Proceedings of the 2nd Workshop on New Frontiers in Summarization

著者: Vaishali Pal, Irshad Bhat, Manish Shrivastava, Adam Trischler, Tong Wang, Xingdi Yuan, Justin Har- Ris, Alessandro Sordoni, Phillip Bachman, Ka- Heer Suleman, Sanghwan Bae, Taeuk Kim, Jihoon Kim, Sang-Goo Lee, Julius Steen, Katja Markert, Maximin Coavoux, Hady Elsahar, Matthias Gall, Anastassia Kornilova, Vlad Eidelman, Edward Moroshko, Guy Feigenblat, Haggai Roitman, David Konopnicki, Kristjan Arumae, Parminder Bhatia, Fei Liu, Bogdan Gliwa, Iwona Mochol, Maciej Biesek, Aleksander Wawer, Sangwoo Cho, Chen Li, Dong, Hassan Foroosh, Kurt Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, Jamie Taylor, Dzmitry Bahdanau, Philemon Brakel, Kelvin Xu, Anirudh Goyal, Ryan Lowe, Joelle Pineau, Aaron Courville, Yoshua Bengio, Yoshua Bengio, Yann Lecun, Asli Celikyilmaz, Antoine Bosselut, Xiaodong He, Yejin Choi, Yen-Chun Chen, Mohit Bansal, Sumit Chopra, Michael Auli, Alexander Rush, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Greg Durrett, Taylor Berg-Kirkpatrick, Dan Klein, Romain Paulus, Caiming Xiong, Richard Socher, Aurelio Marc, Sumit Ranzato, Michael Chopra, Wojciech Auli, Zaremba, Alexander Rush, Sumit Chopra, Jason Weston, Abigail See, Peter Liu, Christopher Manning, Jiaxin Shi, Chen Liang, Lei Hou, Juanzi Li, Zhiyuan Liu, Hanwang Zhang, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Oriol Vinyals, Meire Fortunato, Navdeep Jaitly, Alex Wang, Kyunghyun Cho, Xingxing Zhang, Furu Wei, Ming Zhou, James Allan, Rahul Gupta, Vikas Khandelwal, Lucas Antiqueira, Osvaldo Oliveira, Luciano Da Fontoura, Maria Costa, Grac Das, Volpe as, Nunes, Kamil Bennani-Smires, Claudiu-Cristian Musat, Andreea Hossmann, Michael Baeriswyl, Martin Jaggi, Danushka Bollegala, Takanori Maehara, Ken Ichi, Kawarabayashi, Ziqiang Cao, Wenjie Li, Sujian Li, Furu Wei, Ziqiang Cao, Furu Wei, Li Dong, Sujian Li, Ming Zhou, Jaime Carbonell, Jade Goldstein, Janara Christensen, Stephen Soderland, Oren Etzioni, Djork-Arn Clevert, Thomas Unterthiner, Sepp Hochreiter, Judith John M Conroy, Jade Schlesinger, Dianne P O' Goldstein, Leary, Judith John M Conroy, Jeff Schlesinger, Peter Kubina, Dianne P O' Rankel, Leary, John Conroy, Judith Schlesinger, Dianne O'leary, Gnes Erkan, Dragomir R Radev, Michel Galley, Aria Haghighi, Lucy Vanderwende, Sepp Hochreiter, Jrgen Schmidhuber, Sergey Ioffe, Christian Szegedy, Douwe Kiela, Changhan Wang, Kyunghyun Cho, P Diederik, Jimmy Kingma, Ba, Thomas Kipf, Max Welling, Logan Lebanoff, Kaiqiang Song, Fei Liu, Chen Li, Xian Qian, Yang Liu, Stefanos Angelidis, Mirella Lapata, David Blei, Andrew Ng, Michael Jordan, Rich Caruana, Gnes Erkan, Dragomir Radev, Angela Fan, Mike Lewis, Yann Dauphin, Kavita Ganesan, Chengxiang Zhai, Jiawei Han, Demian Gholipour, Ghalandari, Ruidan He, Sun Wee, Hwee Tou Lee, Daniel Ng, Dahlmeier, Chin-Yew Lin, Julian Mcauley, Christopher Targett, Qinfeng Shi, Anton Van Den, Hengel, Rada Mihalcea, Paul Tarau, Tanvir Mir Tafseer Nayeem, Yllias Ahmed Fuad, Chali, R Dragomir, Hongyan