Proceedings of the 2nd Workshop on Machine Reading for Question Answering
2019
Citations Over Time
Adam Fisch, Alon Talmor, Robin Jia, Minjoon Seo, Eunsol Choi, Danqi Chen, Jonathan Berant, Vivek Srikumar, Pei‐Chun Chen, Abby Vander Linden, Brittany Harding, Aniruddha Kembhavi, Dustin Schwenk, Jonghyun Choi, Ali Farhadi, Tom Kwiatkowski, Jennimaria Palomaki, Michael Collins, Ankur P. Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Matthew Kelcey, Jacob Devlin, Kenton Lee, Kristina Toutanova, Llion Jones, Ming‐Wei Chang, Andrew M. Dai, Jakob Uszkoreit, Christopher D. Manning, Hangbo Bao, Dong Li, Furu Wei, Wenhui Wang, Nan Yang, Lei Cui, Songhao Piao, Ming Zhou, Rupesh K. 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Geoffrey Hinton, Mandar Joshi, Eunsol Choi, Daniel Weld, Luke Zettlemoyer, Aniruddha Kembhavi, Minjoon Seo, Dustin Schwenk, Jonghyun Choi, Ali Farhadi, Hannaneh Hajishirzi, Tom Kwiatkowski, Jennimaria Palomaki, Olivia Redfield, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Matthew Kelcey, Jacob Devlin, Kenton Lee, Kristina Toutanova, Llion Jones, Ming-Wei Chang, Andrew Dai, Jakob Uszkoreit, Quoc Le, Slav Petrov, Guokun Lai, Qizhe Xie, Hanxiao Liu, Yiming Yang, Eduard Hovy, Omer Levy, Minjoon Seo, Eunsol Choi, Luke Zettlemoyer, Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao, ;, Simon Ostermann, Ashutosh Modi, Michael Roth, Stefan Thater, Manfred Pinkal, Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, Percy Liang, Siva Reddy, Danqi Chen, Christopher Manning, Amrita Saha, Rahul Aralikatte, M Mitesh, Karthik Khapra, Sankaranarayanan, Kai Sun, Dian Yu, Dong Yu, Claire Cardie, Alon Talmor, Jonathan Berant, Alon Talmor, Jonathan Herzig, Nicholas Lourie, Jonathan Berant, Adam Trischler, Tong Wang, Xingdi Yuan, Justin Harris, Alessandro Sordoni, Philip Bachman, Kaheer Suleman, Johannes Welbl, Pontus Stenetorp, Sebastian Riedel, Adina Williams, Nikita Nangia, Samuel Bowman, Zhilin Yang, Peng Qi, Saizheng Zhang, Yoshua Bengio, William Cohen, Ruslan Salakhutdinov, Christopher Manning, Yukun Zhu, Ryan Kiros, Rich Zemel, Ruslan Salakhutdinov, Raquel Urtasun, Antonio Torralba, Sanja Fidler, Yelong Shen, Po-Sen Huang, Jianfeng Gao, Weizhu Chen, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Wenhui Wang, Nan Yang, Furu Wei, Baobao Chang, Ming Zhou, Yogesh Balaji, Swami Sankaranarayanan, Rama Chellappa, Xilun Chen, Claire Cardie, Chelsea Finn, Pieter Abbeel, Sergey Levine, Yaroslav Ganin, Evgeniya Ustinova, Hana Ajakan, Pascal Germain, Hugo Larochelle, Mario Franc ois Laviolette, Victor Marchand, Lempitsky, Muhammad Ghifary, W Bastiaan Kleijn, Mengjie Zhang, David Balduzzi, Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio, Wittawat Jitkrittum, Choochart Haruechaiyasak, Thanaruk Theeramunkong, Aniruddha Kembhavi, Minjoon Seo, Dustin Schwenk, Jonghyun Choi, Ali Farhadi, Hannaneh Hajishirzi, Aditya Khosla, Tinghui Zhou, Tomasz Malisiewicz, Alexei Efros, Antonio Torralba, Tom Kwiatkowski, Jennimaria Palomaki, Olivia Redfield, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Jacob Devlin, Kenton Lee, Da Li, Yongxin Yang, Yi-Zhe Song, Timothy Hospedales, Da Li, Yongxin Yang, Yi-Zhe Song, Timothy Hospedales, Haoliang Li, Sinno Jialin Pan, Shiqi Wang, Alex Kot, Krikamol Muandet, David Balduzzi, Bernhard Schlkopf, Matthew Richardson, J Christopher, Erin Burges, Renshaw, Aju Thalappillil Scaria, Jonathan Berant, Mengqiu Wang, Peter Clark, Justin Lewis, Brittany Harding, Christopher Manning, George Tsatsaronis, Michael Schroeder, Georgios Paliouras, Yannis Almirantis, Ion Androutsopoulos, Eric Gaussier, Patrick Gallinari, Thierry Artieres, Matthias Michael R Alvers, Zschunke, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Ellen Voorhees, Yi Wu, David Bamman, Stuart Russell, Zheng Xu, Wen Li, Li Niu, Dong Xu, Lantao Yu, Weinan Zhang, Jun Wang, Yong Yu, Meng Zhang, Yang Liu, Huanbo Luan, Maosong Sun, Yoshua Bengio, Jrme Louradour, Ronan Collobert, Jason Weston, Jean-Loup Vincent D Blondel, Renaud Guillaume, Etienne Lambiotte, Lefebvre, Christian Buck, Kenneth Heafield, Bas Van Ooyen, Yiming Cui, Zhipeng Chen, Si Wei, Shijin Wang, Ting Liu, Guoping Hu, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Bhuwan Dhingra, Hanxiao Liu, Zhilin Yang, William Cohen, Ruslan Salakhutdinov, Dheeru Dua, Yizhong Wang, Pradeep Dasigi, Gabriel