Proceedings of the First Workshop on Gender Bias in Natural Language Processing

Authors: Marta Costa-Juss, Christian Hardmeier, Will Radford, Kellie Webster, Kai-Wei Chang, Ryan Cotterell, Mercedes Garca-Martnez, Ben Hachey, Svetlana Kiritchenko, Marta Recasens, Rachel Rudinger, Matei Ionita, Yury Kashnitsky, Ken Krige, Vladimir Larin, Atanas Atanasov, Gender-Unbiased Bert, Tom Kwiatkowski, Jennimaria Palomaki, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Matthew Kelcey, Jacob Devlin, Kenton Lee, Kristina Toutanova, Llion, Yasmeen Hitti, Eunbee Jang, Ines Moreno, Carolyne Pelletier, Scott Friedman, Sonja Schmer-Galunder, Anthony Chen, Jeffrey Rye, Artem Abzaliev, Sandeep Attree, Xingce Bao, Qianqian Qiao, Jayadev Bhaskaran, Isha Bhallamudi, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Deborah Cameron, Erin Cooley, Hannah Winslow, Andrew Vojt, Jonathan Shein, Jennifer Ho, Maryann Corbett, Nikhil Garg, Londa Schiebinger, Dan Jurafsky, James Zou, Eduardo Graells-Garrido, Mounia Lalmas, Filippo Menczer, Elizabeth Haines, Kay Deaux, Nicole Lofaro, Raymond Andrew L Maas, Peter Daly, Dan Pham, Andrew Huang, Christopher Ng, Potts, Thomas Newkirk, Jeffrey Pennington, Richard Socher, Christopher Manning, Ovidio Sarah M Ray, Jill Galvan, Zarestky, Sigal Vainapel, Y Opher, Yulie Shamir, Gadi Tenenbaum, Gilam, Zeerak Waseem, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Cory L Armstrong, Michelle Lm Wood, Michelle Nelson, David Arthur, Sergei Vassilvitskii, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Le Chen, Ruijun Ma, Anik Hannk, Christo Wilson, Billy Chiu, Gamal Crichton, Anna Korhonen, Sampo Pyysalo, Lucas Dixon, John Li, Jeffrey Sorensen, Nithum Thain, Lucy Vasserman, B Roger, Christopher Fillingim, Margarete King, Bridgett Ribeiro-Dasilva, Joseph Rahim-Williams, Riley, Nikhil Garg, Londa Schiebinger, Dan Jurafsky, James Zou, Frderic Godin, Baptist Vandersmissen, Wesley De Neve, Rik Van De Walle, Yoav Goldberg, Debbie Anthony G Greenwald, Jordan Lk Mcghee, Schwartz, S Zellig, Harris, Wassily Hoeffding, George Miller, Walter Charles, Ji Ho, Park, Jamin Shin, Pascale Fung, F Pedregosa, G Varoquaux, A Gramfort, V Michel, B Thirion, O Grisel, M Blondel, P Prettenhofer, R Weiss, V Dubourg, J Vanderplas, A Passos, D Cournapeau, M Brucher, M Perrot, E Duchesnay, Jeffrey Pennington, Richard Socher, Christopher Manning, Joseph Reagle, Lauren Rhue, Hinrich Schtze, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Inc Curran Associates, Timnit Buolamwini, Gebru, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Sepp Hochreiter, Jrgen Schmidhuber, Jeremy Howard, Sebastian Ruder, Svetlana Kiritchenko, Saif Mohammad, Nelson Liu, Matt Gardner, Yonatan Belinkov, Matthew Peters, Noah Smith, Leland Mcinnes, John Healy, Nathaniel Saul, Lukas Grossberger, Tomas Mikolov, Martin Karafit, Luks Burget, Jan Cernock, Sanjeev Khudanpur, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Jeffrey Pennington, Richard Socher, Christopher Manning, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Jieyu Zhao, Tianlu Wang, Mark Yatskar, Ryan Cotterell, Vicente Ordonez, Kai-Wei Chang, Sudeep Bhatia, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, E Bruni, N Tran, M Baroni, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Lucas Dixon, John Li, Jeffrey Sorensen, Nithum Thain, Lucy Vasserman, L Finkelstein, E Gabrilovich, Y Matias, E Rivlin, Z Solan, G Wolfman, E Ruppin, D Gerz, I Vulic, F Hill, R Reichart, A Korhonen, Hila Gonen, Yoav Goldberg, Ian Ayres, Sudeep Bhatia, P Bojanowski, E Grave, A Joulin, T Mikolov, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Lucas Dixon, John Li, Jeffrey Sorensen, Nithum Thain, Lucy Vasserman, Michael Gaddis, Hila Gonen, Yoav Goldberg, M Hansen, G Tosik, C Goossen, Li, X Bayeva, H He, Jaeger, Dirk Hovy, Dirk Hovy, Shannon Spruit, Svetlana Kiritchenko, Saif Mohammad, T Liu, J Sedoc, L Ungar, T Liu, L Ungar, J Sedoc, T Liu, L Ungar, J Sedoc, Chandler May, Alex Wang, Shikha Bordia, Rachel Samuel R Bowman, Rudinger, T Mikolov, I Sutskever, K Chen, G Corrado, J Dean, Inc Curran Associates, P Mu, Viswanath, Dan Jurafsky, Nikhil Garg, Londa Schiebinger, James Zou, J Pennington, R Socher, C Manning, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Tianlu Wang, Jieyu Zhao, Mark Yatskar, Ryan Cotterell, Vicente Ordonez, Kai-Wei Chang, Mark Yatskar, Luke Zettlemoyer, Ali Farhadi, Brian Hu Zhang, Blake Lemoine, Margaret Mitchell, Jieyu Zhao, Tianlu Wang, Mark Yatskar, Vicente Ordonez, Kai-Wei Chang, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Carlo Bonferroni, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Mary, Ann Cejka, Alice Eagly, Andre Costa, Adriano Veloso, Eva Derous, Ann Marie, Ryan, H Alice, Valerie Eagly, Steffen, Nikhil Garg, Londa Schiebinger, Dan Jurafsky, James Zou, Peter Glick, Korin Wilk, Michele Perreault, Elizabeth Haines, Kay Deaux, Nicole Lofaro, Sepp Hochreiter, Jrgen Schmidhuber, Matthew Kay, Cynthia Matuszek, Sean Munson, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, M Saif, Felipe Mohammad, Mohammad Bravo-Marquez, Svetlana Salameh, Kiritchenko, F Pedregosa, G Varoquaux, A Gramfort, V Michel, B Thirion, O Grisel, M Blondel, P Prettenhofer, R Weiss, V Dubourg, J Vanderplas, A Passos, D Cournapeau, M Brucher, M Perrot, E Duchesnay, Jeffrey Pennington, Richard Socher, Christopher Manning, Rachel Rudinger, Jason Naradowsky, Brian Leonard, Benjamin Van Durme, Laurie Rudman, Julie Phelan, H Eva, Shinar, Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher Manning, Andrew Ng, Christopher Potts, Dries Vervecken, Bettina Hannover, Ilka Wolter, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Piotr Bojanowski, Edouard Grave, Armand Joulin, Tomas Mikolov, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Maria De-Arteaga, Alexey Romanov, Hanna Wallach, Jennifer Chayes, Christian Borgs, Alexandra Chouldechova, Sahin Geyik, Krishnaram Kenthapadi, Adam Tauman, Kalai, Lucas Dixon, John Li, Jeffrey Sorensen, Nithum Thain, Lucy Vasserman, A Sorelle, Carlos Friedler, Suresh Scheidegger, Sonam Venkatasubramanian, Evan Choudhary, Derek Hamilton, Roth, Sahaj Garg, Vincent Perot, Nicole Limtiaco, Ankur Taly, H Chi, Alex Beutel, Moritz Hardt, Eric Price, Nati Srebro, Arvind Narayanan, Jeffrey Pennington, Richard Socher, Christopher Manning, S Sameer, Nianwen Pradhan, Xue, U Guyon, S Luxburg, Bengio, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Kevin Clark, Christopher Manning, Sepp Hochreiter, Djork-Arn Clevert, Thomas Unterthiner, Jenny Finkel, Trond Grenager, Christopher Manning, Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer, F Pedregosa, G Varoquaux, A Gramfort, V Michel, B Thirion, O Grisel, M Blondel, P Prettenhofer, R Weiss, V Dubourg, J Vanderplas, A Passos, D Cournapeau, M Brucher, M Perrot, E Duchesnay, Jeffrey Pennington, Richard Socher, Christopher Manning, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Alessandro Sameer Pradhan, Nianwen Moschitti, Olga Xue, Yuchen Uryupina, Zhang, Vikas Raunak, Minjoon Seo, Aniruddha Kembhavi, Ali Farhadi, Hannaneh Hajishirzi, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Sam Wiseman, Alexander Rush, Stuart Shieber, Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc Le, Mohammad Norouzi, Wolfgang Macherey, Maxim Krikun, Yuan Cao, Qin Gao, Klaus Macherey, Jeff Klingner, Apurva Shah, Melvin Johnson, Xiaobing Liu, Lukasz Kaiser, Stephan Gouws, Yoshikiyo Kato, Taku Kudo, Hideto Kazawa, Keith Stevens, George Kurian, Nishant Patil, Wei Wang, Cliff Young, Jason Smith, Jason Riesa, Alex Rudnick, Oriol Vinyals, Greg Corrado, Macduff Hughes, Jeffrey Dean, Kevin Clark, Christopher Manning, Corina Koolen, Andreas Van Cranenburgh, Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer, Vasile Nobal B Niraula, Rajendra Rus, Dan Banjade, William Stefanescu, Brent Baggett, Morgan, Nitish Srivastava, Geoffrey Hinton, Alex Krizhevsky, Ilya Sutskever, Ruslan Salakhutdinov, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, Lukasz Kaiser, Illia Polosukhin, L Jos, Antonio Vicedo, Ferrndez, Yanshan Wang, Liwei Wang, Majid Rastegar-Mojarad, Sungrim Moon, Feichen Shen, Naveed Afzal, Sijia Liu, Yuqun Zeng, Saeed Mehrabi, Sunghwan Sohn, Kellie Webster, Joel Nothman, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Michael Wessel, Girish Acharya, James Carpenter, Min Yin, Kevin Clark, Christopher Manning, Kevin Clark, Christopher Manning, Angela Yann N Dauphin, Michael Fan, David Auli, Grangier, David Duvenaud, Dougal Maclaurin, Jorge Aguilera-Iparraguirre, Rafael Gmez-Bombarelli, Timothy Hirzel, Aln Aspuru-Guzik, Ryan Adams, Rezende Eraldo, Ccero Fernandes, Ruy Nogueira Dos Santos, Milidi Luiz, Aria Haghighi, Dan Klein, Aria Haghighi, Dan Klein, Jerry Hobbs, Shalom Lappin, Herbert Leass, Heeyoung Lee, Angel Chang, Yves Peirsman, Nathanael Chambers, Mihai Surdeanu, Dan Jurafsky, Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer, Qimai Li, Zhichao Han, Xiao-Ming Wu, Diego Marcheggiani, Ivan Titov, Alessandro Sameer Pradhan, Nianwen Moschitti, Olga Xue, Yuchen Uryupina, Zhang, Michael Schlichtkrull, Thomas Kipf, Peter Bloem, Rianne Van Den, Ivan Berg, Max Titov, Welling, Dario Stojanovski, Alexander Fraser, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Leo Breiman, Leo Breiman, Nitish Srivastava, Geoffrey Hinton, Alex Krizhevsky, Ilya Sutskever, Ruslan Salakhutdinov, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Haoruo Peng, Daniel Khashabi, Dan Roth, Alessandro Sameer Pradhan, Nianwen Moschitti, Olga Xue, Yuchen Uryupina, Zhang, Altaf Rahman, Vincent Ng, N Leslie, Smith, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Kevin Clark, Christopher Manning, Abbas Ghaddar, Phillippe Langlais, Heeyoung Lee, Angel Chang, Yves Peirsman, Nathanael Chambers, Mihai Surdeanu, Dan Jurafsky, Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer, Kenton Lee, Luheng He, Luke Zettlemoyer, Hector Levesque, Ernest Davis, Leora Morgenstern, D Christopher, Mihai Manning, John Surdeanu, Jenny Bauer, Steven Finkel, David Bethard, Mc-Closky, Lance Sameer Pradhan, Ralph Ramshaw, Jessica Weischedel, Linnea Macbride, Micciulla, Ian Tenney, Patrick Xia, Berlin Chen, Alex Wang, Adam Poliak, R Mccoy, Najoung Kim, Benjamin Van Durme, Samuel Bowman, Dipanjan Das, Ellie Pavlick, U Guyon, S Luxburg, Bengio, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Sam Wiseman, Alexander Rush, Stuart Shieber, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Jeremy Howard, Sebastian Ruder, Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer, Nishtha Madaan, Sameep Mehta, Shravika Mittal, Ashima Suvarna ; George, Jan Tucker, ukasz Chorowski, Geoffrey Kaiser, Hinton, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Sravana Reddy, Kevin Knight, Christian Szegedy, Vincent Vanhoucke, Sergey Ioffe, Jon Shlens, Zbigniew Wojna, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Ziang Xie, I Sida, Jiwei Wang, Daniel Li, Aiming Lvy, Dan Nie, Andrew Jurafsky, Ng, Adams Wei, Yu, David Dohan, Minh-Thang Luong, Rui Zhao, Kai Chen, Mohammad Norouzi, Quoc V Le, Xiang Zhang, Junbo Zhao, Yann Lecun, Kevin Clark, Christopher Manning, Jeremy Howard, Sebastian Ruder, Ankit Kumar, Ozan Irsoy, Peter Ondruska, Mohit Iyyer, James Bradbury, Ishaan Gulrajani, Victor Zhong, Romain Paulus, Richard Socher, Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer, Hector Levesque, Ernest Davis, Leora Morgenstern, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Alessandro Sameer Pradhan, Nianwen Moschitti, Olga Xue, Yuchen Uryupina, Zhang, Altaf Rahman, Vincent Ng, Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, Percy Liang, Rachel Rudinger, Jason Naradowsky, Brian Leonard, Benjamin Van Durme, N Leslie, Smith, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Sam Wiseman, Alexander Rush, Stuart Shieber, F B O Lee, Souvik Kundu, Hwee Tou Ng, Nitish Srivastava, Geoffrey Hinton, Alex Krizhevsky, Ilya Sutskever, Ruslan Salakhutdinov, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Philipp Koehn, Kishore Papineni, Salim Roukos, Todd Ward, Wei Jing, Zhu, Jeffrey Pennington, Richard Socher, Christopher Manning, Ye Qi, Devendra Sachan, Matthieu Felix, Sarguna Padmanabhan, Graham Neubig, Eva Vanmassenhove, Christian Hardmeier, Andy Way, U Guyon, S Luxburg, Bengio, Jieyu Zhao, Tianlu Wang, Mark Yatskar, Vicente Ordonez, Kai-Wei Chang, Jieyu Zhao, Tianlu Wang, Mark Yatskar, Vicente Ordonez, Kai-Wei Chang, Jieyu Zhao, Yichao Zhou, Zeyu Li, Wei Wang, Kai-Wei Chang, Micha Ziemski, Marcin Junczys-Dowmunt, Bruno Pouliquen, Sarah Alkuhlani, Nizar Habash, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Ahmed, Kholy, Nizar Habash, Mostafa Elaraby, Ahmed Tawfik, Mahmoud Khaled, Hany Hassan, Aly Osama, Nikhil Garg, Londa Schiebinger, Dan Jurafsky, James Zou, Annette Rios, Gonzales, Don Tuggener, David Graff, Mohamed Maamouri, Basma Bouziri, Sondos Krouna, Seth Kulick, Tim Buckwalter, Nizar Habash, Abdelhadi Soudi, Tim Buckwalter, Yoon Kim, Yacine Jernite, David Sontag, Alexander Rush, P Koehn, Pierre Lison, Jrg Tiedemann, Minh-Thang Luong, Christopher Manning, Ngoc Quang, Luong, Andrei Popescu-Belis, Kishore Papineni, Salim Roukos, Todd Ward, Wei-Jing Zhu, Arfath Pasha, Mohamed Al-Badrashiny, Mona Diab, Ahmed Kholy, Ramy Eskander, Nizar Habash, Manoj Pooleery, Owen Rambow, Ryan Roth, F Pedregosa, G Varoquaux, A Gramfort, V Michel, B Thirion, O Grisel, M Blondel, P Prettenhofer, R Weiss, V Dubourg, J Vanderplas, A Passos, D Cournapeau, M Brucher, M Perrot, E Duchesnay, Dima Taji, Jamila Gizuli, Nizar Habash, Eva Vanmassenhove, Christian Hardmeier, Andy Way, Wajdi Zaghouani, Behrang Mohit, Nizar Habash, Ossama Obeid, Nadi Tomeh, Alla Rozovskaya, Noura Farra, Sarah Alkuhlani, Kemal Oflazer, Ran Zmigrod, Sebastian Mielke, Hanna Wallach, Ryan Cotterell, Evelin Amorim, Marcia Canc, Adriano Veloso, Solon Barocas, Andrew Selbst, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Anjalie Field, Yulia Tsvetkov, Nikhil Garg, Londa Schiebinger, Dan Jurafsky, James Zou, Peter Glick, Anthony Greenwald, Debbie Mcghee, Jordan Schwartz, David Jurgens, Yulia Tsvetkov, Dan Jurafsky, Daniel Lee, Hyunjune Seung, Klas Leino, Matt Fredrikson, Emily Black, Shayak Sen, Anupam Datta, Thomas Manzini, Yao Chong, Yulia Tsvetkov, Alan Black, Chandler May, Alex Wang, Shikha Bordia, R Samuel, Rachel Bowman, Rudinger, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeff Dean, Jeffrey Pennington, Richard Socher, Christopher Manning, Mark Matthew E Peters, Mohit Neumann, Matt Iyyer, Christopher Gardner, Kenton Clark, Luke Lee, Zettlemoyer, Rachel Rudinger, Jason Naradowsky, Brian Leonard, Benjamin Van Durme, Segal, Nathaniel Swinger, Maria De-Arteaga, Neil Heffernan, I, Mark Leiserson, Adam Kalai, Ian Tenney, Patrick Xia, Berlin Chen, Alex Wang, Adam Poliak, R Mccoy, Najoung Kim, Benjamin Van Durme, Samuel Bowman, Dipanjan Das, Ellie Pavlick, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge, Sirui Yao, Bert Huang, Jieyu Zhao, Tianlu Wang, Mark Yatskar, Ryan Cotterell, Vicente Ordonez, Kai-Wei Chang, Jieyu Zhao, Tianlu Wang, Mark Yatskar, Vicente Ordonez, Kai-Wei Chang, Jieyu Zhao, Yichao Zhou, Zeyu Li, Wei Wang, Kai-Wei Chang, Shlomo Argamon, Moshe Koppel, Jonathan Fine, Anat Rachel, Shimoni, Franck Burlot, Franc ois Yvon, Matej Martinc, Iza Skrjanec, Katja Zupan, Senja Pollak, Ilya Sutskever, Oriol Vinyals, Quoc V Le, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Kellie Webster, Marta Recasens, Vera Axelrod, Jason Baldridge - 2019 cited by 42

Finally, the workshop counts on two impressive keynote speakers: Melvin Johnson and Pascale Fung, who will provide insides in gender-specific translations in the Google system and