Radev, Magorzata Jing, Daniel Sty, Tam, Leo Breiman, Ziqiang Cao, Furu Wei, Sujian Li, Wenjie Li, Ming Zhou, Wang Houfeng, Jaime Carbonell, Jade Goldstein, Sumit Chopra, Michael Auli, Alexander Rush, Sean Gerrish, David Blei, Jade Goldstein, Vibhu Mittal, Jaime Carbonell, Mark Kantrowitz, Yihong Gong, Xin Liu, Claire Grover, Ben Hachey, Ian Hughson, Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, Kai Hong, Ani Nenkova, Aikaterini-Lida Kalouli, Leo Vrana, Marie Vigile, Luna Fabella, Annette Bellani, -Janisz Hautli, Ambedkar Kanapala, Sukomal Pal, Rajendra Pamula, Mi-Young Kim, Ying Xu, Randy Goebel, Chin-Yew Lin, Rada Mihalcea, Paul Tarau, Ani Nenkova, Amit Bagga, Juan Ramos, Asli Celikyilmaz, Antoine Bosselut, Xiaodong He, Yejin Choi, Yen-Chun Chen, Mohit Bansal, Sumit Chopra, Michael Auli, Alexander Rush, Arman Cohan, Franck Dernoncourt, Soon Doo, Trung Kim, Seokhwan Bui, Walter Kim, Nazli Chang, Goharian, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Yue Dong, Yikang Shen, Eric Crawford, Herke Van Hoof, Jackie Chi, Kit Cheung, Sebastian Gehrmann, Yuntian Deng, Alexander Rush, Han Guo, Ramakanth Pasunuru, Mohit Bansal, Karl Moritz Hermann, Tom Koisk, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, Wan-Ting Hsu, Chieh-Kai Lin, Ming-Ying Lee, Kerui Min, Jing Tang, Min Sun, Yichen Jiang, Mohit Bansal, Alex M Lamb, Anirudh Goyal, Alias Parth Goyal, Ying Zhang, Saizheng Zhang, Aaron Courville, Yoshua Bengio, Chenliang Li, Weiran Xu, Si Li, Sheng Gao, Chin-Yew Lin, Ramesh Nallapati, Feifei Zhai, Bowen Zhou, Ramesh Nallapati, Bowen Zhou, Ccero Nogueira Dos Santos, aglar Glehre, Bing Xiang, Shashi Narayan, Shay Cohen, Mirella Lapata, Ramakanth Pasunuru, Mohit Bansal, Abigail See, Peter Liu, Christopher Manning, Ilya Sutskever, Oriol Vinyals, Quoc Le, Jiwei Tan, Xiaojun Wan, Jianguo Xiao, Oriol Vinyals, Meire Fortunato, Navdeep Jaitly, Yuxiang Wu, Baotian Hu, ;, Kristjan Arumae, Fei Liu, Taylor Berg-Kirkpatrick, Dan Gillick, Dan Klein, Asli Celikyilmaz, Antoine Bosselut, Xiaodong He, Yejin Choi, Yen-Chun Chen, Mohit Bansal, Jianpeng Cheng, Mirella Lapata, Hal Daum, Iii, Daniel Marcu, Greg Durrett, Taylor Berg-Kirkpatrick, Dan Klein, Katja Filippova, Sebastian Gehrmann, Yuntian Deng, Alexander Rush, Saidul Kazi, Vincent Hasan, Ng, Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, Nam Su, Olena Kim, Min-Yen Medelyan, Timothy Kan, Baldwin, Logan Lebanoff, Kaiqiang Song, Fei Liu, Chen Li, Fei Liu, Fuliang Weng, Yang Liu, Chen Li, Yang Liu, Fei Liu, Lin Zhao, Fuliang Weng, Chin-Yew Lin, William Mann, Sandra Thompson, F Andre, Noah Martins, Smith, Abigail See, Peter Liu, Christopher Manning, Nitish Srivastava, Geoffrey Hinton, Alex Krizhevsky, Ilya Sutskever, Ruslan Salakhutdinov, Kapil Thadani, Kathleen Mckeown, U Guyon, S Luxburg, Bengio, Lu Wang, Hema Raghavan, Vittorio Castelli, Radu Florian, Claire Cardie, David Zajic, Bonnie Dorr, Jimmy Lin, Richard Schwartz, Siddhartha Banerjee, Prasenjit Mitra, Kazunari Sugiyama, Yen-Chun Chen, Mohit Bansal, Sumit Chopra, Michael Auli, