nastase, Borja Navarro, Roberto Nav-
igli, Mark-Jan Nederhof, Matteo Negri, Aida Nematzadeh, Ani Nenkova*, Graham Neubig*,
Hwee Tou Ng, Vincent Ng, Dong Nguyen, Truc-Vien T. Nguyen, Viet-An Nguyen, Jian-Yun NIE,
Joakim Nivre, Scott Nowson
Douglas O’Shaughnessy, Douglas Oard*, Stephan Oepen, Kemal Oﬂazer, Alice Oh, Jong-Hoon
Oh, Naoaki Okazaki, Manabu Okumura, Constantin Orasan, Miles Osborne, Petya Osenova, Mari
Ostendorf, Ekaterina Ovchinnikova
Ulrike Pado, John Paisley, Alexis Palmer, Martha Palmer*, Patrick Pantel, Aasish Pappu, Ankur
P. Parikh, Cecile Paris, Souneil Park, Patrick Paroubek, Kristen Parton, Marius Pasca, Katerina
Pastra*, Siddharth Patwardhan, Michael J. Paul, Adam Pauls, Bolette Pedersen, Edgar Gonzàlez


Prompt:
Edgar Gonzàlez
Pellicer, Marco Pennacchiotti, Wim Peters, Slav Petrov, Anselmo Peñas, Maciej Piasecki, Olivier
Pietquin, Juan Pino, Yuval Pinter*, Emily Pitler, Paul Piwek, Barbara Plank, Massimo Poesio,
Simone Paolo Ponzetto, Hoifung Poon, Fred Popowich*, Christopher Potts*, Sameer Pradhan,
Rashmi Prasad, Daniel Preo¸tiuc-Pietro, Emily Prud’hommeaux, Adam Przepiórkowski, Laurent
Prévot, Stephen Pulman, Matthew Purver*, Sampo Pyysalo*, Verónica Pérez-Rosas
Guojun Qi, Xian Qian, Lu Qin, Xipeng Qiu, Ariadna Quattoni
xi

Stephan Raaijmakers, Altaf Rahman, Jonathan Raiman, Ganesh Ramakrishnan, Owen Rambow,
Ari Rappoport, Antoine Raux*, Sujith Ravi*, Marta Recasens, Siva Reddy, Sravana Reddy*,
Roi Reichart, Joseph Reisinger, Ehud Reiter, Norbert Reithinger, David Reitter, Steffen Remus,
Matthew Richardson, Sebastian Riedel, Martin Riedl*, German Rigau, Laura Rimell*, Alan Rit-
ter, Brian Roark*, Andrew Rosenberg, Robert Ross, Paolo Rosso, Michael Roth, Joseph Le Roux,


Prompt:
Joseph Le Roux,
Alla Rozovskaya*, Frank Rudzicz, Alexander M. Rush, Christopher Ré
Mrinmaya Sachan, Markus Saers*, Kenji Sagae, Saurav Sahay, Patrick Saint-dizier, Murat Sar-
aclar, Felix Sasaki, Roser Saurí, David Schlangen, Helmut Schmid, Nathan Schneider*, William
Schuler*, Lane Schwartz*, Roy Schwartz*, Holger Schwenk, Djamé Seddah*, Frederique Segond,
Satoshi Sekine, Pavel Serdyukov, Violeta Seretan*, Hendra Setiawan*, Serge Sharoff, Shuming
Shi, Xiaodong Shi, Hiroyuki Shindo, Szymon Sidor, Avirup Sil, Fabrizio Silvestri, Yanchuan
Sim, Khalil Sima’an, Sameer Singh, Gabriel Skantze, Ielka Van Der Sluis, Kevin Small*, Alan
Smeaton, Noah A. Smith*, Richard Socher, Stephen Soderland, Eduardo Lleida Solano, Thamar
Solorio*, Sa-kwang Song, Lucia Specia, Caroline Sporleder*, Rachele Sprugnoli, Vivek Sriku-
mar, Edward Stabler, Maria Staudte, Georg Stemmer, Suzanne Stevenson, Svetlana Stoyanchev*,
Veselin Stoyanov, Keh-Yih Su*, L V Subramaniam, Ke SUN, Le Sun, Weiwei Sun, Xu Sun, Mihai


Prompt:
Weiwei Sun, Xu Sun, Mihai
Surdeanu, Jun Suzuki*, Marc Swerts*, Stan Szpakowicz, Idan Szpektor, Diarmuid Ó Séaghdha,
Anders Søgaard
Marko Tadi´c, Hiroya Takamura, Partha P. Talukdar, Akihiro Tamura, Kumiko Tanaka-Ishii, Joel
Tetreault, Kapil Thadani, Ran Tian, Jörg Tiedemann, Christoph Tillmann, Ivan Titov, Takenobu
Tokunaga*, Sara Tonelli, Kentaro Torisawa*, Kristina Toutanova, Isabel Trancoso, David Traum*,
Richard Tzong-Han Tsai, Reut Tsarfaty, Masashi Tsubaki, Oren Tsur, Yoshimasa Tsuruoka, Oscar
Täckström
Olga Uryupina, Masao Utiyama
Lucy Vanderwende*, Ashish Vaswani, Eva Maria Vecchi, Paola Velardi, Marc Verhagen, Yannick
Versley*, Renata Vieira, Laure Vieu, David Vilar, Aline Villavicencio*, Andreas Vlachos, Svitlana
Volkova, Piek Vossen
Michael Walsh, Stephen Wan, Xiaojun Wan, Bin Wang, Chong Wang, Haifeng Wang, Hongning
Wang, Hsin-Min Wang, Jun Wang, Lu Wang, Leo Wanner, Nigel Ward, Taro Watanabe, Bonnie


Prompt:
Taro Watanabe, Bonnie
Webber, Ingmar Weber, Furu Wei, Gerhard Weikum, Michael White*, Janyce Wiebe*, Jason D
Williams*, Theresa Wilson, Shuly Wintner, Derek F. Wong, Kristian Woodsend, Hua Wu, Joern
Wuebker*
Fei Xia, Bing Xiang, Tong Xiao, Pengtao Xie, Eric Xing, Deyi Xiong, Ruifeng Xu*, Wei Xu, Ying
Xu
Bishan Yang, Charles Yang, Muyun Yang, Yi Yang*, Xuchen Yao, Mark Yatskar, Xing Yi, Wen-
tau Yih, Anssi Yli-Jyrä, Dani Yogatama, Steve Young, Bei Yu, Liang-Chih Yu, Nicholas Yuan,
François Yvon
David Zajic*, Alessandra Zarcone, Xiaodong Zeng, Torsten Zesch, Luke Zettlemoyer, Deniz
Zeyrek, Congle Zhang*, Dongdong Zhang, Hao Zhang, Jiajun Zhang*, Joy Ying Zhang, Min
Zhang, Qi Zhang, Yu Zhang, Yuan Zhang, Yue Zhang, Zhe Zhang, Dongyan Zhao, Jun Zhao,
Shiqi Zhao, Tiejun Zhao, Yanyan Zhao, Bowen Zhou, Guangyou Zhou, Ming Zhou, Yu Zhou,
Jingbo Zhu, Jun Zhu
Secondary Reviewers
Nitish Aggarwal, Zejlko Agic, Henry Anaya-Sanchez, Héctor Martínez Alonso, Shunsuke Aoki,


Prompt:
Shunsuke Aoki,
Kartik Asooja, Isabelle Augenstein, Wilker Aziz
Gianni Barlacchi, Lisa Beinborn, Adrian Benton, Georgeta Bordea, Fethi Bougares, Tim vor der
Brück
xii

Ming-Lun Cai, Hailong Cao, Houwei Cao, Giuseppe Castellucci, Kehai Chen, Xiao Chen, Edgar
Chávez, James Cross, Lei Cui
Dezhong Deng, Aliya Deri, Anton Dil, Xiao Ding, Li Dong, Qing Dou, Avinava Dubey
Bradley Ellert, Aykut Erdem
Yang Feng, Francis Ferraro, Tiziano Flati, Marc Franco-Salvador
Michael Glass, Martin Gleize, Genevieve Gorrell, James Gung, Jiang Guo, Parth Gupta
Patrick Haffner, Wei He, Zhongjun He, Daniel Hershcovich, Cong Duy Vu Hoang, Hao Hu
Ruben Izquierdo
Anders Johannsen
Savvas Karagiannidis, Ghazaleh Kazeminejad, Daniel Khashabi, Jooyeon Kim, Wu Kui, Mikael
Kågebäck
Oier Lopez de Lacalle, Gianluca Lebani, Chen Li, Jing Li, Peng Li, Rui Li, Sujian Li, Jianxun
Lian, Anne-Laure Ligozat, Chen Lin, Xiao Ling, Alessandro Lopopolo, Michal Lukasik, Andy
Lücking
Wei-Yun Ma, Todor Milanov


Prompt:
Wei-Yun Ma, Todor Milanov
Steven Neale, Massimo Nicosia, Hiroshi Noji
Tim O’Gorman, Lydia Odilinye, Alexander Ororbia
Umashanthi Pavalanathan, Benjamin Piwowarski
Preethi Raghavan, Balamurali ANDIYAKKAL RAJENDRAN, Pushpendre Rastogi, Alex Ratner,
Paul Reisert, Marco Tulio Ribeiro
Benoit Sagot, Christer Samuelsson, Fernando Sanchez Vega, Maarten Sap, Daniele Sartiano, Ali-
aksei Severyn, Lifeng Shang, Huaxing Shi, Parinaz Sobhani, Sanja Stajner, Jinsong Su, Elior
Sulem
Kaveh Taghipour, Zhixing Tan, Irina Temnikova, Milan Toﬁloski, Marco Del Tredici, William
Trimble, Marco del Tredici
Jorrig Vogels, Greg Vorsanger, Hoang Cong Duy Vu
Baoxun Wang, Longyue Wang, Quan Wang, Xuancong Wang, Yingzi Wang, Zhongyu Wei, Travis
Wolfe, Shumin Wu
Rui Xia, Xinyan Xiao, Wang Xuancong
Mo Yu
Jia Zeng, Ke Zhai, Ce Zhang, Chunyue Zhang, Meng Zhang, Muyu Zhang, Renxian Zhang, Xi
Zhang, Xiaojun Zhang, Kai Zhao, Kaiqi Zhao, Zhou Zhao, Junguo Zhu, Xiaoning Zhu


Prompt:
Wei-Yun Ma, Todor Milanov
Steven Neale, Massimo Nicosia, Hiroshi Noji
Tim O’Gorman, Lydia Odilinye, Alexander Ororbia
Umashanthi Pavalanathan, Benjamin Piwowarski
Preethi Raghavan, Balamurali ANDIYAKKAL RAJENDRAN, Pushpendre Rastogi, Alex Ratner,
Paul Reisert, Marco Tulio Ribeiro
Benoit Sagot, Christer Samuelsson, Fernando Sanchez Vega, Maarten Sap, Daniele Sartiano, Ali-
aksei Severyn, Lifeng Shang, Huaxing Shi, Parinaz Sobhani, Sanja Stajner, Jinsong Su, Elior
Sulem
Kaveh Taghipour, Zhixing Tan, Irina Temnikova, Milan Toﬁloski, Marco Del Tredici, William
Trimble, Marco del Tredici
Jorrig Vogels, Greg Vorsanger, Hoang Cong Duy Vu
Baoxun Wang, Longyue Wang, Quan Wang, Xuancong Wang, Yingzi Wang, Zhongyu Wei, Travis
Wolfe, Shumin Wu
Rui Xia, Xinyan Xiao, Wang Xuancong
Mo Yu
Jia Zeng, Ke Zhai, Ce Zhang, Chunyue Zhang, Meng Zhang, Muyu Zhang, Renxian Zhang, Xi
Zhang, Xiaojun Zhang, Kai Zhao, Kaiqi Zhao, Zhou Zhao, Junguo Zhu, Xiaoning Zhu
xiii


Prompt:
ACL 2016 Organizing Committee
General Chair
Antal van den Bosch, Radboud University Nijmegen
Program Co-Chairs
Katrin Erk, University of Texas at Austin
Noah A. Smith, University of Washington
Local Organizing Committee
Valia Kordoni (local chair), Humboldt University
Markus Egg (local co-chair), Humboldt University
Kostadin Cholakov, Humboldt University
Maja Popovi´c, Humboldt University
Manfred Stede, University of Potsdam
Anke Lüdeling, Humboldt University
Manfred Krifka, Humboldt University
Ulf Leser, Humboldt University
Yulia Grishina (Student Volunteer Coordinator), University of Potsdam
Workshop Chairs
Jun Zhao, Chinese Academy of Sciences
Sabine Schulte im Walde, IMS Stuttgart
Tutorial Chairs
Alexandra Birch, University of Edinburgh
Willem Zuidema, University of Amsterdam
Publication Chairs
Yannick Versley, Ruprecht-Karls-Universität Heidelberg
Hai Zhao, Shanghai Jiao Tong University
Yusuke Miyao, National Institute of Informatics, Japan
Demonstration Chairs


Prompt:
Demonstration Chairs
Sameer Pradhan, Boulder Learning
Marianna Apidianaki, LIMSI-CNRS
Student Research Workshop Chairs
Will Roberts, Humboldt-Universität zu Berlin
Tao Lei, Massachusetts Institute of Technology
He He, University of Maryland
Faculty Advisors to the Student Research Workshop
Yang Liu, Tsinghua University
ix

Chris Biemann, Technische Universität Darmstadt
Gosse Bouma, University of Groningen
Student Volunteer Coordinator
Yulia Grishina, University of Potsdam
Publicity Chair
Barbara Plank, University of Groningen
Conference Handbook Chair
Florian Kunneman, Radboud University Nijmegen
Business Manager
Priscilla Rasmussen, ACL
Professional Conference Organiser
Con gressa GmbH, Berlin
x

ACL 2016 Program Committee
Omri Abend, Steven Abney, Amjad Abu-Jbara, Heike Adel, Stergos Afantenos, Nitish Aggarwal, ˇZeljko
Agi´c, Eneko Agirre, Cem Akkaya, I˜naki Alegria, Laura Alonso Alemany, Enrique Alfonseca, Afra Alishahi,


Prompt:
Afra Alishahi,
Alexandre Allauzen, David Alvarez-Melis, Waleed Ammar, Jacob Andreas, Ion Androutsopoulos, Gabor
Angeli, Masahiro Araki, Ron Artstein, Yoav Artzi, Kristjan Arumae, Nicholas Asher, AiTi Aw,
JinYeong Bak, Collin Baker, Alexandra Balahur, Timothy Baldwin, Borja Balle, Miguel Ballesteros, David
Bamman, Srinivas Bangalore, Mohit Bansal, Libby Barak, Marco Baroni, Regina Barzilay, Roberto Basili,
David Batista, Timo Baumann, Frederic Bechet, Daniel Beck, N´uria Bel, I. Beltagy, Anja Belz, Fabr´ıcio
Benevenuto, Jonathan Berant, Taylor Berg-Kirkpatrick, Sabine Bergler, Raffaella Bernardi, Robert Berwick,
Steven Bethard, Archna Bhatia, Pushpak Bhattacharyya, Klinton Bicknell, Ann Bies, Alexandra Birch,
Anders Bj¨orkelund, Fr´ed´eric Blain, Nate Blaylock, Bernd Bohnet, Ondˇrej Bojar, Ester Boldrini, Gemma
Boleda, Danushka Bollegala, Claire Bonial, Georgeta Bordea, Antoine Bordes, Johan Bos, Samuel R. Bow-


Prompt:
Johan Bos, Samuel R. Bow-
man, Johan Boye, Kristy Boyer, Cem Bozsahin, S.R.K. Branavan, Ant´onio Branco, Adrian Brasoveanu,
Elia Bruni, Christian Buck, Paul Buitelaar, Harry Bunt, Hendrik Buschmeier,
Aoife Cahill, Lynne Cahill, Jos´e Camacho-Collados, Burcu Can, Nicola Cancedda, Hailong Cao, Kris Cao,
Yunbo Cao, Claire Cardie, Xavier Carreras, John Carroll, Paula Carvalho, Francisco Casacuberta, Helena
Caseli, Tommaso Caselli, Steve Cassidy, Irene Castellon, Giuseppe Castellucci, Asli Celikyilmaz, ¨Ozlem
C¸etino˘glu, Mauro Cettolo, Arun Chaganty, Hou-pong Chan, Jane Chandlee, Angel Chang, Kai-Wei Chang,
Ming-Wei Chang, Wanxiang Che, Ciprian Chelba, Berlin Chen, Boxing Chen, Chen Chen, Hsin-Hsi Chen,
Kehai Chen, Kuan-Yu Chen, Qian Chen, Wenliang Chen, Xixian Chen, Yun-Nung Chen, Zhiyu Chen,
Colin Cherry, Sean Chester, Jackie Chi Kit Cheung, David Chiang, Hai Leong Chieu, Laura Chiticariu,
Kyunghyun Cho, Eunsol Choi, Yejin Choi, Janara Christensen, Christos Christodoulopoulos, Grzegorz


Prompt:
Grzegorz
Chrupała, Alexander Clark, Stephen Clark, Ann Clifton, Maximin Coavoux, Moreno Coco, Trevor Cohn,
Sandra Collovini, Miriam Connor, John Conroy, Paul Cook, Ann Copestake, Ryan Cotterell, Benoit Crabb´e,
Danilo Croce, James Cross, Montse Cuadros, Heriberto Cuayahuitl, Silviu-Petru Cucerzan, Xiaodong Cui,
Jennifer Culbertson, Aron Culotta,
Walter Daelemans, Robert Daland, Amitava Das, Dipanjan Das, Hal Daum´e III, Brian Davison, Munmun
De Choudhury, Adri`a de Gispert, Marie-Catherine de Marneffe, Gerard de Melo, Claudio Delli Bovi, Vera
Demberg, Pascal Denis, Michael Denkowski, Leon Derczynski, Aliya Deri, Nina Dethlefs, Ann Devitt, Ja-
cob Devlin, Giuseppe Di Fabbrizio, Mona Diab, Brian Dillon, Georgiana Dinu, Dmitriy Dligach, Simon
Dobnik, Ellen Dodge, A. Seza Do˘gru¨oz, Doug Downey, Eduard Dragut, Mark Dras, Markus Dreyer, Gre-
gory Druck, Lan Du, Kevin Duh, Jesse Dunietz, Long Duong, Nadir Durrani, Greg Durrett, Chris Dyer,
Marc Dymetman,


Prompt:
Marc Dymetman,
Koji Eguchi, Patrick Ehlen, Vladimir Eidelman, Andreas Eisele, Jacob Eisenstein, Jason Eisner, Michael
Elhadad, Micha Elsner, Nikolaos Engonopoulos, Katrin Erk, Miquel Espl`a-Gomis, Paula Estrella, Keelan
Evanini,
Federico Fancellu, Rui Fang, Manaal Faruqui, Adam Faulkner, Benoit Favre, Anna Feldman, Naomi Feld-
man, Raquel Fernandez, Daniel Fern´andez-Gonz´alez, Simone Filice, Katja Filippova, Orhan Firat, Nicholas
FitzGerald, Margaret Fleck, Fabian Fl¨ock, Enrique Flores, Evandro Fonseca, Mikel Forcada, Markus Fors-
berg, George Foster, James Foulds, Bob Frank, Michael Frank, Stefan L. Frank, Stella Frank, Alexander
xi

Fraser, Dayne Freitag, Annemarie Friedrich, Akinori Fujino,
Yarin Gal, Michel Galley, Carlos Gallo, Bj¨orn Gamb¨ack, Michael Gamon, Kuzman Ganchev, Kavita Gane-
san, Juri Ganitkevitch, Jianfeng Gao, Wei Gao, Miguel A. Garc´ıa-Cumbreras, Claire Gardent, Matt Gard-


Prompt:
Claire Gardent, Matt Gard-
ner, Dan Garrette, Milica Gasic, Kallirroi Georgila, Daniel Gildea, Kevin Gimpel, Maite Gim´enez, Jonathan
Ginzburg, Dimitra Gkatzia, Goran Glavaˇs, Amir Globerson, Yoav Goldberg, Dan Goldwasser, Sharon Gold-
water, Carlos G´omez-Rodr´ıguez, Edgar Gonz´alez Pellicer, Matthew R. Gormley, Cyril Goutte, Joao Graca,
Yvette Graham, Roger Granada, Edouard Grave, Nancy Green, Spence Green, Ed Grefenstette, Denis
Grifﬁs, Tom Grifﬁths, Liane Guillou, Curry Guinn, James Gung, Jiang Guo, Weiwei Guo, Yuhong Guo,
Abhijeet Gupta, Iryna Gurevych, Yoan Gutierrez, Kelvin Guu,
Nizar Habash, Gholamreza Haffari, Hannaneh Hajishirzi, Dilek Hakkani-Tur, John Hale, David Hall, Keith
Hall, William L. Hamilton, Michael Hammond, Bo Han, Greg Hanneman, Christian Hardmeier, Sasa Hasan,
Helen Hastie, Claudia Hauff, Katsuhiko Hayashi, Daqing He, Luheng He, Xiaodong He, Yifan He, Ken-
neth Heaﬁeld, Carmen Heger, Michael Heilman, James Henderson, Matthew Henderson, Aur´elie Herbelot,


Prompt:
Aur´elie Herbelot,
Karl Moritz Hermann, Daniel Hershcovich, Jack Hessel, Felix Hill, Keikichi Hirose, Graeme Hirst, Julian
Hitschler, Anna Hjalmarsson, Kai Hong, Liangjie Hong, Andrea Horbach, Julian Hough, Dirk Hovy, Bo-
June (Paul) Hsu, Liang Huang, Minlie Huang, Ruihong Huang, Mans Hulden, Tim Hunter, Jena D. Hwang,
Ignacio Iacobacci, Ryu Iida, Diana Inkpen, Naoya Inoue, Hitoshi Isahara, Hideki Isozaki, Mohit Iyyer,
Cassandra L. Jacobs, Guillaume Jacquet, Evan Jaffe, Jagadeesh Jagarlamudi, Zunaira Jamil, Peter Jansen,
Laura Jehl, Yacine Jernite, Heng Ji, Yangfeng Ji, Sittichai Jiampojamarn, Jing Jiang, Wenbin Jiang, Xin
Jiang, Salud Mar´ıa Jim´enez Zafra, Anders Johannsen, Richard Johansson, Michael Johnston, Kristiina Joki-
nen, Arne Jonsson, Aditya Joshi, Shaﬁq Joty, Dan Jurafsky, Filip Jurcicek, David Jurgens,
Mijail Kabadjov, Nobuhiro Kaji, Jaap Kamps, Min-Yen Kan, Hiroshi Kanayama, Mladen Karan, Tatsuya


Prompt:
Mladen Karan, Tatsuya
Kawahara, Frank Keller, Casey Kennington, Chlo´e Kiddon, Douwe Kiela, Jae Won Kim, Joon Kim, Jooyeon
Kim, Suin Kim, Sunghwan Kim, Yoon Kim, Young-Bum Kim, Irwin King, Brian Kingsbury, Svetlana
Kiritchenko, Julia Kiseleva, Alexandre Klementiev, Sigrid Klerke, Christoph Kling, Julien Kloetzer, Alistair
Knott, Tom´aˇs Koˇcisk´y, Philipp Koehn, Oskar Kohonen, Prasanth Kolachina, Alexander Koller, Mamoru
Komachi, Kazunori Komatani, Rik Koncel-Kedziorski, Lingpeng Kong, Ioannis Konstas, Hahn Koo, Stefan
Kopp, Moshe Koppel, Valia Kordoni, Anna Korhonen, Bhushan Kotnis, Zornitsa Kozareva, Julia Kreutzer,
Jayant Krishnamurthy, Mark Kroell, Kriste Krstovski, Canasai Kruengkrai, Germ´an Kruszewski, Lun-Wei
Ku, Sicong Kuang, Marco Kuhlmann, Jonas Kuhn, Wu Kui, Shankar Kumar, Nate Kushman, Ilia Kuznetsov,
Polina Kuznetsova, Tom Kwiatkowski, Sandra K¨ubler,
Man Lan, Guy Lapalme, Mirella Lapata, Shalom Lappin, Birger Larsen, Alex Lascarides, Alon Lavie,


Prompt:
Alon Lavie,
Angeliki Lazaridou, Phong Le, Joseph Le Roux, Kenton Lee, Moontae Lee, Sungjin Lee, Yoong Keok Lee,
Tao Lei, Oliver Lemon, Alessandro Lenci, Lori Levin, Gina-Anne Levow, Omer Levy, Mike Lewis, Chen
Li, Fangtao Li, Hang Li, Jing Li, Jiwei Li, Junhui Li, Shoushan Li, Sujian Li, Wenjie Li, Xiaolong Li,
Zhenghua Li, Kexin Liao, Xiangwen Liao, Chin-Yew Lin, Hui Lin, Victoria Lin, Wang Ling, Xiao Ling,
Christina Lioma, Pierre Lison, Diane Litman, Marina Litvak, Biao Liu, Fei Liu, Jiangming Liu, Jing Liu,
Kang Liu, Qun Liu, Yang Liu, Varvara Logacheva, Lucelene Lopes, Adam Lopez, Oier Lopez de Lacalle,
Aurelio Lopez-Lopez, Annie Louis, Bin Lu, Jing Lu, Wei Lu, Andy Luecking, Michal Lukasik, Jiaming
Luo, Minh-Thang Luong, Franco M. Luque,
xii

Shaoping Ma, Qingsong Ma, Shuming Ma, Wolfgang Macherey, Nitin Madnani, Wolfgang Maier, Prodro-
mos Malakasiotis, Suresh Manandhar, Gideon Mann, Christopher D. Manning, Diego Marcheggiani, Daniel


Prompt:
Diego Marcheggiani, Daniel
Marcu, Marco Marelli, Eugenio Mart´ınez C´amara, Toni Marti, Patricio Martinez-Barco, H´ector Mart´ınez
Alonso, Eugenio Mart´ınez C´amara, Fernando Mart´ınez Santiago, Eugenio Mart´ınez-C´amara, Fernando
Javier Mart´ınez Santiago, Andr´e F. T. Martins, Vivien Mast, Yuichiro Matsubayashi, Takuya Matsuzaki,
Jonathan May, Diana Maynard, Diana McCarthy, David McClosky, Ryan McDonald, Tara McIntosh, Kathy
McKeown, Louise McNally, Beata Megyesi, Yashar Mehdad, Oren Melamud, Arul Menezes, Fandong
Meng, Helen Meng, Florian Metze, Haitao Mi, Yishu Miao, Tsvetomila Mihaylova, Tomas Mikolov, Timo-
thy Miller, Tristan Miller, David Mimno, Meg Mitchell, Teruhisa Misu, Yusuke Miyao, Ryosuke Miyazaki,
Daichi Mochihashi, Ashutosh Modi, Marie-Francine Moens, Samaneh Moghaddam, Saif Mohammad, Karo
Moilanen, Luis Gerardo Mojica de la Vega, M. Dolores Molina-Gonz´alez, Manuel Montes, Andres Mon-


Prompt:
Manuel Montes, Andres Mon-
toyo, Christof Monz, Taesun Moon, Roser Morante, Silvio Moreira, Alessandro Moschitti, Arjun Mukher-
jee, Philippe Muller, Yugo Murawaki, Gabriel Murray, Llu´ıs M´arquez, Thomas M¨uller,
Masaaki Nagata, Satoshi Nakamura, Mikio Nakano, Yukiko Nakano, Preslav Nakov, Courtney Napoles,
Jason Naradowsky, Karthik Narasimhan, Vivi Nastase, Borja Navarro, Roberto Navigli, Silvia Necsulescu,
Mark-Jan Nederhof, Sapna Negi, Matteo Negri, Aida Nematzadeh, Graham Neubig, Jun-Ping Ng, Vincent
Ng, Dong Nguyen, Garrett Nicolai, Vlad Niculae, Luis Nieto Pi˜na, Alexandr Nikitin, Zhou Nina, Joakim
Nivre,
Brendan O’Connor, Timothy O’Donnell, Stephan Oepen, Kemal Oﬂazer, Alice Oh, Jong-Hoon Oh, Naoaki
Okazaki, Hiroshi G. Okuno, Constantin Orasan, Vicente Ordonez, Miles Osborne, Diarmuid ´O S´eaghdha,
Mari Ostendorf, Ekaterina Ovchinnikova, Gozde Ozbal,
Sebastian Pad´o, John Paisley, Alexis Palmer, Martha Palmer, Sinno Jialin Pan, Denis Paperno, Ankur P.


Prompt:
Denis Paperno, Ankur P.
Parikh, Cecile Paris, Tommaso Pasini, Peyman Passban, Panupong Pasupat, Siddharth Patwardhan, Michael
J. Paul, Adam Pauls, Ellie Pavlick, Bolette Pedersen, Hao Peng, Nanyun Peng, Gerald Penn, Casper Pe-
tersen, Slav Petrov, Miriam R. L. Petruck, Hieu Pham, Nghia The Pham, Olivier Pietquin, Mohammad
Taher Pilehvar, Manfred Pinkal, Emily Pitler, Paul Piwek, Barbara Plank, Simone Ponzetto, Maja Popovi´c,
Fred Popowich, Matt Post, Christopher Potts, Vinod Prabhakaran, Vinodkumar Prabhakaran, Sameer Prad-
han, Daniel Preot¸iuc-Pietro, Laurent Pr´evot, Stephen Pulman, Matthew Purver, Sampo Pyysalo,
Xian Qian, Xiuming Qiao, Bing Qin, Guang Qiu, Xipeng Qiu, Chris Quirk,
Alessandro Raganato, Preethi Raghavan, Afshin Rahimi, Altaf Rahman, Jonathan Raiman, Gabriela Ram´ırez-
de-la-Rosa, Ari Rappoport, Mohammad Sadegh Rasooli, Antoine Raux, Sujith Ravi, Marta Recasens,
Sravana Reddy, Ines Rehbein, Roi Reichart, Drew Reisinger, David Reitter, Yafeng Ren, Zhaochun Ren,


Prompt:
Yafeng Ren, Zhaochun Ren,
Steve Renals, Evelina Rennes, Corentin Ribeyre, Matthew Richardson, Sebastian Riedel, Jason Riesa, Ver-
ena Rieser, Stefan Riezler, German Rigau, Laura Rimell, Alan Ritter, Brian Roark, Molly Roberts, Tim
Rockt¨aschel, Horacio Rodriguez, Stephen Roller, Laurent Romary, Carolyn Rose, Andrew Rosenberg, Sara
Rosenthal, Paolo Rosso, Michael Roth, Sascha Rothe, Alexander Rudnicky, Josef Ruppenhofer, Alexander
M. Rush,
Mrinmaya Sachan, Mehrnoosh Sadrzadeh, Markus Saers, Kenji Sagae, Horacio Saggion, Benoˆıt Sagot,
Magnus Sahlgren, Patrick Saint-Dizier, Avneesh Saluja, Marc Franco Salvador, Felipe S´anchez-Mart´ınez,
Germ´an Sanchis-Trilles, Urko Sanchez Sanz, Anoop Sarkar, Asad Sayeed, Carolina Scarton, David Schlangen,
xiii

Allen Schmaltz, Helmut Schmid, Nathan Schneider, Alexandra Schoﬁeld, William Schuler, Sabine Schulte
im Walde, Sebastian Schuster, Hinrich Sch¨utze, Lane Schwartz, Roy Schwartz, Chun Wei Seah, Djam´e Sed-


Prompt:
Chun Wei Seah, Djam´e Sed-
dah, Wolfgang Seeker, Yohei Seki, Rico Sennrich, Minjoon Seo, Hendra Setiawan, Izhak Shafran, Apurva
Shah, Kashif Shah, Shiqi Shen, Chaitanya Shivade, Milad Shokouhi, Szymon Sidor, Avirup Sil, Carina Sil-
berer, Mario J. Silva, Fabrizio Silvestri, Khalil Sima’an, Patrick Simianer, Serra Sinem Tekiroglu, Sameer
Singh, Gabriel Skantze, Kevin Small, Noah Smith, Jan ˇSnajder, Jasper Snoek, Richard Socher, Anders
Søgaard, Artem Sokolov, Thamar Solorio, Yan Song, Radu Soricut, Aitor Soroa, Lucia Specia, Caroline
Sporleder, Vivek Srikumar, Edward Stabler, Gabriel Stanovsky, Manfred Stede, Mark Steedman, Amanda
Stent, Brandon Stewart, Matthew Stone, Svetlana Stoyanchev, Veselin Stoyanov, Carlo Strapparava, Kristina
Striegnitz, Markus Strohmaier, Patrick Sturt, Rajen Subba, Katsuhito Sudoh, Weiwei Sun, Xu Sun, Mihai
Surdeanu, Jun Suzuki, John Sylak-Glassman, Gabriel Synnaeve, Stan Szpakowicz, Idan Szpektor,


Prompt:
Idan Szpektor,
Hiroya Takamura, Partha Talukdar, Akihiro Tamura, Duyu Tang, Jian Tang, Jiliang Tang, Mariona Taul´e,
Christoph Teichmann, Irina Temnikova, Joel Tetreault, Kapil Thadani, Ran Tian, J¨org Tiedemann, Ivan
Titov, Takenobu Tokunaga, Katrin Tomanek, Kentaro Torisawa, David Vilar Torres, Kristina Toutanova,
Isabel Trancoso, Harald Trost, Richard Tzong-Han Tsai, Reut Tsarfaty, Kostas Tsioutsiouliklis, Oren Tsur,
Yoshimasa Tsuruoka, Yulia Tsvetkov, Gokhan Tur, Marco Turchi, Oscar T¨ackstr¨om,
L. Alfonso Urena Lopez, Olga Uryupina, Masao Utiyama,
Alessandro Valitutti, Lonneke van der Plas, Lucy Vanderwende, David Vandyke, Marten van Schijndel,
Paola Velardi, Yannick Versley, Renata Vieira, Esa´u Villatoro, Sami Virpioja, Andreas Vlachos, Rob Voigt,
Svitlana Volkova, Titus von der Malsburg, Ngoc Thang Vu,
Marilyn Walker, Byron C. Wallace, Stephen Wan, Xiaojun Wan, Chong Wang, Hsin-Min Wang, Lu Wang,


Prompt:
Hsin-Min Wang, Lu Wang,
Mingxuan Wang, Pidong Wang, Quan Wang, Shaojun Wang, Tong Wang, Wen Wang, Wenya Wang, Yu-
Chun Wang, Nigel Ward, Taro Watanabe, Andy Way, Bonnie Webber, Ingmar Weber, Furu Wei, Albert
Weichselbraun, Keenon Werling, Michael White, Jason D. Williams, Shuly Wintner, Sam Wiseman, Guil-
laume Wisniewski, Kam-Fai Wong, Dekai Wu, Hua Wu, Ji Wu, Shumin Wu, Joern Wuebker,
Fei Xia, Rui Xia, Pengtao Xie, Shasha Xie, Wayne Xin Zhao, Chenyan Xiong, Deyi Xiong, Ruifeng Xu,
Wang Xuancong, Nianwen Xue,
Yadollah Yaghoobzadeh, Grace Yang, Yi Yang, Zi Yang, Mark Yatskar, Wen-tau Yih, Wenpeng Yin, Anssi
Yli-Jyr¨a, Dani Yogatama, Steve Young, Kai Yu, Xiaotian Yu,
Fabio Massimo Zanzotto, Alessandra Zarcone, Daniel Zeman, Xiaodong Zeng, Luke Zettlemoyer, Deniz
Zeyrek, Ke Zhai, Aston Zhang, Chunyue Zhang, Congle Zhang, Hongyi Zhang, Lei Zhang, Meishan Zhang,
Min Zhang, Qi Zhang, Sicong Zhang, Yuan Zhang, Yue Zhang, Zhihua Zhang, Chunyue Zhang, Bing Zhao,


Prompt:
Chunyue Zhang, Bing Zhao,
Kai Zhao, Shenglin Zhao, Tiejun Zhao, Tong Zhao, Guodong Zhou, Qiang Zhou, Xiaodan Zhu, Xiaoning
Zhu, Patrick Ziering, Heike Zinsmeister, Willem Zuidema


Prompt:
Chunyue Zhang, Bing Zhao,
Kai Zhao, Shenglin Zhao, Tiejun Zhao, Tong Zhao, Guodong Zhou, Qiang Zhou, Xiaodan Zhu, Xiaoning
Zhu, Patrick Ziering, Heike Zinsmeister, Willem Zuidema
xiv


Prompt:
Organizing Committee
General Chair:
Chris Callison-Burch, University of Pennsylvania
Program Co-Chairs:
Regina Barzilay, Massachusetts Institute of Technology
Min-Yen Kan, National University of Singapore
Local Organizing Committee:
Priscilla Rasmussen, ACL
Anoop Sarkar, Simon Fraser University
Workshop Chairs:
Wei Xu, Ohio State University
Jonathan Berant, Tel Aviv University
Tutorial Chairs:
Maja Popovi´c, Humboldt-Universität zu Berlin
Jordan Boyd-Graber, University of Colorado, Boulder
Publication Chairs:
Wei Lu, Singapore University of Technology and Design
Sameer Singh, University of California, Irvine
Margaret Mitchell, Google (Advisory)
Demonstration Chairs:
Heng Ji, Rensselaer Polytechnic Institute
Mohit Bansal, University of North Carolina, Chapel Hill
Student Research Workshop Organizers:
Spandana Gella, University of Edinburgh
Allyson Ettinger, University of Maryland, College Park


Prompt:
College Park
Matthieu Labeau, Laboratoire d’Informatique pour la Mécanique et les Sciences de l’Ingénieur
(LIMSI)
Faculty Advisors to the Student Research Workshop:
Cecilia Ovesdotter Alm, Rochester Institute of Technology
Mark Dredze, Johns Hopkins University
Marine Carpuat, University of Maryland, College Park
xi

Publicity Chair:
Charley Chan, Bloomberg
Conference Handbook Chair:
Christian Federmann, Microsoft
Student Volunteer Coordinator:
Maryam Siahbani, University of the Fraser Valley
Webmaster and Appmaster:
Nitin Madnani, Educational Testing Service
xii

Program Committee
Program Committee Co-Chairs
Regina Barzilay, Massachusetts Institute of Technology
Min-Yen Kan, National University of Singapore
Area Chairs
Mausam (Information Extraction and NLP Applications Area)
Omri Abend (Multilingual Area)
Eugene Agichtein (Information Extraction and NLP Applications Area)
Ron Artstein (Dialogue and Interactive Systems Area)


Prompt:
ems Area)
Alexandra Balahur (Sentiment Analysis and Opinion Mining Area)
Mohit Bansal (Vision, Robotics and Grounding Area)
Chia-Hui Chang (Information Extraction and NLP Applications Area)
Grzegorz Chrupała (Machine Learning Area)
Mona Diab (Multilingual Area)
Jason Eisner (Phonology, Morphology and Word Segmentation Area)
Manaal Faruqui (Semantics Area)
Raquel Fernandez (Dialogue and Interactive Systems Area)
Karën Fort (Multidisciplinary Area)
Amir Globerson (Machine Learning Area)
Hannaneh Hajishirzi (Semantics Area)
Chiori Hori (Speech Area)
Tommi Jaakkola (Machine Learning Area)
Yangfeng Ji (Discourse and Pragmatics Area)
Jing Jiang (Information Extraction and NLP Applications Area)
Sarvnaz Karimi (Information Extraction and NLP Applications Area)
Anna Korhonen (Semantics Area)
Zornitsa Kozareva (Information Extraction and NLP Applications Area)
Lun-Wei Ku (Sentiment Analysis and Opinion Mining Area)
Nate Kushman (Vision, Robotics and Grounding Area)
Chia-ying Lee (Speech Area)


Prompt:
Chia-ying Lee (Speech Area)
Oliver Lemon (Dialogue and Interactive Systems Area)
Roger Levy (Cognitive Modeling and Psycholinguistics Area)
Sujian Li (Discourse and Pragmatics Area)
Wenjie Li (Summarization and Generation Area)
Kang Liu (Information Extraction and NLP Applications Area)
Tie-Yan Liu (Information Extraction and NLP Applications Area)
Yang Liu (Machine Translation Area)
Zhiyuan Liu (Social Media Area)
Minh-Thang Luong (Machine Translation Area)
Saif M Mohammad (Sentiment Analysis and Opinion Mining Area)
Alexander M Rush (Summarization and Generation Area)
Haitao Mi (Machine Translation Area)
Alessandro Moschitti (Information Extraction and NLP Applications Area)
Smaranda Muresan (Information Extraction and NLP Applications Area)
Preslav Nakov (Semantics Area)
Graham Neubig (Machine Translation Area)
xiii

Aurélie Névéol (Biomedical Area)
Shimei Pan (Social Media Area)
Michael Piotrowski (Multidisciplinary Area)
Emily Pitler (Tagging, Chunking, Syntax and Parsing Area)


Prompt:
Syntax and Parsing Area)
Barbara Plank (Tagging, Chunking, Syntax and Parsing Area)
Sujith Ravi (Machine Learning Area)
Verena Rieser (Summarization and Generation Area)
Sophie Rosset (Resources and Evaluation Area)
Mehroosh Sadrzadeh (Semantics Area)
Hinrich Schütze (Phonology, Morphology and Word Segmentation Area)
Anders Søgaard (Cognitive Modeling and Psycholinguistics Area)
Karin Verspoor (Biomedical Area)
Aline Villavicencio (Semantics Area)
Svitlana Volkova (Social Media Area)
Bonnie Webber (Discourse and Pragmatics Area)
Deyi Xiong (Machine Translation Area)
William Yang Wang (Machine Learning Area)
Wajdi Zaghouani (Resources and Evaluation Area)
Yue Zhang (Tagging, Chunking, Syntax and Parsing Area)
Hai Zhao (Tagging, Chunking, Syntax and Parsing Area)
Primary Reviewers
Reviewers who are acknowledged by the program committee for providing one or more outstand-
ing reviews are marked with “*”.


Prompt:
with “*”.
Balamurali A R, Mourad Abbas, Omri Abend, Amjad Abu-Jbara, Gilles Adda, Heike Adel, Ster-
gos Afantenos, Apoorv Agarwal, Eneko Agirre, Željko Agi´c, Alan Akbik, Ahmet Aker, Mo-
hammed Alam, Hanan Aldarmaki, Enrique Alfonseca, Afra Alishahi, Laura Alonso Alemany,
David Alvarez-Melis, Maxime Amblard, Maryam Aminian, Silvio Amir, Waleed Ammar, Daniel
Andrade, Jacob Andreas ∗ , Nicholas Andrews ∗ , Ion Androutsopoulos, Galia Angelova, Jean-Yves
Antoine ∗ , Emilia Apostolova, Jun Araki, Yuki Arase, Lora Aroyo, Philip Arthur, Yoav Artzi ∗ ,
Masayuki Asahara, Giuseppe Attardi, AiTi Aw, Ahmed Hassan Awadallah, Wilker Aziz
Collin Baker, Alexandra Balahur, Niranjan Balasubramanian, Timothy Baldwin, Tyler Baldwin,
Miguel Ballesteros, David Bamman, Rafael E. Banchs, Carmen Banea, Ritwik Banerjee, Srini-
vas Bangalore, Libby Barak, Alistair Baron, Marco Baroni, Alberto Barrón-Cedeño, Roberto
Basili, David Batista, Daniel Bauer, Timo Baumann, Daniel Beck, Srikanta Bedathur, Beata


Prompt:
Srikanta Bedathur, Beata
Beigman Klebanov, Kedar Bellare, Charley Beller, Islam Beltagy, Anja Belz, Yassine Bena-
jiba, Fabrício Benevenuto, Luciana Benotti ∗ , Jonathan Berant, Taylor Berg-Kirkpatrick, Sabine
Bergler ∗ , Robert Berwick, Laurent Besacier, Steven Bethard, Archna Bhatia, Chris Biemann,
Joachim Bingel, Or Biran, Alexandra Birch, Arianna Bisazza, Yonatan Bisk, Prakhar Biyani,
Johannes Bjerva, Anders Björkelund, Philippe Blache, Frédéric Blain, Eduardo Blanco, Nate
Blaylock, Bernd Bohnet, Gemma Boleda, Danushka Bollegala, Claire Bonial, Francesca Bonin,
Kalina Bontcheva, Benjamin Börschinger, Johan Bos, Elizabeth Boschee, Florian Boudin, Fethi
Bougares, Samuel Bowman, Johan Boye, Kristy Boyer, Cem Bozsahin, David Bracewell, S.R.K.
Branavan, Pavel Braslavski, Adrian Brasoveanu, Ted Briscoe, Chris Brockett, Julian Brooke,
Elia Bruni, William Bryce, Marco Büchler, Christian Buck, Paul Buitelaar, Harry Bunt, Manuel
Burghardt, David Burkett, Hendrik Buschmeier, Miriam Butt
xiv


Prompt:
Miriam Butt
xiv

José G. C. de Souza, Deng Cai, Jose Camacho-Collados, Berkant Barla Cambazoglu, Erik Cam-
bria, Burcu Can, Marie Candito, Hailong Cao, Kris Cao ∗ , Yuan Cao, Ziqiang Cao, Cornelia
Caragea, Jesus Carde´nosa, Giuseppe Carenini, Marine Carpuat, Xavier Carreras, John Carroll,
Paula Carvalho, Francisco Casacuberta, Helena Caseli, Tommaso Caselli ∗ , Taylor Cassidy, Vitto-
rio Castelli, Giuseppe Castellucci, Asli Celikyilmaz ∗ , Daniel Cer, Özlem Çetino˘glu, Mauro Cet-
tolo, Arun Chaganty, Joyce Chai, Soumen Chakrabarti, Gaël de Chalendar, Yllias Chali, Nathanael
Chambers, Jane Chandlee, Muthu Kumar Chandrasekaran, Angel Chang ∗ , Baobao Chang, Kai-
Wei Chang, Ming-Wei Chang, Snigdha Chaturvedi, Wanxiang Che, Ciprian Chelba, Bin Chen,
Boxing Chen, Chen Chen, Hsin-Hsi Chen, John Chen, Kehai Chen, Kuang-hua Chen, Qingcai
Chen, Tao Chen, Wenliang Chen, Xinchi Chen, Yubo Chen, Yun-Nung Chen, Zhiyuan Chen,


Prompt:
Zhiyuan Chen,
Jianpeng Cheng, Colin Cherry, Sean Chester, Jackie Chi Kit Cheung ∗ , David Chiang, Jen-Tzung
Chien, Hai Leong Chieu, Laura Chiticariu, Eunsol Choi, Kostadin Cholakov, Shamil Chollampatt,
Jan Chorowski, Christos Christodoulopoulos, Tagyoung Chung, Kenneth Church, Mark Cieliebak ∗ ,
Philipp Cimiano, Alina Maria Ciobanu ∗ , Alexander Clark ∗ , Jonathan Clark, Stephen Clark, Ann
Clifton, Maximin Coavoux, Kevin Cohen, Nigel Collier, Michael Collins, Sandra Collovini, Miriam
Connor, John Conroy ∗ , Matthieu Constant, Danish Contractor, Mark Core, Ryan Cotterell, Benoit
Crabbé, Danilo Croce ∗ , Fabien Cromieres, Montse Cuadros, Heriberto Cuayahuitl, Silviu-Petru
Cucerzan, Aron Culotta ∗
Luis Fernando D’Haro, Giovanni Da San Martino, Walter Daelemans, Daniel Dahlmeier, Amitava
Das, Dipanjan Das, Rajarshi Das, Pradeep Dasigi, Johannes Daxenberger, Munmun De Choud-
hury, Eric De La Clergerie, Thierry Declerck, Luciano Del Corro, Louise Deléger, Felice Dell’Orletta,


Prompt:
Felice Dell’Orletta,
Claudio Delli Bovi, Li Deng, Lingjia Deng, Pascal Denis, Michael Denkowski, Tejaswini Deoskar,
Leon Derczynski, Nina Dethlefs, Ann Devitt, Jacob Devlin, Lipika Dey, Barbara Di Eugenio,
Giuseppe Di Fabbrizio, Gaël Dias, Fernando Diaz, Georgiana Dinu, Liviu P. Dinu, Stefanie Dip-
per, Dmitriy Dligach, Simon Dobnik, Ellen Dodge, Jesse Dodge, Daxiang Dong, Li Dong, Doug
Downey, Gabriel Doyle, A. Seza Do˘gruöz, Eduard Dragut, Mark Dras ∗ , Markus Dreyer, Lan Du,
Nan Duan, Xiangyu Duan, Kevin Duh ∗ , Long Duong, Emmanuel Dupoux, Nadir Durrani, Greg
Durrett, Ondˇrej Dušek ∗ , Marc Dymetman
Judith Eckle-Kohler, Steffen Eger ∗ , Markus Egg, Koji Eguchi, Patrick Ehlen, Maud Ehrmann ∗ ,
Vladimir Eidelman, Andreas Eisele, Jacob Eisenstein ∗ , Heba Elfardy, Michael Elhadad ∗ , Desmond
Elliott ∗ , Micha Elsner, Nikos Engonopoulos, Messina Enza, Katrin Erk, Arash Eshghi, Miquel
Esplà-Gomis


Prompt:
Esplà-Gomis
James Fan, Federico Fancellu, Licheng Fang, Benamara Farah, Stefano Faralli, Richárd Farkas,
Afsaneh Fazly, Geli Fei, Anna Feldman, Minwei Feng, Yansong Feng, Olivier Ferret, Oliver Fer-
schke, Simone Filice, Denis Filimonov, Katja Filippova ∗ , Andrew Finch, Nicolas Fiorini, Orhan
Firat ∗ , Radu Florian, Evandro Fonseca, Markus Forsberg, Eric Fosler-Lussier, George Foster,
James Foulds ∗ , Marc Franco-Salvador, Alexander Fraser, Dayne Freitag, Lea Frermann, An-
nemarie Friedrich, Piotr W. Fuglewicz, Akinori Fujino, Fumiyo Fukumoto, Robert Futrelle
Robert Gaizauskas, Olivier Galibert ∗ , Irina Galinskaya, Michel Galley ∗ , Michael Gamon, Kuz-
man Ganchev, Siva Reddy Gangireddy, Jianfeng Gao, Claire Gardent ∗ , Matt Gardner, Guillermo
Garrido, Justin Garten, Milica Gasic, Eric Gaussier, Tao Ge, Georgi Georgiev, Kallirroi Georgila,
Pablo Gervás ∗ , George Giannakopoulos, C Lee Giles, Kevin Gimpel ∗ , Maite Giménez ∗ , Roxana


Prompt:
Maite Giménez ∗ , Roxana
Girju, Adrià de Gispert, Dimitra Gkatzia ∗ , Goran Glavaš, Amir Globerson, Yoav Goldberg, Dan
Goldwasser, Carlos Gómez-Rodríguez ∗ , Graciela Gonzalez, Edgar Gonzàlez Pellicer, Kyle Gor-
man, Matthew R. Gormley, Isao Goto, Cyril Goutte, Amit Goyal, Kartik Goyal, Pawan Goyal,
Joao Graca, Yvette Graham, Roger Granada, Stephan Greene, Jiatao Gu, Bruno Guillaume, Liane
Guillou, Curry Guinn, Hongyu Guo, James Gung, Jiang Guo, Weiwei Guo, Yufan Guo, Yuhong
Guo, Abhijeet Gupta, Rahul Gupta, Yoan Gutiérrez, Francisco Guzmán,
xv

Thanh-Le Ha, Christian Hadiwinoto, Gholamreza Haffari, Matthias Hagen, Udo Hahn, Jörg Hak-
enberg, Dilek Hakkani-Tur, Keith Hall, William L. Hamilton, Michael Hammond, Xianpei Han,
Sanda Harabagiu, Christian Hardmeier, Kazi Saidul Hasan, Sadid A. Hasan, Saša Hasan, Eva
Hasler, Hany Hassan, Helen Hastie, Claudia Hauff, He He ∗ , Hua He, Luheng He, Shizhu He,


Prompt:
Luheng He, Shizhu He,
Xiaodong He, Yulan He, Peter Heeman, Carmen Heger, Serge Heiden, Georg Heigold, Michael
Heilman, James Henderson, Matthew Henderson, Aron Henriksson, Aurélie Herbelot ∗ , Ulf Her-
mjakob, Daniel Hershcovich, Jack Hessel, Kristina Hettne, Felix Hieber, Ryuichiro Higashinaka,
Erhard Hinrichs, Tsutomu Hirao, Keikichi Hirose, Julian Hitschler, Cong Duy Vu Hoang, Julia
Hockenmaier, Kai Hong ∗ , Yu Hong, Ales Horak, Andrea Horbach, Takaaki Hori, Yufang Hou,
Julian Hough, Dirk Hovy ∗ , Eduard Hovy, Chun-Nan Hsu, Baotian Hu, Yuening Hu, Yuheng Hu,
Hen-Hsen Huang, Hongzhao Huang, Liang Huang, Lifu Huang, Minlie Huang, Ruihong Huang,
Songfang Huang, Xuanjing Huang, Yi-Ting Huang, Luwen Huangfu, Mans Hulden, Tim Hunter,
Seung-won Hwang
Ignacio Iacobacci, Nancy Ide, Marco Idiart, Gonzalo Iglesias, Ryu Iida, Kenji Imamura, Diana
Inkpen, Naoya Inoue, Hitoshi Isahara, Mohit Iyyer
Tommi Jaakkola, Cassandra L. Jacobs, Guillaume Jacquet, Evan Jaffe, Jagadeesh Jagarlamudi,


Prompt:
Jagadeesh Jagarlamudi,
Siddharth Jain, Aren Jansen, Sujay Kumar Jauhar, Laura Jehl, Minwoo Jeong, Yacine Jernite,
Rahul Jha, Donghong Ji, Guoliang Ji, Sittichai Jiampojamarn, Hui Jiang, Antonio Jimeno Yepes,
Salud María Jiménez-Zafra, Richard Johansson, Kyle Johnson, Melvin Johnson Premkumar, Kris-
tiina Jokinen, Arne Jonsson, Aditya Joshi, Mahesh Joshi, Shaﬁq Joty, Dan Jurafsky ∗ , David Jur-
gens
Besim Kabashi, Ákos Kádár, Sylvain Kahane ∗ , Juliette Kahn, Herman Kamper, Jaap Kamps, Hi-
roshi Kanayama, Hung-Yu Kao, Justine Kao, Mladen Karan, Dimitri Kartsaklis, Arzoo Katiyar,
David Kauchak, Daisuke Kawahara, Anna Kazantseva, Hideto Kazawa, Andrew Kehler, Simon
Keizer, Frank Keller, Casey Kennington, Mitesh M. Khapra, Douwe Kiela, Halil Kilicoglu ∗ ,
Jin-Dong Kim, Jooyeon Kim, Seokhwan Kim, Suin Kim, Yoon Kim, Young-Bum Kim, Irwin
King, Brian Kingsbury, Svetlana Kiritchenko, Dietrich Klakow, Alexandre Klementiev, Sigrid