Stanovsky, Sameer Singh, Matt Gardner, M Thomas, Edward Fruchterman, Reingold, Matt Gardner, Joel Grus, Mark Neumann, Oyvind Tafjord, Pradeep Dasigi, Nelson Liu, Matthew Peters, Michael Schmitz, Luke Zettlemoyer, Mandar Joshi, Eunsol Choi, Daniel Weld, Luke Zettlemoyer, Cliff Norman P Jouppi, Nishant Young, David Patil, Gaurav Patterson, Raminder Agrawal, Sarah Bajwa, Suresh Bates, Nan Bhatia, Al Boden, Borchers, Aditya Kalyanpur, Siddharth Patwardhan, Adam Boguraev, Jennifer Lally, Chu-Carroll, Aniruddha Kembhavi, Minjoon Seo, Dustin Schwenk, Jonghyun Choi, Ali Farhadi, Hannaneh Hajishirzi, Taku Kudo, John Richardson, Tom Kwiatkowski, Jennimaria Palomaki, Olivia Redfield, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Matthew Kelcey, Jacob Devlin, Kenton Lee, Kristina Toutanova, Llion Jones, Ming-Wei Chang, Andrew Dai, Jakob Uszkoreit, Quoc Le, Slav Petrov, Guokun Lai, Qizhe Xie, Hanxiao Liu, Yiming Yang, Eduard Hovy, Omer Levy, Minjoon Seo, Eunsol Choi, Luke Zettlemoyer, Robert Parker, David Graff, Junbo Kong, Ke Chen, Kazuaki Maeda, Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, Percy Liang, Amrita Saha, Rahul Aralikatte, M Mitesh, Karthik Khapra, Sankaranarayanan, Min Joon, Seo, Aniruddha Kembhavi, Ali Farhadi, Hannaneh Hajishirzi, Alon Talmor, Jonathan Berant, Adam Trischler, Tong Wang, Xingdi Yuan, Justin Harris, Alessandro Sordoni, Philip Bachman, Kaheer Suleman, George Tsatsaronis, Michael Schroeder, Georgios Paliouras, Yannis Almirantis, Ion Androutsopoulos, Eric Gaussier, Patrick Gallinari, Thierry Artieres, Matthias Michael R Alvers, Zschunke, Alexandra Chronopoulou, Christos Baziotis, Alexandros Potamianos, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Wei He, Kai Liu, Jing Liu, Yajuan Lyu, Shiqi Zhao, Xinyan Xiao, Yuan Liu, Yizhong Wang, Hua Wu, Qiaoqiao She, Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao, Xiaodong Liu, Yelong Shen, Kevin Duh, Jianfeng Gao, Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, Percy Liang, Wenhui Wang, Nan Yang, Furu Wei, Baobao Chang, Ming Zhou, Yizhong Wang, Kai Liu, Jing Liu, Wei He, Yajuan Lyu, Hua Wu, Sujian Li, Haifeng Wang, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Dheeru Dua, Yizhong Wang, Pradeep Dasigi, Gabriel Stanovsky, Sameer Singh, Matt Gardner, Jeremy Howard, Sebastian Ruder, Mandar Joshi, Eunsol Choi, Daniel Weld, Luke Zettlemoyer, Aniruddha Kembhavi, Minjoon Seo, Dustin Schwenk, Jonghyun Choi, Ali Farhadi, Hannaneh Hajishirzi, Tom Kwiatkowski, Jennimaria Palomaki, Olivia Redfield, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Matthew Kelcey, Jacob Devlin, Kenton Lee, Kristina Toutanova, Llion Jones, Ming-Wei Chang, Andrew Dai, Jakob Uszkoreit, Quoc Le, Slav Petrov, Guokun Lai, Qizhe Xie, Hanxiao Liu, Yiming Yang, Eduard Hovy, Omer Levy, Minjoon Seo, Eunsol Choi, Luke Zettlemoyer, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Pranav Rajpurkar, Robin Jia, Percy Liang, Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, Percy Liang, Amrita Saha, Rahul Aralikatte, M Mitesh, Karthik Khapra, Sankaranarayanan, Adam Trischler, Tong Wang, Xingdi Yuan, Justin Harris, Alessandro Sordoni, Philip Bachman, Kaheer Suleman, George Tsatsaronis, Georgios Balikas, Prodromos Malakasiotis, Ioannis Partalas, Matthias Zschunke, Dirk Michael R Alvers, Anastasia Weissenborn, Sergios Krithara, Dimitris Petridis, Polychronopoulos, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel R Bowman, Zhilin Yang, Peng Qi, Saizheng Zhang, Yoshua Bengio, William Cohen, Ruslan Salakhutdinov, Christopher Manning
Abstract
We present the results of the Machine Reading for Question Answering (MRQA) 2019 shared task on evaluating the generalization capabilities of reading comprehension systems. 1 In this task, we adapted and unified 18 distinct question answering datasets into the same format.Among them, six datasets were made available for training, six datasets were made available for development, and the final six were hidden for final evaluation.Ten teams submitted systems, which explored various ideas including data sampling, multi-task learning, adversarial training, and ensembling.The best system achieved an average F1 score of 72.5 on the 12 held-out datasets, 10.7 absolute points higher than our initial baseline based on BERT.
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