Prompt:
v, Sigrid
Klerke, Roman Klinger, Julien Kloetzer, Simon Kocbek, Arne Köhn ∗ , Daniël de Kok, Prasanth
Kolachina, Varada Kolhatkar, Mamoru Komachi, Kazunori Komatani, Rik Koncel-Kedziorski,
Fang Kong, Lingpeng Kong, Ioannis Konstas ∗ , Selcuk Kopru, Valia Kordoni, Yannis Korkontze-
los, Bhushan Kotnis, Alexander Kotov, Mikhail Kozhevnikov, Martin Krallinger, Julia Kreutzer ∗ ,
Jayant Krishnamurthy ∗ , Kriste Krstovski, Canasai Kruengkrai, Germán Kruszewski, Mark Kröll,
Lun-Wei Ku ∗ , Marco Kuhlmann, Jonas Kuhn, Roland Kuhn, Shankar Kumar, Jonathan K. Kum-
merfeld, Sadao Kurohashi, Polina Kuznetsova, Tom Kwiatkowski,
Igor Labutov, Wai Lam, Patrik Lambert, Man Lan, Ian Lane, Ni Lao, Mirella Lapata, Shalom
Lappin, Romain Laroche, Kornel Laskowski, Jey Han Lau, Alon Lavie, Angeliki Lazaridou, Phong
Le ∗ , Joseph Le Roux, Robert Leaman, Kenton Lee, Lung-Hao Lee, Moontae Lee, Sungjin Lee,
Yoong Keok Lee, Young-Suk Lee, Els Lefever, Tao Lei, Jochen L. Leidner, Alessandro Lenci,


Prompt:
Alessandro Lenci,
Yves Lepage ∗ , Johannes Leveling, Tomer Levinboim, Gina-Anne Levow ∗ , Omer Levy ∗ , Roger
Levy, Dave Lewis, Mike Lewis, Binyang Li, Chen Li, Cheng-Te Li, Chenliang Li, Fangtao Li,
Haizhou Li, Hang Li, Jiwei Li, Junhui Li, Junyi Jessy Li, Lishuang Li, Peifeng Li, Peng Li, Qi Li,
Qing Li, Shaohua Li, Sheng Li, Shoushan Li, Xiaoli Li, Yanran Li, Yunyao Li, Zhenghua Li, Maria
Liakata ∗ , Kexin Liao ∗ , Xiangwen Liao, Chin-Yew Lin, Chu-Cheng Lin, Chuan-Jie Lin, Shou-de
Lin, Victoria Lin, Ziheng Lin, Wang Ling, Xiao Ling, Tal Linzen, Christina Lioma, Pierre Lison,
Marina Litvak, Bing Liu, Fei Liu, Hongfang Liu, Jiangming Liu, Lemao Liu, Qian Liu, Qun Liu,
Tie-Yan Liu, Ting Liu, Xiaobing Liu, Yang Liu, Nikola Ljubeši ´ c, Chi-kiu Lo, Henning Lobin,
Varvara Logacheva, Lucelene Lopes, Adam Lopez, Oier Lopez de Lacalle, Aurelio Lopez-Lopez,
Annie Louis, Bin Lu, Yi Luan, Andy Luecking, Michal Lukasik, Xiaoqiang Luo, Anh Tuan Luu
xvi


Prompt:
Anh Tuan Luu
xvi

Ji Ma, Qingsong Ma, Shuming Ma, Xuezhe Ma, Wolfgang Macherey, Nitin Madnani, Saad Ma-
hamood, Cerstin Mahlow, Wolfgang Maier, Prodromos Malakasiotis, Andreas Maletti, Shervin
Malmasi, Titus von der Malsburg, Suresh Manandhar, Gideon Mann, Diego Marcheggiani, Daniel
Marcu, David Mareˇcek, Matthew Marge, Benjamin Marie, Katja Markert, Marie-Catherine de
Marneffe, Erwin Marsi, Patricio Martinez-Barco, André F. T. Martins ∗ , Sebastian Martschat,
Héctor Martínez Alonso, Eugenio Martínez-Cámara ∗ , Fernando Martínez-Santiago, Yann Ma-
thet, Shigeki Matsubara, Yuichiroh Matsubayashi, Yuji Matsumoto, Takuya Matsuzaki, Austin
Matthews, Jonathan May, David McClosky, Tara McIntosh, Kathy McKeown, Michael McTear,
Yashar Mehdad, Sameep Mehta, Hongyuan Mei ∗ , Yelena Mejova, Oren Melamud, Fandong Meng,
Adam Meyers, Yishu Miao, Rada Mihalcea, Todor Mihaylov, Timothy Miller, Tristan Miller ∗ ,
David Mimno, Bonan Min, Zhao-Yan Ming, Shachar Mirkin, Seyed Abolghasem Mirroshan-


Prompt:
Seyed Abolghasem Mirroshan-
del, Abhijit Mishra, Prasenjit Mitra, Makoto Miwa, Daichi Mochihashi, Ashutosh Modi, Marie-
Francine Moens, Samaneh Moghaddam, Abdelrahman Mohamed, Behrang Mohit, Mitra Mo-
htarami, Karo Moilanen, Luis Gerardo Mojica de la Vega, Manuel Montes, Andres Montoyo, Tae-
sun Moon, Michael Moortgat, Roser Morante, Hajime Morita, Lili Mou, Dana Movshovitz-Attias,
Arjun Mukherjee, Philippe Muller, Yugo Murawaki, Brian Murphy, Gabriel Murray ∗ , Reinhard
Muskens, Sung-Hyon Myaeng
Masaaki Nagata, Ajay Nagesh, Vinita Nahar, Iftekhar Naim, Tetsuji Nakagawa, Mikio Nakano,
Yukiko Nakano, Ndapandula Nakashole, Ramesh Nallapati, Courtney Napoles, Jason Naradowsky,
Karthik Narasimhan ∗ , Shashi Narayan, Alexis Nasr, Vivi Nastase, Borja Navarro, Roberto Navigli,
Adeline Nazarenko ∗ , Mark-Jan Nederhof, Arvind Neelakantan, Sapna Negi, Matteo Negri, Aida
Nematzadeh, Guenter Neumann, Mariana Neves, Denis Newman-Grifﬁs, Dominick Ng, Hwee


Prompt:
Dominick Ng, Hwee
Tou Ng, Jun-Ping Ng, Vincent Ng, Dong Nguyen ∗ , Thien Huu Nguyen, Truc-Vien T. Nguyen,
Viet-An Nguyen, Garrett Nicolai, Massimo Nicosia, Vlad Niculae ∗ , Jian-Yun Nie, Jan Niehues,
Luis Nieto Piña ∗ , Ivelina Nikolova, Malvina Nissim ∗ , Joakim Nivre ∗ , Hiroshi Noji, Gertjan van
Noord, Joel Nothman
Brendan O’Connor, Timothy O’Donnell, Yusuke Oda, Stephan Oepen, Kemal Oﬂazer ∗ , Alice Oh ∗ ,
Jong-Hoon Oh, Tomoko Ohta, Kiyonori Ohtake, Hidekazu Oiwa, Naoaki Okazaki, Manabu Oku-
mura, Hiroshi G. Okuno, Constantin Orasan, Vicente Ordonez, Petya Osenova, Mari Ostendorf ∗ ,
Myle Ott, Katja Ovchinnikova, Cecilia Ovesdotter Alm
Muntsa Padró, Valeria de Paiva, Alexis Palmer, Martha Palmer, Alessio Palmero Aprosio, Sinno
Jialin Pan ∗ , Xiaoman Pan, Denis Paperno, Ankur Parikh, Cecile Paris, Seong-Bae Park, Tommaso
Pasini, Marco Passarotti ∗ , Peyman Passban, Panupong Pasupat, Siddharth Patwardhan, Michael


Prompt:
, Michael
J. Paul ∗ , Adam Pauls, Ellie Pavlick ∗ , Adam Pease, Pavel Pecina, Ted Pedersen, Nanyun Peng,
Xiaochang Peng, Gerald Penn, Marco Pennacchiotti, Bryan Perozzi, Casper Petersen, Slav Petrov,
Eva Pettersson, Anselmo Peñas, Hieu Pham, Nghia The Pham, Lawrence Phillips, Davide Picca,
Karl Pichotta, Olivier Pietquin, Mohammad Taher Pilehvar, Yuval Pinter, Paul Piwek, Thierry
Poibeau, Tamara Polajnar, Heather Pon-Barry, Simone Paolo Ponzetto, Andrei Popescu-Belis,
Maja Popovi´c, Fred Popowich, François Portet ∗ , Matt Post ∗ , Christopher Potts, Vinodkumar Prab-
hakaran, Daniel Preo¸tiuc-Pietro, Emily Prud’hommeaux ∗ , Laurent Prévot, Jay Pujara, Matthew
Purver, James Pustejovsky
Juan Antonio Pérez-Ortiz, Ashequl Qadir, Peng Qi, Longhua Qian, Xian Qian, Lu Qin, Long
Qiu, Xipeng Qiu, Lizhen Qu, Ariadna Quattoni, Chris Quirk ∗ Alexandre Rademaker, Will Rad-
ford, Alessandro Raganato, Afshin Rahimi ∗ , Altaf Rahman, Maya Ramanath, Rohan Ramanath,


Prompt:
Rohan Ramanath,
A Ramanathan, Arti Ramesh, Gabriela Ramirez-de-la-Rosa, Carlos Ramisch, Anita Ramm, Vivek
Kumar Rangarajan Sridhar, Ari Rappoport, Mohammad Sadegh Rasooli, Pushpendre Rastogi, An-
xvii

toine Raux, Sravana Reddy, Ines Rehbein ∗ , Georg Rehm, Roi Reichart, Ehud Reiter, Zhaochun
Ren, Corentin Ribeyre, Matthew Richardson, Martin Riedl, Jason Riesa, German Rigau, Ellen
Riloff ∗ , Laura Rimell ∗ , Alan Ritter, Brian Roark ∗ , Molly Roberts, Tim Rocktäschel, Oleg Rokhlenko,
Salvatore Romeo, Andrew Rosenberg, Sara Rosenthal ∗ , Paolo Rosso, Benjamin Roth, Michael
Roth, Sascha Rothe, Masoud Rouhizadeh, Mickael Rouvier, Alla Rozovskaya, Josef Ruppenhofer,
Delia Rusu, Attapol Rutherford
Mrinmaya Sachan, Kugatsu Sadamitsu, Fatiha Sadat, Mehrnoosh Sadrzadeh, Markus Saers, Kenji
Sagae, Horacio Saggion, Saurav Sahay, Magnus Sahlgren, Patrick Saint-dizier, Hassan Sajjad,
Sakriani Sakti, Mohammad Salameh, Bahar Salehi, Avneesh Saluja, Rajhans Samdani, Mark


Prompt:
Rajhans Samdani, Mark
Sammons, Germán Sanchis-Trilles, Ryohei Sasano, Agata Savary ∗ , Asad Sayeed, Carolina Scar-
ton, Tatjana Schefﬂer, Christian Scheible, David Schlangen, Natalie Schluter, Allen Schmaltz ∗ ,
Helmut Schmid, Alexandra Schoﬁeld, William Schuler, Sebastian Schuster, Lane Schwartz, Roy
Schwartz ∗ , Christof Schöch, Diarmuid Ó Séaghdha, Djamé Seddah, Abigail See, Nina Seemann,
Satoshi Sekine, Mark Seligman, Minjoon Seo, Burr Settles, Lei Sha, Kashif Shah, Rebecca Sharp,
Shiqi Shen, Shuming Shi, Hiroyuki Shindo, Koichi Shinoda, Chaitanya Shivade, Eyal Shnarch ∗ ,
Milad Shokouhi, Ekaterina Shutova, Advaith Siddharthan, Avirup Sil, Carina Silberer, Yanchuan
Sim, Patrick Simianer, Kiril Simov, Kairit Sirts, Amy Siu, Gabriel Skantze, Kevin Small, Noah
A. Smith, Pavel Smrz, Richard Socher, Artem Sokolov, Thamar Solorio, Swapna Somasundaran,
Hyun-Je Song, Min Song, Sa-kwang Song, Yang Song, Yangqiu Song, Radu Soricut, Aitor Soroa,


Prompt:
Radu Soricut, Aitor Soroa,
Matthias Sperber, Caroline Sporleder, Vivek Srikumar, Somayajulu Sripada, Shashank Srivastava,
Edward Stabler, Jan Šnajder ∗ , Sanja Štajner, Gabriel Stanovsky ∗ , Manfred Stede, Mark Steed-
man, Josef Steinberger, Amanda Stent, Mark Stevenson, Brandon Stewart, Matthew Stone, Svet-
lana Stoyanchev, Veselin Stoyanov, Carlo Strapparava, Karl Stratos, Kristina Striegnitz ∗ , Emma
Strubell, Tomek Strzalkowski, Sara Stymne, Maik Stührenberg, Jinsong Su, Keh-Yih Su, Yu Su,
L V Subramaniam, Katsuhito Sudoh, Ang Sun, Huan Sun, Le Sun, Weiwei Sun, Xu Sun, Simon
Suster, Hisami Suzuki, Jun Suzuki, Yoshimi Suzuki, Swabha Swayamdipta, Stan Szpakowicz, Idan
Szpektor, Felipe Sánchez-Martínez, Pascale Sébillot, Anders Søgaard
Prasad Tadepalli, Kaveh Taghipour, Hiroya Takamura, David Talbot, Partha Talukdar, Aleš Tam-
chyna, Akihiro Tamura, Chenhao Tan ∗ , Liling Tan, Niket Tandon, Duyu Tang, Jiliang Tang,


Prompt:
Duyu Tang, Jiliang Tang,
Christoph Teichmann, Serra Sinem Tekiroglu, Irina Temnikova, Joel Tetreault, Kapil Thadani ∗ ,
Sam Thomson, Jörg Tiedemann, Ivan Titov, Katrin Tomanek, Gaurav Singh Tomar, Marc Tom-
linson, Sara Tonelli, Antonio Toral, Kentaro Torisawa, Ke M. Tran, Isabel Trancoso, Ming-Feng
Tsai, Richard Tzong-Han Tsai, Reut Tsarfaty ∗ , Oren Tsur, Yoshimasa Tsuruoka, Yulia Tsvetkov,
Cunchao Tu, Zhaopeng Tu, Gokhan Tur, Marco Turchi, Ferhan Ture, Oscar Täckström
Raghavendra Udupa, Stefan Ultes, Lyle Ungar, Shyam Upadhyay, L. Alfonso Urena Lopez, Olga
Uryupina
Alessandro Valitutti ∗ , Benjamin Van Durme ∗ , Tim Van de Cruys, Lucy Vanderwende ∗ , Vasudeva
Varma, Paola Velardi, Sumithra Velupillai, Sriram Venkatapathy, Yannick Versley, Tim Vieira,
David Vilar, Martín Villalba ∗ , Veronika Vincze, Sami Virpioja ∗ , Andreas Vlachos, Rob Voigt,
Ngoc Thang Vu, Ivan Vuli´c, Yogarshi Vyas, V.G.Vinod Vydiswaran, Ekaterina Vylomova


Prompt:
Ekaterina Vylomova
Houfeng Wang, Henning Wachsmuth, Joachim Wagner, Matthew Walter ∗ , Stephen Wan, Xiaojun
Wan, Baoxun Wang, Chang Wang, Chong Wang, Dingquan Wang, Hongning Wang, Lu Wang,
Mingxuan Wang, Pidong Wang, Rui Wang, Shaojun Wang, Tong Wang, Yu-Chun Wang, Wei
Wang, Wenya Wang, William Yang Wang, Xiaolin Wang, Xiaolong Wang, Yiou Wang, Zhiguo
Wang, Zhongqing Wang ∗ , Leo Wanner, Nigel Ward, Shinji Watanabe, Taro Watanabe, Aleksander
Wawer, Bonnie Webber, Ingmar Weber, Julie Weeds, Furu Wei, Zhongyu Wei, Gerhard Weikum,
David Weir, Michael White, Antoine Widlöcher, Michael Wiegand ∗ , Jason D Williams ∗ , Shuly
Wintner, Sam Wiseman, Michael Witbrock, Silke Witt-Ehsani, Travis Wolfe, Kam-Fai Wong, Jian
Wu, Yuanbin Wu, Joern Wuebker
xviii

Aris Xanthos, Rui Xia, Yunqing Xia, Bing Xiang, Min Xiao, Tong Xiao, Xinyan Xiao, Boyi Xie,
Pengtao Xie, Shasha Xie, Chenyan Xiong, Feiyu Xu, Hua Xu, Ruifeng Xu, Wei Xu, Wenduan Xu,
Huichao Xue, Nianwen Xue


Prompt:
Huichao Xue, Nianwen Xue
Yadollah Yaghoobzadeh, Ichiro Yamada, Bishan Yang, Cheng Yang, Diyi Yang, Grace Hui Yang,
Min Yang, Yaqin Yang, Yi Yang, Roman Yangarber, Mark Yatskar, Meliha Yetisgen, Wen-tau Yih,
Pengcheng Yin, Wenpeng Yin, Anssi Yli-Jyrä, Dani Yogatama, Naoki Yoshinaga, Bei Yu, Dian
Yu, Dianhai Yu, Kai Yu, Liang-Chih Yu, Mo Yu, Zhou Yu, François Yvon
Marcos Zampieri, Menno van Zaanen, Fabio Massimo Zanzotto, Amir Zeldes ∗ , Daojian Zeng,
Xiaodong Zeng, Kalliopi Zervanou ∗ , Luke Zettlemoyer, Deniz Zeyrek, Feifei Zhai, Congle Zhang,
Dongdong Zhang, Guchun Zhang, Jiajun Zhang, Jian Zhang, Jianwen Zhang, Lei Zhang, Meishan
Zhang, Min Zhang, Qi Zhang, Renxian Zhang, Sicong Zhang, Wei Zhang ∗ , Zhisong Zhang, Bing
Zhao, Dongyan Zhao, Jun Zhao, Shiqi Zhao, Tiejun Zhao, Wayne Xin Zhao, Alisa Zhila, Guodong
Zhou, Xinjie Zhou, Muhua Zhu, Xiaodan Zhu, Xiaoning Zhu, Ayah Zirikly, Chengqing Zong,
Bowei Zou
Secondary Reviewers
Naveed Afzal, Yamen Ajjour


Prompt:
Naveed Afzal, Yamen Ajjour
Jeremy Barnes, Joost Bastings, Joachim Bingel, Luana Bulat
Iacer Calixto, Lea Canales, Kai Chen, Tongfei Chen, Hao Cheng, Jianpeng Cheng, Yiming Cui
Marco Damonte, Saman Daneshvar, Tobias Domhan, Daxiang Dong, Li Dong
Mohamed Eldesouki
Stefano Faralli, Bin Fu
Srinivasa P. Gadde, Qiaozi Gao, Luca Gilardi, Sujatha Das Gollapalli, J. Manuel Gomez, Stig-Arne
Grönroos, Lin Gui
Casper Hansen, Lihong He, Martin Horn
Oana Inel
Gongye Jin
Roman Kern, Vaibhav Kesarwani, Joo-Kyung Kim, Seongchan Kim, Christine Köhn, Santosh
Kosgi
Ronja Laarmann-Quante, Egoitz Laparra, Anais Lefeuvre-Halftermeyer, Guanlin Li, Jing Li, Min-
glei Li, Xiang Li, Xiaolong Li, Chen Liang, Ming Liao, Sijia Liu, Pranay Lohia
Chunpeng Ma, Shuming Ma, Tengfei Ma, Ana Marasovic
Toan Nguyen, Eric Nichols, Sergiu Nisioi
Gözde Özbal
Alexis Palmer, Suraj Pandey, Nikolaos Pappas, José M. Perea-Ortega, Marten Postma
Longhua Qian


Prompt:
Longhua Qian
Masoud Rouhizadeh Abeed Sarker, Andrew Schneider, Roxane Segers, Pararth Shah, Samiulla
Shaikh, Xing Shi, Tomohide Shibata, Samiulla Shiekh, Miikka Silfverberg
Bo Wang ∗ , Boli Wang, Jianxiang Wang, Jingjing Wang, Rui Wang, Shuai Wang, Shuting Wang,
Tsung-Hsien Wen, John Wieting
Nan Yang, Yi Yang, Mark Yatskar, Yichun Yin
Sheng Zhang, Kai Zhao, Imed Zitouni


Prompt:
Longhua Qian
Masoud Rouhizadeh Abeed Sarker, Andrew Schneider, Roxane Segers, Pararth Shah, Samiulla
Shaikh, Xing Shi, Tomohide Shibata, Samiulla Shiekh, Miikka Silfverberg
Bo Wang ∗ , Boli Wang, Jianxiang Wang, Jingjing Wang, Rui Wang, Shuai Wang, Shuting Wang,
Tsung-Hsien Wen, John Wieting
Nan Yang, Yi Yang, Mark Yatskar, Yichun Yin
Sheng Zhang, Kai Zhao, Imed Zitouni
xix


Prompt:
Organising Committee
General Chair:
Claire Cardie, Cornell University
Program Chairs:
Iryna Gurevych, TU Darmstadt
Yusuke Miyao, National Institute of Informatics
Workshop Chairs:
Brendan O’Connor, University of Massachusetts Amherst
Eva Maria Vecchi, University of Cambridge
Tutorial Chairs:
Yoav Artzi, Cornell University
Jacob Eisenstein, Georgia Institute of Technology
Demo Chairs:
Fei Liu, University of Central Florida
Thamar Solorio, University of Houston
Publications Chairs:
Shay Cohen, University of Edinburgh
Kevin Gimpel, Toyota Technological Institute at Chicago
Wei Lu, Singapore University of Technology and Design (Advisory)
Exhibits Coordinator:
Karin Verspoor, University of Melbourne
Conference Handbook Chairs:
Jey Han Lau, IBM Research
Trevor Cohn, University of Melbourne
Publicity Chair:
Sarvnaz Karimi, CSIRO
Local Sponsorship Chair:
Cecile Paris, CSIRO
Local Chairs:
Tim Baldwin, University of Melbourne
Karin Verspoor, University of Melbourne


Prompt:
University of Melbourne
Trevor Cohn, University of Melbourne
xiii

Student Research Workshop Organisers:
Vered Shwartz, Bar-Ilan University
Jeniya Tabassum, Ohio State University
Rob Voigt, Stanford University
Faculty Advisors to the Student Research Workshop:
Marie-Catherine de Marneffe, Ohio State University
Wanxiang Che, Harbin Institute of Technology
Malvina Nissim, University of Groningen
Webmaster:
Andrew MacKinlay, Culture Amp / University of Melbourne
xiv

Program Committee
Program Committee Co-Chairs
Iryna Gurevych, TU Darmstadt, Germany
Yusuke Miyao, National Institute of Informatics, Japan
Program Committee Co-Chair Assistants
Yang Gao, TU Darmstadt, Germany
Ivan Habernal, TU Darmstadt, Germany
Sang Phan, National Institute of Informatics, Japan
Steffen Eger, TU Darmstadt, Germany
Christian Meyer, TU Darmstadt, Germany
Area Chairs
Senior Area Chairs are indicated in boldface.
Dialogue and Interactive Systems
Asli Celikyilmaz
Verena Rieser
Milica Gasic
Jason Williams


Prompt:
Milica Gasic
Jason Williams
Discourse and Pragmatics
Manfred Stede
Ani Nenkova
Document Analysis
Hang Li
Yiqun Liu
Eugene Agichtein
Generation
Ioannis Konstas
Claire Gardent
Information Extraction and Text Mining
Feiyu Xu
Kevin Cohen
Zhiyuan Liu
Ralph Grishman
Yi Yang
Nazli Goharian
Linguistic Theories, Cognitive Modeling and Psycholinguistics
Shuly Wintner
Tim O’Donnell
xv

Machine Learning
Andre Martins
Ariadna Quattoni
Jun Suzuki
Machine Translation
Yang Liu (Tsinghua University)
Matt Post
Lucia Specia
Dekai Wu
Multidisciplinary and Area Chair COI
Yoav Goldberg
Anders Søgaard
Mirella Lapata
Multilinguality
Bernardo Magnini
Tristan Miller
Phonology, Morphology and Word Segmentation
Graham Neubig
Hai Zhao
Question Answering
Lluís Màrquez
Teruko Mitamura
Zornitsa Kozareva
Richard Socher
Resources and Evaluation
Gerard de Melo
Sara Tonelli
Karën Fort
Sentence-level Semantics
Luke Zettlemoyer
Ellie Pavlick
Jacob Uszkoreit
Sentiment Analysis and Argument Mining
Smaranda Muresan


Prompt:
Smaranda Muresan
Benno Stein
Yulan He
Social Media
David Jurgens
xvi

Jing Jiang
Summarization
Kathleen McKeown
Xiaodan Zhu
Tagging, Chunking, Syntax and Parsing
Liang Huang
Weiwei Sun
Željko Agi´c
Yue Zhang
Textual Inference and Other Areas of Semantics
Michael Roth
Fabio Massimo Zanzotto
Vision, Robotics, Multimodal, Grounding and Speech
Yoav Artzi
Shinji Watanabe
Timothy Hospedales
Word-level Semantics
Ekaterina Shutova
Roberto Navigli
Best Paper Selection Committee
Timothy Baldwin
Pushpak Bhattacharyya
Phil Blunsom
Johan Bos
Jordan Boyd-Graber
Trevor Cohn
Vera Demberg
Kevin Duh
Katrin Erk
Mark Johnson
Yang Liu (Tsinghua University)
Yuji Matsumoto
Jong Park
Ellie Pavlick
Simone Paolo Ponzetto
Sebastian Riedel
Carolyn Penstein Rosé
Noah A. Smith
Anders Søgaard
Ivan Titov
Benjamin Van Durme
Ming Zhou
xvii

Primary Reviewers
Outstanding reviewers are indicated in boldface.
Mourad Abbas, Ahmed Abdelali, Asad Abdi, Muhammad Abdul-Mageed , Omri Abend , Gilles Adda,


Prompt:
Omri Abend , Gilles Adda,
Heike Adel, Stergos Afantenos, Apoorv Agarwal, Arvind Agarwal, Rodrigo Agerri, Roee Aharoni, Mu-
rat Akbacak, Mohammad Akbari, Alan Akbik, Ahmet Aker, Elif Aktolga, Mohamed Al-Badrashiny,
Firoj Alam, Chris Alberti, Hanan Aldarmaki, Enrique Alfonseca , David Alfter, Afra Alishahi, Laura
Alonso Alemany, Ashjan Alsulaimani, David Alvarez-Melis, Carlos Alzate, Maxime Amblard , Daniel
Andrade, Jacob Andreas , Nicholas Andrews, Ion Androutsopoulos, Anietie Andy, Galia Angelova,
Jean-Yves Antoine, Marianna Apidianaki , Emilia Apostolova , Jun Araki, Kenji Araki, Yuki Arase,
Philip Arthur, Masayuki Asahara, Ramón Astudillo, John Atkinson, Giuseppe Attardi, Isabelle Au-
genstein, Eleftherios Avramidis, Amittai Axelrod, Wilker Aziz, AmirAli Bagher Zadeh, JinYeong Bak,
Collin Baker, Simon Baker, Omid Bakhshandeh, Alexandra Balahur, Mithun Balakrishna, Vevake Balara-
man, Niranjan Balasubramanian, Timothy Baldwin, Kalika Bali, Miguel Ballesteros, David Bamman,


Prompt:
David Bamman,
Rafael E. Banchs, Srinivas Bangalore, Mohit Bansal, Roy Bar-Haim, Libby Barak, Ken Barker, Marco
Baroni, Alberto Barrón-Cedeño, Sabine Bartsch, Pierpaolo Basile, Valerio Basile, Roberto Basili, Daniel
Bauer, Timo Baumann, Rachel Bawden , Frederic Bechet, Daniel Beck, Srikanta Bedathur, Beata Beigman
Klebanov , Núria Bel, Yonatan Belinkov, Meriem Beloucif, Iz Beltagy, Anja Belz, Yassine Benajiba,
Jonathan Berant , Raffaella Bernardi, Yevgeni Berzak, Laurent Besacier, Steven Bethard, Rahul Bhagat,
Archna Bhatia, Sumit Bhatia, Pushpak Bhattacharyya, Ergun Biçici, Ann Bies, Lidong Bing, Joachim
Bingel , Or Biran , Alexandra Birch, Arianna Bisazza, Yonatan Bisk, Johannes Bjerva, Anders Björkelund,
Philippe Blache, Frédéric Blain, Eduardo Blanco, Michael Bloodgood, Bernd Bohnet, Ondˇrej Bojar,
Danushka Bollegala, Daniele Bonadiman, Claire Bonial, Francesca Bonin, Kalina Bontcheva, Georgeta


Prompt:
Kalina Bontcheva, Georgeta
Bordea, Benjamin Börschinger , Johan Bos, Elizabeth Boschee, Antoine Bosselut , Fethi Bougares,
Pierrette Bouillon, Gerlof Bouma , Samuel Bowman , Cem Bozsahin, David Bracewell, James Brad-
bury, S.R.K. Branavan, António Branco, Chloé Braud, Ted Briscoe, Chris Brockett , Julian Brooke,
Thomas Brovelli (Meyer), Christian Buck, Paweł Budzianowski, Michael Bugert, Paul Buitelaar, Harry
Bunt, Franck Burlot, Hendrik Buschmeier, Miriam Butt, Jan Buys, José G. C. de Souza, Deng Cai, Iacer
Calixto, Chris Callison-Burch, Jose Camacho-Collados, Erik Cambria , Leonardo Campillos Llanos, B
Rosario Campomanes-Alvarez, Burcu Can , Yuan Cao, Yunbo Cao, Giuseppe Carenini, Marine Carpuat,
Xavier Carreras, John Carroll, Paula Carvalho, Vitor Carvalho, Francisco Casacuberta, Iñigo Casanueva,
Helena Caseli, Tommaso Caselli , Taylor Cassidy, Giuseppe Castellucci, Daniel Cer, Christophe Ceris-


Prompt:
Christophe Ceris-
ara, Özlem Çetino˘glu, Mauro Cettolo, Joyce Chai, Yllias Chali, Nathanael Chambers , Muthu Kumar
Chandrasekaran, Akshay Chandrashekaran, Angel Chang , Baobao Chang, Chia-Hui Chang, Kai-Wei
Chang, Yin-Wen Chang, Snigdha Chaturvedi, Wanxiang Che, Ciprian Chelba , Bin Chen, Boxing Chen,
Chen Chen, Danqi Chen, Hsin-Hsi Chen, Qian Chen, Qingcai Chen, Wenliang Chen, Xinchi Chen,
Yubo Chen, Yun-Nung Chen , Zhiyuan Chen, Fei Cheng, Hao Cheng , Jianpeng Cheng, Pu-Jen Cheng,
Colin Cherry, Jackie Chi Kit Cheung, David Chiang, Christian Chiarcos, Jen-Tzung Chien, Hai Leong
Chieu, Dokook Choe, Eunsol Choi, Yejin Choi, Kostadin Cholakov, Grzegorz Chrupała, Chenhui Chu,
Tagyoung Chung, Kenneth Church, Mark Cieliebak, Philipp Cimiano, Volkan Cirik, Alexander Clark,
Stephen Clark, Guillaume Cleuziou, Ann Clifton, Maximin Coavoux , Anne Cocos , Arman Cohan ,
Kevin Cohen, Shay B. Cohen, Michael Collins, John Conroy, Matthieu Constant, Danish Contractor,


Prompt:
Danish Contractor,
Paul Cook, Marta R. Costa-jussà, Ryan Cotterell, Alain Couillault , Benoit Crabbé, Danilo Croce, Paul
Crook , James Cross, Montse Cuadros, Heriberto Cuayahuitl, Silviu-Petru Cucerzan, Lei Cui, Xiaodong
Cui, Aron Culotta, Shane Culpepper, Anna Currey, Luis Fernando D’Haro, Giovanni Da San Martino,
Walter Daelemans, Xin-Yu Dai, Beatrice Daille, Fahim Dalvi, Cristian Danescu-Niculescu-Mizil, Falav-
igna Daniele, Kareem Darwish, Abhishek Das, Amitava Das, Dipanjan Das, Tirthankar Dasgupta, Jo-
hannes Daxenberger, Gaël de Chalendar, Munmun De Choudhury, Adrià de Gispert, Daniël de Kok,
Eric De La Clergerie, Marie-Catherine de Marneffe , Renato de Mori, Thierry Declerck, Luciano Del
Corro, Louise Deléger, Felice Dell’Orletta, Claudio Delli Bovi , Rodolfo Delmonte, Vera Demberg,
Dina Demner-Fushman, Lingjia Deng, Pascal Denis, Michael Denkowski, Tejaswini Deoskar, Valeria xviii


Prompt:
Valeria xviii

dePaiva, Nina Dethlefs, Chris Develder , Barry Devereux, Bhuwan Dhingra, Luigi Di Caro, Giuseppe
Di Fabbrizio, Emanuele Di Rosa, Mona Diab, Gaël Dias, Jana Diesner, Shuoyang Ding, Georgiana Dinu,
Stefanie Dipper, Nemanja Djuric, Dmitriy Dligach, Simon Dobnik, Jesse Dodge, A. Seza Do˘gruöz, To-
bias Domhan, Daxiang Dong, Li Dong , Shichao Dong, Doug Downey, Mark Dras, Markus Dreyer,
Patrick Drouin, Lan Du, Xinya Du, Nan Duan, Xiangyu Duan, Pablo Duboue, Shiran Dudy, Kevin
Duh , Stefan Daniel Dumitrescu, Greg Durrett , Ondˇrej Dušek , Chris Dyer, Hiroshi Echizen’ya, Judith
Eckle-Kohler , Markus Egg, Patrick Ehlen, Maud Ehrmann, Vladimir Eidelman, Andreas Eisele, Jacob
Eisenstein , Layla El Asri, Shady Elbassuoni, Mohamed Eldesouki, Michael Elhadad, Desmond Elliott,
Guy Emerson , Erkut Erdem, Mihail Eric , Tomaž Erjavec, Katrin Erk , Arash Eshghi, Ramy Eskan-
der, Cristina España-Bonet, Luis Espinosa Anke, Miquel Esplà-Gomis, Kilian Evang, Ingrid Falk , Hao


Prompt:
Ingrid Falk , Hao
Fang, Hui Fang, Licheng Fang, Meng Fang, Benamara Farah, Stefano Faralli, Richárd Farkas, Maryam
Fazel-Zarandi, Afsaneh Fazly, Marcello Federico, Christian Federmann, Anna Feldman, Yansong Feng,
Olivier Ferret, Alejandro Figueroa, Elena Filatova, Simone Filice, Denis Filimonov, Katja Filippova,
Andrew Finch, Mark Finlayson, Orhan Firat, Mark Fishel, Nicholas FitzGerald, Jeffrey Flanigan, Mar-
garet Fleck , Lucie Flekova, Radu Florian, Antske Fokkens, Eric Fosler-Lussier, George Foster , James
Foulds , Marc Franco-Salvador, Thomas Francois, Stella Frank, Dayne Freitag, Markus Freitag, An-
dré Freitas, Lea Frermann , Daniel Fried , Annemarie Friedrich, Hagen Fuerstenau, Akinori Fujino,
Fumiyo Fukumoto, Sadaoki Furui, Robert Gaizauskas, Olivier Galibert, Irina Galinskaya, Matthias
Gallé, Michel Galley, Kuzman Ganchev, Octavian-Eugen Ganea, Bin Gao, Jianfeng Gao, Wei Gao ,


Prompt:
Jianfeng Gao, Wei Gao ,
Claire Gardent, Dan Garrette , Albert Gatt , Eric Gaussier, Tao Ge, Lieke Gelderloos , Spandana Gella,
Kallirroi Georgila, Pablo Gervás, Marjan Ghazvininejad, Debanjan Ghosh, Sucheta Ghosh, Daniela
Gifu, Daniel Gildea, C Lee Giles, Kevin Gimpel, Roxana Girju, Dimitra Gkatzia , Goran Glavaš ,
Dan Goldwasser, Carlos Gómez-Rodríguez , Hugo Gonçalo Oliveira, Jibing Gong, Yeyun Gong, Gra-
ciela Gonzalez-Hernandez, Jesús González-Rubio, Kyle Gorman, Matthew R. Gormley, Cyril Goutte ,
Kartik Goyal, Natalia Grabar, Joao Graca, Jorge Gracia, Yvette Graham, Roger Granada, Christophe
Gravier , Gregory Grefenstette , Cyril Grouin, Marco Guerini, Anupam Guha, Lin Gui, Bruno Guil-
laume, Curry Guinn, Kristina Gulordava , Weiwei Guo, Yuhong Guo, Arpit Gupta , Joakim Gustafson,
E. Dario Gutierrez , Francisco Guzmán, Jeremy Gwinnup, Maryam Habibi, Ben Hachey, Christian
Hadiwinoto, Gholamreza Haffari, Udo Hahn, Hannaneh Hajishirzi, Dilek Hakkani-Tur, Keith Hall,


Prompt:
Keith Hall,
William L. Hamilton , Michael Hammond, Thierry Hamon, Ting Han, Xianpei Han, Sanda Harabagiu,
Christian Hardmeier, Orin Hargraves, Sadid A. Hasan, Kazuma Hashimoto, Eva Hasler, Ahmed Has-
san Awadallah, Hany Hassan, Helen Hastie, Katsuhiko Hayashi, He He, Hua He, Luheng He , Shizhu
He, Xiangnan He, Kenneth Heaﬁeld, James Henderson, Matthew Henderson, Lisa Anne Hendricks ,
Aurélie Herbelot , Jonathan Herzig, Jack Hessel , John Hewitt , Felix Hieber, Ryuichiro Higashinaka,
Tsutomu Hirao, Julia Hirschberg , Graeme Hirst , Julian Hitschler, Lydia-Mai Ho-Dac, Vu Cong Duy
Hoang, Johannes Hoffart, Chris Hokamp, Chester Holtz, Ari Holtzman , Yu Hong, Chiori Hori, Takaaki
Hori, Ehsan Hosseini-Asl, Yufang Hou, Julian Hough, Dirk Hovy, Eduard Hovy, David M. Howcroft ,
Renfen Hu, Yuheng Hu, Zhiting Hu, Fei Huang, Hen-Hsen Huang, Lifu Huang, Minlie Huang, Po-Sen
Huang, Ruihong Huang, Shujian Huang, Xuanjing Huang, Matthias Huck, Mans Hulden, Tim Hunter ,


Prompt:
Mans Hulden, Tim Hunter ,
Jena D. Hwang, Seung-won Hwang, Ignacio Iacobacci, Nancy Ide, Marco Idiart, Adrian Iftene, Ryu
Iida, Naoya Inoue, Kentaro Inui, Srinivasan Iyer , Mohit Iyyer, Tommi Jaakkola, Cassandra L. Jacobs ,
Aaron Jaech , Kokil Jaidka, Laura Jehl , Yacine Jernite , Rahul Jha, Donghong Ji, Yangfeng Ji, Robin
Jia, Sittichai Jiampojamarn, Hui Jiang, Antonio Jimeno Yepes, Hongyan Jing, Charles Jochim , Richard
Johansson, Kristiina Jokinen, Gareth Jones, Aditya Joshi , Shaﬁq Joty, Marcin Junczys-Dowmunt, Ákos
Kádár, Sylvain Kahane, Hetunandan Kamisetty , Herman Kamper , Jaap Kamps, Min-Yen Kan, Hi-
roshi Kanayama, Dongyeop Kang , Katharina Kann, Diptesh Kanojia, Dimitri Kartsaklis, Makoto P.
Kato, David Kauchak, Daisuke Kawahara, Tatsuya Kawahara, Anna Kazantseva, Hideto Kazawa , Chris
Kedzie, Andrew Kehler , Simon Keizer, Ruth Kempson, Casey Kennington, Fabio Kepler, Nitish Shirish


Prompt:
Nitish Shirish
Keskar, Mitesh M. Khapra, Huda Khayrallah, Douwe Kiela , Yuta Kikuchi, Halil Kilicoglu , Jin-Dong
Kim, Sun Kim, Yoon Kim , Young-Bum Kim, Brian Kingsbury , Eliyahu Kiperwasser, Svetlana Kir-
itchenko, Chunyu Kit, Dietrich Klakow, Alexandre Klementiev, Manfred Klenner, Sigrid Klerke, Ro-
xix

man Klinger , Julien Kloetzer, Kevin Knight, Sosuke Kobayashi, Thomas Kober, Ekaterina Kochmar ,
Philipp Koehn, Alexander Koller , Kazunori Komatani, Rik Koncel-Kedziorski , Grzegorz Kondrak ,
Lingpeng Kong, Maximilian Köper , Stefan Kopp, Selcuk Kopru, Parisa Kordjamshidi, Valia Kor-
doni, Anna Korhonen, Yannis Korkontzelos, Leila Kosseim, Katsunori Kotani, Lili Kotlerman, Emiel
Krahmer, Martin Krallinger, Julia Kreutzer, Jayant Krishnamurthy , Kriste Krstovski, Canasai Kru-
engkrai, Ivana Kruijff-Korbayova , Germán Kruszewski , Lun-Wei Ku, Marco Kuhlmann, Roland
Kuhn, Ashish Kulkarni, Gaurav Kumar, Shankar Kumar , Anil Kumar Singh, Jonathan K. Kummer-


Prompt:
Jonathan K. Kummer-
feld , Adhiguna Kuncoro, Souvik Kundu, Gakuto Kurata, Sadao Kurohashi, Nate Kushman, Andrey
Kutuzov, Polina Kuznetsova, Majid Laali, Gorka Labaka, Anirban Laha, Mathias Lambert, Vasileios
Lampos, Gerasimos Lampouras , Ian Lane, Ni Lao, Mirella Lapata, Shalom Lappin, Romain Laroche,
Kornel Laskowski, Alberto Lavelli, Alon Lavie, Phong Le, Joseph Le Roux , Robert Leaman, Gianluca
Lebani, Chia-ying Lee , Hung-yi Lee, John Lee, Kenton Lee, Lin-shan Lee, Moontae Lee, Sungjin Lee,
Yoong Keok Lee, Young-Suk Lee , Els Lefever , Fabrice Lefevre, Wenqiang Lei, Jochen L. Leidner, Gaël
Lejeune, Alessandro Lenci, Piroska Lendvai, Yves Lepage, Johannes Leveling, Tomer Levinboim, Omer
Levy, Roger Levy , Mike Lewis, Baoli Li, Cheng-Te Li, Chenliang Li, Chunyuan Li, Fangtao Li, Haizhou
Li, Jing Li, Juanzi Li, Junhui Li, Junyi Jessy Li, Piji Li, Qing Li, Shaohua Li , Sheng Li, Shoushan Li,


Prompt:
Sheng Li, Shoushan Li,
Sujian Li, Wenjie Li, Xiangsheng Li, Xiaoli Li, Xiujun Li , Yanran Li, Zhenghua Li, Zhixing Li, Zichao
Li, Maria Liakata , Chen Liang, Timm Lichte , Anne-Laure Ligozat, Nut Limsopatham, Chenghua Lin ,
Chin-Yew Lin, Jimmy Lin, Shou-de Lin, Xi Victoria Lin, Xiao Ling, Tal Linzen , Zachary Lipton, Pierre
Lison, Diane Litman, Marina Litvak, Bing Liu, Changsong Liu, Fei Liu, Jing Liu, Kang Liu, Lemao Liu,
Qian Liu, Qiaoling Liu, Qun Liu, Shujie Liu, Ting Liu, Xiaobing Liu, Yang Liu (University of Texas at
Dallas), Yang Liu (University of Edinburgh), Yang Liu (Tsinghua University), Yijia Liu, Zhiyuan Liu,
Elena Lloret, Sharid Loáiciga , José Lopes, Lucelene Lopes, Marcos Lopes, Oier Lopez de Lacalle,
Aurelio Lopez-Lopez, Annie Louis, Samuel Louvan, Bin Lu, Qin Lu, Wei Lu , Xiaofei Lu, Yanbin Lu,
Zhiyong Lu, Yi Luan, Andy Luecking , Stephanie M. Lukin , Cheng Luo, Jiaming Luo, Xiaoqiang


Prompt:
Jiaming Luo, Xiaoqiang
Luo, Zhunchen Luo, Franco M. Luque, Anh Tuan Luu, Teresa Lynn, Ji Ma, Jianqiang Ma, Mingbo
Ma, Xuezhe Ma, Wolfgang Macherey, Pranava Swaroop Madhyastha, Nitin Madnani, Pierre Magistry,
Simone Magnolini, Wolfgang Maier , Jean Maillard , Prodromos Malakasiotis, Alfredo Maldonado,
Andreas Maletti, Igor Malioutov, Radhika Mamidi, Suresh Manandhar, Gideon Mann, Christopher D.
Manning, Diego Marcheggiani, Daniel Marcu, David Mareˇcek, Matthew Marge , Alex Marin, Erwin
Marsi, Scott Martin, Héctor Martínez Alonso, Bruno Martins, David Martins de Matos, Yuval Mar-
ton, Yann Mathet , Prashant Mathur, Shigeki Matsubara, Yuji Matsumoto, Yoichi Matsuyama, Takuya
Matsuzaki, Austin Matthews, Jonathan May, Karen Mazidi, David McAllester, Diana McCarthy, R.
Thomas Mccoy , John Philip McCrae , Stephen McGregor, Tara McIntosh, Louise McNally, Yashar
Mehdad, Sameep Mehta, Hongyuan Mei , Oren Melamud, Nurit Melnik, Arul Menezes, Fandong Meng,


Prompt:
Arul Menezes, Fandong Meng,
Slim Mesfar, Florian Metze , Haitao Mi, Yishu Miao, Antonio Valerio Miceli Barone, Claudiu Mih˘ail˘a,
Todor Mihaylov, Elena Mikhalkova, Timothy Miller, Tristan Miller, Bonan Min, Anne-Lyse Minard ,
Michael Minock, Toben Mintz, Shachar Mirkin, Seyed Abolghasem Mirroshandel, Paramita Mirza, Ab-
hijit Mishra , Dipendra Misra, Prasenjit Mitra, Vikramjit Mitra, Arpit Mittal, Makoto Miwa, Junta
Mizuno, Daichi Mochihashi, Ashutosh Modi, Marie-Francine Moens, Samaneh Moghaddam, Abdel-
rahman Mohamed, Saif Mohammad , Behrang Mohit, Michael Mohler, Mitra Mohtarami, Karo Moila-
nen, Luis Gerardo Mojica de la Vega, Helena Moniz, Johanna Monti, Naﬁse Sadat Moosavi , Roser
Morante, Erwan Moreau, Shinsuke Mori, Hajime Morita, Andrea Moro, David R. Mortensen, Alessan-
dro Moschitti, Nasrin Mostafazadeh, Lili Mou, Diego Moussallem, Nikola Mrkši´c, Arjun Mukherjee,
Tanmoy Mukherjee, Philippe Muller, Yugo Murawaki, Gabriel Murray, Kenton Murray, Elena Musi,


Prompt:
Kenton Murray, Elena Musi,
Sung-Hyon Myaeng, Maria Nadejde, Masaaki Nagata, Ajay Nagesh, Tetsuji Nakagawa, Yukiko Nakano,
Ndapa Nakashole, Preslav Nakov, Courtney Napoles, Jason Naradowsky, Karthik Narasimhan, Shashi
Narayan , Shrikanth Narayanan, Masha Naslidnyk, Alexis Nasr, Vivi Nastase, Borja Navarro-Colorado,
Adeline Nazarenko, Arvind Neelakantan, Matteo Negri, Aida Nematzadeh, Guenter Neumann, Aurélie
Névéol, Denis Newman-Grifﬁs, Dominick Ng , Hwee Tou Ng, Jun-Ping Ng, Vincent Ng, Dong Nguyen,
Thien Huu Nguyen, Truc-Vien T. Nguyen, Viet-An Nguyen, Garrett Nicolai, Massimo Nicosia, Vlad
xx

Niculae, Jian-Yun Nie , Jan Niehues, Ivelina Nikolova, Kristina Nilsson Björkenstam, Sergiu Nisioi ,
Joakim Nivre , Cicero Nogueira dos Santos, Hiroshi Noji, Joel Nothman, Damien Nouvel, Diarmuid Ó
Séaghdha , Stephan Oepen, Kemal Oﬂazer, Alice Oh, Jong-Hoon Oh, Kiyonori Ohtake, Hidekazu Oiwa,
Naoaki Okazaki, Hiroshi G. Okuno, Shereen Oraby, Constantin Orasan, Vicente Ordonez, Petya Osen-


Prompt:
Petya Osen-
ova, Simon Ostermann, Robert Östling, Myle Ott, Jessica Ouyang, Katja Ovchinnikova, Arzucan Özgür,
Muntsa Padró, Alexis Palmer , Martha Palmer, Alessio Palmero Aprosio, Joao Palotti, Boyuan Pan,
Sinno Jialin Pan, Xiaoman Pan, Alexander Panchenko, Alexandros Papangelis, Denis Paperno, Ankur
Parikh, Cecile Paris, Seong-Bae Park , Yannick Parmentier, Patrick Paroubek, Carla Parra Escartín ,
Tommaso Pasini, Peyman Passban, Panupong Pasupat , Siddharth Patwardhan, Michael J. Paul, Adam
Pauls, Romain Paulus, Adam Pease, Pavel Pecina, Bolette Pedersen, Anselmo Peñas, Baolin Peng, Hao
Peng, Haoruo Peng, Nanyun Peng, Xiaochang Peng, Laura Perez-Beltrachini, Isaac Persing , Casper
Petersen, Fabio Petroni, Slav Petrov, Miriam R L Petruck, Hieu Pham, Nghia The Pham, Karl Pichotta,
Roberto Pieraccini, Olivier Pietquin, Mohammad Taher Pilehvar , Juan Pino, Yuval Pinter, Emily Pitler,
Paul Piwek, Barbara Plank, Massimo Poesio, Thierry Poibeau, Heather Pon-Barry, Edoardo Maria Ponti,


Prompt:
Edoardo Maria Ponti,
Simone Paolo Ponzetto, Andrei Popescu-Belis, Maja Popovi´c, Fred Popowich, François Portet, Christo-
pher Potts , Vinodkumar Prabhakaran, Daniel Preo¸tiuc-Pietro, Laurent Prévot, Emily Prud’hommeaux,
Matthew Purver, James Pustejovsky, Valentina Pyatkin, Ashequl Qadir , Vahed Qazvinian, Peng Qi,
Longhua Qian, Lianhui Qin, Long Qiu, Minghui Qiu, Xipeng Qiu, Lizhen Qu, Uwe Quasthoff, Chris
Quirk, Alessandro Raganato , Altaf Rahman, Jonathan Raiman, Taraka Rama, Vikram Ramanarayanan,
Maya Ramanath, Rohan Ramanath, Carlos Ramisch, Jinfeng Rao, Ari Rappoport, Mohammad Sadegh
Rasooli, Pushpendre Rastogi, Soumya Ray, Manny Rayner, Simon Razniewski, Livy Real, Siva Reddy,
Chris Reed, Ines Rehbein , Georg Rehm, Marek Rei, Roi Reichart, Julia Reinspach, Ehud Reiter, Stef-
fen Remus , Xiang Ren, Zhaochun Ren, Christian Retore, Corentin Ribeyre, Kyle Richardson, Matthew
Richardson, Mark Riedl, Martin Riedl, Jason Riesa, Stefan Riezler, German Rigau, Ellen Riloff, Laura


Prompt:
Ellen Riloff, Laura
Rimell , Fabio Rinaldi, Alan Ritter, Kirk Roberts, Molly Roberts, Ina Roesiger, Marcus Rohrbach,
Oleg Rokhlenko, Laurent Romary, Salvatore Romeo, Carolyn Penstein Rosé, Andrew Rosenberg, Sara
Rosenthal , Sophie Rosset, Paolo Rosso , Benjamin Roth, Michael Roth , Sascha Rothe, Johann Roturier,
Jacobo Rouces, Subhro Roy, Alla Rozovskaya, Raphael Rubino, Sebastian Ruder, Rachel Rudinger ,
Maja Rudolph, Pablo Ruiz, Anna Rumshisky, Josef Ruppenhofer, Vasile Rus, Irene Russo, Delia Rusu,
Attapol Rutherford, Mrinmaya Sachan, Kugatsu Sadamitsu, Markus Saers, Kenji Sagae, Benoît Sagot,
Saurav Sahay, Cem Sahin, Magnus Sahlgren, Patrick Saint-Dizier, Hassan Sajjad, Keisuke Sakaguchi,
Sakriani Sakti, Mohammad Salameh, Elizabeth Salesky, Avneesh Saluja, Rajhans Samdani, Mark Sam-
mons, Germán Sanchis-Trilles, Marina Santini , Ruhi Sarikaya, Kamal Sarkar, Agata Savary , Asad
Sayeed, Carolina Scarton, Tatjana Schefﬂer , Christian Scheible , Niko Schenk, Yves Scherrer, Frank


Prompt:
Yves Scherrer, Frank
Schilder, David Schlangen, Natalie Schluter, Allen Schmaltz, Helmut Schmid, Alexandra Schoﬁeld,
William Schuler, Björn Schuller, Sabine Schulte im Walde, Claudia Schulz, Sebastian Schuster, Di-
dier Schwab, H. Andrew Schwartz, Lane Schwartz, Roy Schwartz, Donia Scott, Djamé Seddah, Joao
Sedoc, Abigail See, Frederique Segond, Satoshi Sekine, Ethan Selfridge, Mark Seligman, Jean Senel-
lart, Rico Sennrich, Minjoon Seo, Christophe Servan, Burr Settles, Armin Seyeditabari, Lei Sha, Izhak
Shafran, Kashif Shah, Pararth Shah, Samira Shaikh, Igor Shalyminov, Lifeng Shang, Yan Shao, Ehsan
Shareghi, Rebecca Sharp, Lanbo She, Shiqi Shen, Shuming Shi, Hiroyuki Shindo, Koichi Shinoda, Eyal
Shnarch, Vered Shwartz , Advaith Siddharthan, Avi Sil, Carina Silberer, Max Silberztein, Sameer Singh,
Kairit Sirts, Gabriel Skantze, Noam Slonim , Kevin Small, Noah A. Smith , Jan Šnajder, Richard Socher,


Prompt:
Richard Socher,
Artem Sokolov, Luca Soldaini , Swapna Somasundaran , Wei Song, Yangqiu Song, Radu Soricut, Aitor
Soroa, Daniil Sorokin , René Speck, Jennifer Spenader, Manuela Speranza , Matthias Sperber, Car-
oline Sporleder, Vivek Srikumar , Somayajulu Sripada, Shashank Srivastava, Christian Stab , Sanja
Štajner, Gabriel Stanovsky , Mark Steedman, Pontus Stenetorp, Mitchell Stern , Mark Stevenson, Bran-
don Stewart, Sebastian Stober, Matthew Stone, Svetlana Stoyanchev, Veselin Stoyanov, Karl Stratos,
Kristina Striegnitz , Jannik Strötgen , Emma Strubell , Tomek Strzalkowski, Sara Stymne, Hui Su, Jin-
song Su, Keh-Yih Su, Yu Su, David Suendermann-Oeft, Alane Suhr, Ang Sun, Huan Sun, Le Sun, Lin
Sun, Weiwei Sun, Xu Sun, Hanna Suominen, Mihai Surdeanu, Simon Suster, Hisami Suzuki, Swabha
xxi

Swayamdipta , John Sylak-Glassman , Stan Szpakowicz, Idan Szpektor, Oscar Täckström, Prasad Tade-
palli, Kaveh Taghipour, Nina Tahmasebi, Sho Takase, David Talbot, Aleš Tamchyna, Akihiro Tamura ,


Prompt:
Akihiro Tamura ,
Chenhao Tan, Liling Tan, Niket Tandon, Duyu Tang, Jiliang Tang, Jintao Tang, Chris Tanner , Fangbo
Tao, Marta Tatu, Christoph Teichmann, Serra Sinem Tekiroglu, Irina Temnikova, Joel Tetreault, Simone
Teufel, Kapil Thadani, Stefan Thater, Jesse Thomason, Sam Thomson, Fei Tian, Ran Tian, Jörg Tiede-
mann, Ivan Titov, Takenobu Tokunaga, Katrin Tomanek, Gaurav Singh Tomar, Marc Tomlinson, Antonio
Toral, Kentaro Torisawa, Isabel Trancoso, David Traum, Rocco Tripodi, Alexander Trott, Chen-Tse Tsai,
Ming-Feng Tsai, Reut Tsarfaty, Yuta Tsuboi, Oren Tsur, Yoshimasa Tsuruoka, Yulia Tsvetkov, Kewei
Tu, Zhaopeng Tu, Dan Tuﬁs, Don Tuggener, Gokhan Tur, Marco Turchi, Ferhan Ture, Francis Tyers,
Kateryna Tymoshenko, Kiyotaka Uchimoto, Stefan Ultes, Shyam Upadhyay , Olga Uryupina, Dmitry
Ustalov, Masao Utiyama, Alessandro Valitutti, Tim Van de Cruys, Benjamin Van Durme , Paul Van
Eecke, Menno van Zaanen , Vincent Vandeghinste, Clara Vania, Tony Veale, Mihaela Vela, Paola Ve-


Prompt:
Mihaela Vela, Paola Ve-
lardi, Sumithra Velupillai, Subhashini Venugopalan, Patrick Verga, Marc Verhagen, Rakesh Verma, Karin
Verspoor, Tim Vieira , David Vilar, David Vilares , Serena Villata , Aline Villavicencio, Sami Virpioja,
Andreas Vlachos , Svitlana Volkova, Elena Volodina, Ngoc Thang Vu, Thuy Vu , Ivan Vuli´c , V.G.Vinod
Vydiswaran, Ekaterina Vylomova, Henning Wachsmuth , Joachim Wagner, Byron Wallace , Matthew
Walter, Xiaojun Wan, Baoxun Wang, Chenguang Wang, Di Wang, Hai Wang, Hongning Wang, Houfeng
Wang, Hua Wang, Jin Wang, Josiah Wang, Linlin Wang, Lu Wang, Mingxuan Wang, Quan Wang, Shao-
jun Wang, Shuohang Wang, Suge Wang, Tong Wang, Wei Wang, William Yang Wang, Xiaolong Wang,
Yu-Chun Wang, Zhichun Wang, Zhongqing Wang, Zhuoran Wang , Leo Wanner, Nigel Ward, Zeerak
Waseem, Patrick Watrin, Bonnie Webber, Ingmar Weber, Julie Weeds, Furu Wei, Zhongyu Wei, Gerhard
Weikum, Marion Weller-Di Marco, Tsung-Hsien Wen , Michael White, Antoine Widlöcher, Michael


Prompt:
Antoine Widlöcher, Michael
Wiegand , John Wieting , Derry Tanti Wijaya, Adina Williams, Philip Williams, Sam Wiseman, Marcin
Woli´nski, Derek F. Wong, Kam-Fai Wong, Tak-Lam Wong, Bowen Wu, Chun-Kai Wu, Wei Wu, Yu Wu,
Zhaohui Wu, Joern Wuebker, Yunqing Xia, Min Xiao, Tong Xiao, Xinyan Xiao, Yanghua Xiao, Boyi
Xie , Pengtao Xie, Shasha Xie, Caiming Xiong, Chenyan Xiong, Deyi Xiong, Hua Xu, Ruifeng Xu, Wei
Xu, Wenduan Xu, Nianwen Xue, Semih Yagcioglu, Yadollah Yaghoobzadeh, Mohamed Yahya, Takehiro
Yamamoto, Rui Yan, Zhao Yan, Bishan Yang, Grace Hui Yang, Jie Yang , Liu Yang, Qian Yang, Weiwei
Yang, Yaqin Yang, Zhilin Yang, Roman Yangarber, Helen Yannakoudakis, Andrew Yates, Mark Yatskar,
Lana Yeganova, Meliha Yetisgen, Pengcheng Yin, Wenpeng Yin, Dani Yogatama, Naoki Yoshinaga,
Koichiro Yoshino, Steve Young, Bei Yu, Dian Yu, Jianfei Yu, Kai Yu, Liang-Chih Yu, Mo Yu, Zheng-
tao Yu, Zhou Yu, François Yvon , Wlodek Zadrozny, Virginie Zampa, Amir Zeldes , Daojian Zeng, Xi-


Prompt:
Daojian Zeng, Xi-
aodong Zeng, Kalliopi Zervanou, Torsten Zesch, Deniz Zeyrek, Biao Zhang, Chao Zhang, Congle Zhang,
Dongdong Zhang, Hu Zhang, Jiajun Zhang, Justine Zhang, Li Zhang, Meishan Zhang, Min Zhang, Qi
Zhang, Sicong Zhang, Wei-Nan Zhang, Xingxing Zhang , Yongfeng Zhang, Bing Zhao, Dongyan Zhao,
Hai Zhao, Jun Zhao, Sendong Zhao, Tiancheng Zhao, Tianyu Zhao , Tiejun Zhao, Wayne Xin Zhao,
Zhou Zhao, Guoqing Zheng, Vincent W. Zheng, Victor Zhong, Deyu Zhou, Guodong Zhou, Xiaob-
ing Zhou, Yingbo Zhou, Muhua Zhu, Xiaodan Zhu, Fuzhen Zhuang, Heike Zinsmeister, Ayah Zirikly,
Chengqing Zong, Guido Zuccon, Willem Zuidema, Pierre Zweigenbaum.
Secondary Reviewers
Peter A. Rankel, Ranit Aharonov, Domagoj Alagi´c, Anusha Balakrishnan, Somnath Banerjee, Joost
Bastings, Giannis Bekoulis, Gayatri Bhat, Yonatan Bilu, Filip Boltuži´c, Svetla Boytcheva, Dominique
Brunato, Gaëtan Caillaut, Iacer Calixto, Thiago Castro Ferreira, Dhivya Chinnappa, Arman Cohan, Joana


Prompt:
Arman Cohan, Joana
Correia, Sujatha Das Gollapalli, Tobias Daudert, Hugues de Mazancourt, Maksym Del, Thomas De-
meester, Ying Ding, Zhang Dong, Seth Ebner, Roxanne El Baff, Akiko Eriguchi, Nawshad Farruque,
Quentin Feltgen, Elisa Ferracane, Qiaozi Gao, Pepa Gencheva, Bilal Ghanem, Frederic Godin, Nitish
Gupta, Shachi H Kumar, Mareike Hartmann, Zhengqiu He, Irazú Hernández, Geert Heyman, Parag
Jain, Sarthak Jain, Jyun-Yu Jiang, Xisen Jin, Vidur Joshi, Meizhi Ju, Joo-Kyung Kim, Jooyeon Kim,
Elena Kochkina, Bhushan Kotnis, Florian Kreyssig, Sachin Kumar, Ronja Laarmann-Quante, Patrick
Lange, Jihwan Lee, Shasha Li, Xinyi Li, Chen Liang, Yuping Lin, Haochen Liu, Qiuzhi Liu, Tong Liu, xxii

Jing Lu, Yen-Fu Luo, Veronica Lynn, Jing Ma, Sean MacAvaney, Arjun Magge, Nona Naderi, Jingzhi
Pang, Sunghyun Park, Peyman Passban, Hao Peng, Yifan Peng, Nina Poerner, Hanieh Poostchi, Paul Pu
Liang, Robert Pugh, Niklas Rach, Shiya Ren, Ricardo Rodrigues, Sean Rosario, Adam Roussel, Keisuke


Prompt:
Adam Roussel, Keisuke
Sakaguchi, Zahra Sarabi, Marijn Schraagen, Hannes Schulz, Royal Sequiera, Aliaksei Severyn, Piyush
Sharma, Shikhar Sharma, Dinghan Shen, Miikka Silfverberg, Kiril Simov, Devendra Singh Sachan,
Youngseo Son, Manuela Speranza, Pei-Hao Su, Remi Tachet des Combes, Andre Tattar, Yi Tay, Suzushi
Tomori, Adam Tsakalidis, Bo-Hsiang Tseng, Yi-lin Tuan, Antonio Uva, Alakananda Vempala, Giulia
Venturi, Natalia Viani, Chao Wang, Guoyin Wang, Huaming Wang, Longyue Wang, Shuang Wang,
Wenya Wang, Xiang Wang, Xinyi Wang, Zongsheng Wang, Sarah Wiegreffe, Ji Xin, Jun Xu, Qiuling
Yan, Xiao Yang, Yinfei Yang, Ziyu Yao, Hai Ye, Junjie Yu, Roberto Zanoli, Ziqian Zeng, Sheng Zha,
Biao Zhang, Dong Zhang, Yijia Zhang, He Zhao, Huan Zhao, Suyan Zhu.


Prompt:
Adam Roussel, Keisuke
Sakaguchi, Zahra Sarabi, Marijn Schraagen, Hannes Schulz, Royal Sequiera, Aliaksei Severyn, Piyush
Sharma, Shikhar Sharma, Dinghan Shen, Miikka Silfverberg, Kiril Simov, Devendra Singh Sachan,
Youngseo Son, Manuela Speranza, Pei-Hao Su, Remi Tachet des Combes, Andre Tattar, Yi Tay, Suzushi
Tomori, Adam Tsakalidis, Bo-Hsiang Tseng, Yi-lin Tuan, Antonio Uva, Alakananda Vempala, Giulia
Venturi, Natalia Viani, Chao Wang, Guoyin Wang, Huaming Wang, Longyue Wang, Shuang Wang,
Wenya Wang, Xiang Wang, Xinyi Wang, Zongsheng Wang, Sarah Wiegreffe, Ji Xin, Jun Xu, Qiuling
Yan, Xiao Yang, Yinfei Yang, Ziyu Yao, Hai Ye, Junjie Yu, Roberto Zanoli, Ziqian Zeng, Sheng Zha,
Biao Zhang, Dong Zhang, Yijia Zhang, He Zhao, Huan Zhao, Suyan Zhu.
xxiii


Prompt:
Organizing Committee
General Chair:
Lluís Màrquez, Amazon
Program Chairs:
Anna Korhonen, University of Cambridge
David Traum, University of Southern California
Workshop Chairs:
Barbara Plank, IT University of Copenhagen
Sebastian Riedel, University College London & Facebook AI Research
Tutorial Chairs:
Preslav Nakov, Qatar Computing Research Institute, HBKU
Alexis Palmer, University of North Texas
Demo Chairs:
Enrique Alfonseca, Google
Marta R. Costa-jussà, Technical University of Catalonia
Publication Chairs:
Douwe Kiela, Facebook
Ivan Vuli´c, University of Cambridge
Shay Cohen, University of Edinburgh (Advisory)
Kevin Gimpel, Toyota Technological Institute at Chicago (Advisory)
Conference Handbook Chairs:
Elena Cabrio, Université Côte d’Azur, Inria, CNRS, I3S
Rachele Sprugnoli, Università Cattolica del Sacro Cuore
Local Organization Chairs:
Alessandro Lenci, University of Pisa
Bernardo Magnini, Bruno Kessler Foundation


Prompt:
Bruno Kessler Foundation
Simonetta Montemagni, Institute for Computational Linguistics of CNR (CNR-ILC)
Local Sponsorship Chairs:
Roberto Basili, University of Rome, Tor Vergata
Giovanni Semeraro, University of Bari
ix

Local Arrangement Committee:
Sara Goggi, Institute for Computational Linguistics of CNR (CNR-ILC)
Maria Cristina Schiavone, MCI Group
Sacha Bourdeaud’Hui, Mamoka (Web Manager)
Student Research Workshop Chairs:
Fernando Alva-Manchego, University of Shefﬁeld
Eunsol Choi, University of Washington
Daniel Khashabi, University of Pennsylvania
Student Research Workshop – Faculty Advisors:
Hannaneh Hajishirzi, University of Washington
Aurelie Herbelot, University of Trento
Scott Wen-tau Yih, Facebook AI Research
Yue Zhang, Westlake University
Conference App Chair:
Andrea Cimino, Institute for Computational Linguistics of CNR (CNR-ILC)
Publicity & Social Media Chairs:
Felice Dell’Orletta, Institute for Computational Linguistics of CNR (CNR-ILC) Lucia Passaro,


Prompt:
Passaro,
University of Pisa Sara Tonelli, Bruno Kessler Foundation
Mentorship Chairs:
Rada Mihalcea, University of Michigan
Robert Frederking, Carnegie Mellon University (CMU)
Aakanksha Naik, Carnegie Mellon University (CMU)
Student Volunteer Coordinators:
Dominique Brunato, Institute for Computational Linguistics of CNR (CNR-ILC)
Marco Senaldi, University of Pisa, Scuola Normale Superiore (Pisa)
Giulia Venturi, Institute for Computational Linguistics of CNR (CNR-ILC)
x

Program Committee
Program Committee Co-Chairs:
Anna Korhonen, University of Cambridge
David Traum, University of Southern California
Program Committee Co-Chair Assistants:
Simon Baker, University of Cambridge
Qianchu Liu, University of Cambridge
Olga Majewska, University of Cambridge
Edoardo Ponti, University of Cambridge
Ehsan Shareghi, University of Cambridge
Area Chairs:
Senior Area Chairs are indicated in boldface.
Dialogue and Interactive Systems


Prompt:
e Systems
Kalliroi Georgila , Ryuichiro Higashinaka , Michel Galley, Zhou Yu, Milica Gasic, Rebecca
J. Passonneau, Gabriel Skantze, Matthew Marge, Helen Hastie, Kazunori Komatani, Yun-Nung
Chen, Pascale Fung
Discourse and Pragmatics
Annie Louis , Andrew Kehler , Benamara Farah, Giuseppe Carenini, Michael Strube, Bonnie
Webber, Smaranda Muresan, Manfred Stede
Document Analysis
Bracha Shapira , Eugene Agichtein , Michael Bendersky, Dilek Hakkani-Tur, Anton Leuski, An-
drei Popescu-Belis, Peng Zhang, Xiang Ren, Sujian Li
Generation
Cecile Paris , Kees van Deemter , Leo Wanner, Anya Belz, Leila Kosseim, Advaith Siddarthan,
Nadjet Bouayad, Kathy McCoy, Stephanie M. Lukin, Matthew Stone, Nina Dethlefs, John Kelle-
her, Paul Piwek, Yoav Goldberg
Information Extraction and Text Mining
Alessandro Moschitti , Heng Ji , Mausam , Hannaneh Hajishirzi , Isabelle Augenstein, Nazli
Goharian, Ruihong Huang, Kevin Cohen, Siddharth Patwardhan, Sumithra Velupillai, Yunyao Li,


Prompt:
Yunyao Li,
Gerard de Melo, Mark Stevenson, Avi Sil, Aurélie Névéol, Kenneth Church, Alan Ritter, Hoifung
Poon, Nut Limsopatham
Linguistic Theories, Cognitive Modeling and Psycholinguistics
Frank Keller , Aline Villavicencio , Afra Alishahi, Yevgeni Berzak, Shuly Wintner, Vera Demberg,
Emily Prud’hommeaux
xi

Machine Learning
Chris Dyer , Ariadna Quattoni , Ashish Vaswani, Kai-Wei Chang, Fei Sha, Barbara Plank, William
Wang, Tim Rocktäschel, Le Sun, Jason Naradowsky, Alice Oh, Amir Globerson, Pontus Stenetorp,
Andreas Vlachos
Machine Translation
Trevor Cohn , Yang Liu , Dekai Wu, Kevin Duh, Jörg Tiedemann, Deyi Xiong, Taro Watan-
abe, Philipp Koehn, Marine Carpuat, Arianna Bisazza, Alexander Fraser, Zhaopeng Tu, Qun Liu,
Yvette Graham, Daniel Cer, Minh-Thang Luong
Multidisciplinary and AC COI
Patrick Pantel , Julia Hockenmaier , Yoav Artzi, Bowen Zhou, Grzegorz Chrupała, Dong Nguyen,
Simone Paolo Ponzetto, Sara Rosenthal
Multilinguality


Prompt:
Multilinguality
Joakim Nivre , Timothy Baldwin , Anders Søgaard, Jonathan May, Christian Hardmeier
Phonology, Morphology and Word Segmentation
Graham Neubig , Hinrich Schütze , Ryan Cotterell, Manaal Faruqui, Hai Zhao, Kemal Oﬂazer,
Miikka Silfverberg
Question Answering
Sanda Harabagiu , Zornitsa Kozareva , Kang Liu, Yansong Feng, Shaﬁq Joty, Eric Nyberg,
Preslav Nakov, Giovanni Da San Martino, Jennifer Chu-Carroll, Idan Szpektor
Resources and Evaluation
Sara Tonelli , Ron Artstein , Gina-Anne Levow, Thierry Declerck, Nancy Ide, Kenji Sagae, Udo
Kruschwitz, Beata Megyesi, Roberto Navigli, Owen Rambow
Sentence-level Semantics
Mona Diab , Ivan Titov , Wei Xu, Siva Reddy, Steven Bethard, Eduardo Blanco, Wenpeng Yin,
Liang Huang, Edward Grefenstette, Michael Roth, Mehrnoosh Sadrzadeh, Anette Frank
Sentiment Analysis and Argument Mining
Marie-Francine Moens , Bing Liu , Saif Mohammad, Els Lefever, Liang-Chih Yu, Yulan He, Oren


Prompt:
Yulan He, Oren
Tsur, Claire Cardie, Yue Zhang, Swapna Somasundaran, Jinho D. Choi
Social Media
Cristian Danescu-Niculescu-Mizil , Jacob Eisenstein , Kalina Bontcheva, Nigel Collier, Dirk
Hovy, David Jurgens, Tim Finin, Diyi Yang, Wei Gao, Wei Wei
Summarization
Mirella Lapata , Chin-Yew Lin , Wenjie Li, Xiaojun Wan, Jackie Chi Kit Cheung, Shashi Narayan,
Xiaodan Zhu, Fei Liu
xii

Tagging, Chunking, Syntax and Parsing
Phil Blunsom , Noah A. Smith , Roi Reichart, Marek Rei, Daisuke Kawahara, Emily Pitler, Omri
Abend, Weiwei Sun
Textual Inference and Other Areas of Semantics
Sabine Schulte im Walde , Raffaella Bernardi , Omer Levy, Angeliki Lazaridou, Jonathan Berant,
Vivek Srikumar, Dimitri Kartsaklis, Christopher Potts, Roy Schwartz
Vision, Robotics, Multimodal, Grounding and Speech
Louis-Philippe Morency , Michael Johnston , Catharine Oertel, Matthias Scheutz, Sakriani Sakti,
Elia Bruni, Manny Rayner, Douwe Kiela, Yonatan Bisk, Yale Song
Word-level Semantics


Prompt:
Word-level Semantics
Eneko Agirre , Diana McCarthy , Mohammad Taher Pilehvar, Ekaterina Shutova, Ivan Vuli´c,
Laura Rimell, Paul Cook, Chris Biemann, Marianna Apidianaki, Diarmuid Ó Séaghdha, Jose
Camacho-Collados, Aitor Soroa
Applications
Joel Tetreault , Karin Verspoor , Ekaterina Kochmar, Vinodkumar Prabhakaran, Razvan Bunescu,
Sarvnaz Karimi, Filip Ginter, Vincent Ng, Beth Ann Hockey, Jens Edlund, Maria Liakata
Reviewers: (all 2000+ of them)
Ahmed Abdelali, Asad Abdi, Muhammad Abdul-Mageed, Samira Abnar, Steven Abney, Abdal-
ghani Abujabal, Amjad Abu-Jbara, Pablo Accuosto, Oliver Adams, Heike Adel, Stergos Afan-
tenos, Haithem Aﬂi, Tazin Afrin, Apoorv Agarwal, Rodrigo Agerri, Željko Agi´c, Eugene Agichtein,
Manex Agirrezabal, Roee Aharoni, Sina Ahmadi, Natalie Ahn, Chaitanya Ahuja, Qingyao Ai,
Akiko Aizawa, Yamen Ajjour, Reina Akama, Murat Akbacak, Mohammad Akbari, Ahmet Aker,
Khalid Al Khatib, Nader Akoury, Arjun Akula, Firoj Alam, Nikolaos Aletras, Beatrice Alex, Jan


Prompt:
Beatrice Alex, Jan
Alexandersson, Enrique Alfonseca, David Alfter, Ayman Alhelbawy, Hazrat Ali, Dimitris Alikan-
iotis, Malihe Alikhani, Noor Alkhadhar, Alexandre Allauzen, Hussein Al-Olimat, Jose Alonso,
Laura Alonso Alemany, Malik Altakrori, Kristen M. Altenburger, David Alvarez-Melis, Bharat
Ram Ambati, Hessam Amini, Maryam Aminian, Hadi Amiri, Waleed Ammar, Reinald Kim Am-
playo, Ashish Anand, Avishek Anand, Sophia Ananiadou, Antonios Anastasopoulos, Jacob An-
dreas, Nicholas Andrews, Gabor Angeli, Stefanos Angelidis, Jean-Yves Antoine, João António
Rodrigues, Rishita Anubhai, Emilia Apostolova, Jun Araki, Kenji Araki, Masahiro Araki, Rahul
Aralikatte, Eiji Aramaki, Yuki Arase, Naveen Ari, Sebastian Arnold, Kushal Arora, Piyush Arora,
Mikel Artetxe, Philip Arthur, Ehsaneddin Asgari, Ramón Astudillo, John Atkinson, Giuseppe At-
tardi, P.V.S. Avinesh, Eleftherios Avramidis, Amittai Axelrod, Ellyn Ayton, Wilker Aziz


Prompt:
Ellyn Ayton, Wilker Aziz
Homa B. Hashemi, AmirAli Bagher Zadeh, JinYeong Bak, Collin Baker, Mithun Balakrishna,
Anusha Balakrishnan, Saied Balaneshin-Kordan, Vevake Balaraman, Niranjan Balasubramanian,
Jorge A. Balazs, Jason Baldridge, Tyler Baldwin, Miguel Ballesteros, Ramy Baly, David Bamman,
Rafael E. Banchs, Siddhartha Banerjee, Srinivas Bangalore, Rajendra Banjade, Mohit Bansal, For-
xiii

rest Sheng Bao, Ankur Bapna, Chitta Baral, Verginica Barbu Mititelu, Roy Bar-Haim, Ipek Baris,
Ken Barker, Gianni Barlacchi, Ander Barrena, Maria Barrett, Valentin Barriere, Alberto Barrón-
Cedeño, Max Bartolo, Pierpaolo Basile, Valerio Basile, Roberto Basili, Ali Basirat, Emanuele
Bastianelli, Joost Bastings, Riza Batista-Navarro, Daniel Bauer, Timo Baumann, Rachel Bawden,
Frédéric Béchet, Daniel Beck, Lee Becker, Srikanta Bedathur, Steven Bedrick, Barend Beekhuizen,
Beata Beigman Klebanov, Lisa Beinborn, Giannis Bekoulis, Núria Bel, Yonatan Belinkov, Eric


Prompt:
Yonatan Belinkov, Eric
Bell, Kedar Bellare, Meriem Beloucif, Iz Beltagy, Yassine Benajiba, Emily M. Bender, Fer-
nando Benites, Ryan Benmalek, Leon Bergen, Taylor Berg-Kirkpatrick, Sabine Bergler, Kay
Berkling, Thales Bertaglia, Robert Berwick, Laurent Besacier, Jonas Beskow, Rahul Bhagat,
Parminder Bhatia, Sumit Bhatia, Sameer Bhatnagar, Pushpak Bhattacharyya, Ann Bies, Jennifer
Biggs, Frédérik Bilhaut, Lidong Bing, Or Biran, Alexandra Birch, André Bittar, Johannes Bjerva,
Frédéric Blain, Su Lin Blodgett, Sravan Bodapati, Reihane Boghrati, Nikolay Bogoychev, Bernd
Bohnet, Danushka Bollegala, Marcel Bollmann, Filip Boltuzic, Daniele Bonadiman, Francis Bond,
Francesca Bonin, Michael Boratko, Ludovico Boratto, Georgeta Bordea, Johan Bos, Julia Bosque-
Gil, Elizabeth Boschee, Robert Bossy, Taxiarchis Botsis, Houda Bouamor, Guillaume Bouchard,
Florian Boudin, Fethi Bougares, Samuel R. Bowman, Veronica Boyce, Ryan Boyd, Jordan Boyd-


Prompt:
Ryan Boyd, Jordan Boyd-
Graber, Johan Boye, Kristy Boyer, Siddhartha Brahma, S.R.K. Branavan, António Branco, Ana
Brassard, Chloé Braud, Chris Brew, Ted Briscoe, Chris Brockett, Julian Brooke, Thomas Brov-
elli (Meyer), Susan Windisch Brown, Caroline Brun, Dominique Brunato, Elia Bruni, Christopher
Bryant, Christian Buck, Amar Budhiraja, Paweł Budzianowski, Sven Buechel, Alberto Bugarín
Diz, Trung Bui, Paul Buitelaar, Maja Buljan, Laura Burdick, Evgeny Burnaev, Hendrik Buschmeier,
Jan Buys, Bill Byrne
Elena Cabrio, John Cadigan, Deng Cai, Andrew Caines, Iacer Calixto, Jesus Calvillo, José G.
Camargo de Souza, Erik Cambria, Nick Campbell, Burcu Can, Marie Candito, Yixin Cao, Cor-
nelia Caragea, Dallas Card, Franco Alberto Cardillo, Annabelle Carrell, Xavier Carreras, Paula
Carvalho, Francisco Casacuberta, Helena Caseli, Tommaso Caselli, Giuseppe Castellucci, Thi-
ago Castro Ferreira, Asli Celikyilmaz, Fabio Celli, Daniel Cer, Özlem Çetino˘glu, Mauro Cet-


Prompt:
Mauro Cet-
tolo, Joyce Chai, Abhisek Chakrabarty, Yllias Chali, Yee Seng Chan, Senthil Chandramohan,
Pramod Chandrashekar, Muthu Kumar Chandrasekaran, Eshwar Chandrasekharan, Akshay Chan-
drashekaran, Khyathi Chandu, Angel Chang, Baobao Chang, Cheng Chang, Chia-Hui Chang,
Jonathan P. Chang, Soravit Changpinyo, Rajen Chatterjee, Akshay Chaturvedi, Jaya Chaturvedi,
Snigdha Chaturvedi, Stergios Chatzikyriakidis, Yatin Chaudhary, Wanxiang Che, Ciprian Chelba,
Boxing Chen, Danlu Chen, Danqi Chen, Guanyi Chen, Hsin-Hsi Chen, John Chen, Lei Chen, Lu
Chen, MeiHua Chen, Mingda Chen, Muhao Chen, Qian Chen, Qingcai Chen, Sihao Chen, Tao
Chen, Tongfei Chen, Wei-Fan Chen, Wenhu Chen, Wenliang Chen, Xinchi Chen, Yan Chen, Yubo
Chen, Yun Chen, Zeyuan Chen, Zhumin Chen, Fei Cheng, Hao Cheng, Jianpeng Cheng, Yong
Cheng, Artem Chernodub, Colin Cherry, Emmanuele Chersoni, Niyati Chhaya, David Chiang,
Christian Chiarcos, Hai Leong Chieu, Dhivya Chinnappa, Martin Chodorow, Jinho D. Choi, Yejin


Prompt:
Jinho D. Choi, Yejin
Choi, Shamil Chollampatt, Wang Chong, PohLian Choong, Prafulla Kumar Choubey, Shammur
Absar Chowdhury, Chenhui Chu, Zewei Chu, Tagyoung Chung, Kenneth Church, Andre Cian-
ﬂone, Mark Cieliebak, Philipp Cimiano, Yagmur Gizem Cinar, Volkan Cirik, Alexander Clark,
Christopher Clark, Elizabeth Clark, Jonathan Clark, Stephen Clark, Simon Clematide, Guillaume
Cleuziou, Ann Clifton, Oana Cocarascu, Anne Cocos, Arman Cohan, Shay B. Cohen, Guillem
Collell, Michael Collins, Don Comeau, Costanza Conforti, John Conroy, Mathieu Constant, Dan-
ish Contractor, Francesco Corcoglioniti, Silvio Cordeiro, Goncalo Correia, Caio Corro, Marta
R. Costa-jussà, Benoit Crabbé, Josep Crego, Danilo Croce, Paul Crook, James Cross, Heriberto
Cuayahuitl, Lei Cui, Yiming Cui, Aron Culotta
xiv

Raj Dabre, Hongliang Dai, Na Dai, Xin-Yu Dai, Zeyu Dai, Joachim Daiber, Beatrice Daille, Bha-
vana Dalvi, Fahim Dalvi, Marco Damonte, Saman Daneshvar, Lena Dankin, Avisha Das, Dipanjan


Prompt:
Avisha Das, Dipanjan
Das, Rajarshi Das, Pradeep Dasigi, Vidas Daudaravicius, Peter David, Brian Davis, Forrest Davis,
Johannes Daxenberger, Luna De Bruyne, Gaël de Chalendar, Munmun De Choudhury, Orphee
De Clercq, Adrià de Gispert, Daniël de Kok, Kordula De Kuthy, Éric de la Clergerie, Miryam
de Lhoneux, Eliezer de Souza da Silva, Judith Degen, Luciano Del Corro, Iria del Río Gayo,
Maksym Del, Louise Deléger, Claudio Delli Bovi, Felice Dell’Orletta, Vera Demberg, Thomas
Demeester, Carrie Demmans Epp, Dina Demner-Fushman, Dorottya Demszky, Yasuharu Den,
Steve DeNeefe, John DeNero, Li Deng, Lingjia Deng, Pascal Denis, Michael Denkowski, Matthew
Denny, Tejaswini Deoskar, Steven Derby, Lucio Dery, Chris Develder, Barry Devereux, Jacob De-
vlin, Subhadeep Dey, Bhuwan Dhingra, Shehzaad Dhuliawala, Maria Pia di Buono, Luigi Di Caro,
Giuseppe Di Fabbrizio, Giorgio Maria Di Nunzio, Emanuele Di Rosa, Gaël Dias, Jana Diesner,


Prompt:
Gaël Dias, Jana Diesner,
Haoqi Ding, Shuoyang Ding, Xiao Ding, Xiaoan Ding, Georgiana Dinu, Stefanie Dipper, Kalpit
Dixit, Dmitriy Dligach, Simon Dobnik, A. Seza Do˘gruöz, Tobias Domhan, Daxiang Dong, Li
Dong, Shichao Dong, Yerai Doval, Doug Downey, Mauro Dragoni, Eduard Dragut, Mark Dras,
Markus Dreyer, Rotem Dror, Jingcheng Du, Jingfei Du, Lan Du, Xinya Du, Cheng Duan, Nan
Duan, Adrian Dubhghaill, Haim Dubossarsky, Pablo Duboue, Philipp Dufter, Loic Dugast, Anca
Dumitrache, Ewan Dunbar, Jonathan Dunn, Long Duong, Nadir Durrani, Greg Durrett, Ondˇrej
Dušek, Tomasz Dwojak, Marc Dymetman
Seth Ebner, Richard Eckart de Castilho, Jens Edlund, Lukas Edman, Steffen Eger, Markus Egg,
Koji Eguchi, Yo Ehara, Patrick Ehlen, Maud Ehrmann, Vladimir Eidelman, Bryan Eikema, An-
dreas Eisele, Asif Ekbal, Layla El Asri, Roxanne El Baff, Mahmoud El-Haj, Ahmed El Kholy,
Ismail El Maarouf, Maha Elbayad, Heba Elfardy, Ahmed Elgohary, Michael Elhadad, Tilia Ellen-


Prompt:
Tilia Ellen-
dorff, Desmond Elliott, Hady Elsahar, Guy Emerson, Aykut Erdem, Alexander Erdmann, Mihail
Eric, Akiko Eriguchi, Hugo Jair Escalante, Arash Eshghi, Ramy Eskander, Luis Espinosa Anke,
Allyson Ettinger, Kilian Evang, Keelan Evanini
Marzieh Fadaee, Ingrid Falk, Tobias Falke, Angela Fan, Feifan Fan, James Fan, Hao Fang, Hui
Fang, Meng Fang, Stefano Faralli, Richárd Farkas, Benoit Favre, Maryam Fazel-Zarandi, Afsaneh
Fazly, Marcello Federico, Anna Feldman, Mariano Felice, Fuli Feng, Shi Feng, Shi Feng, Song
Feng, Yang Feng, Yansong Feng, Eraldo Fernandes, Paulo Fernandes, Raquel Fernández, Francis
Ferraro, Thiago Castro Ferreira, Besnik Fetahu, Oluwaseyi Feyisetan, Alejandro Figueroa, Elena
Filatova, Simone Filice, Katja Filippova, Andrew Finch, Mark Finlayson, Orhan Firat, Adam
Fisch, Mark Fishel, Nicholas FitzGerald, Margaret Fleck, Michael Flor, Radu Florian, Antske
Fokkens, Erick Fonseca, April Foreman, Tommaso Fornaciari, Karën Fort, George Foster, Samuel


Prompt:
George Foster, Samuel
Fraiberger, Thomas Francois, Marc Franco-Salvador, Diego Frassinelli, Dayne Freitag, Jesse Fre-
itas, Lea Frermann, Daniel Fried, Ingo Frommholz, Jinlan Fu, Liye Fu, Yao Fu, Zhenxin Fu, Hagen
Fuerstenau, Atsushi Fujii, Akinori Fujino, Yoshinari Fujinuma, Atsushi Fujita, Fumiyo Fukumoto,
Kotaro Funakoshi
Robert Gaizauskas, Andrea Galassi, Irina Galinskaya, Matthias Gallé, Michael Gamon, Rashmi
Gangadharaiah, Varun Gangal, Debasis Ganguly, Juri Ganitkevitch, Bin Gao, Qiaozi Gao, Shen
Gao, Tianyu Gao, Wei Gao, Xiang Gao, Yang Gao, Utpal Garain, Miguel Angel Garcia Cumbr-
eras, Claire Gardent, Matt Gardner, Francesco Gargiulo, Markus Gärtner, Albert Gatt, Lorenzo
Gatti, Eric Gaussier, Tao Ge, Michaela Geierhos, Lieke Gelderloos, Spandana Gella, Alborz
Geramifard, Kim Gerdes, Mor Geva, Hamidreza Ghader, Bilal Ghanem, Mehdi Ghanimifard,
Debanjan Ghosh, Sucheta Ghosh, Anastasia Giachanou, Daniela Gifu, Daniel Gildea, C. Lee
xv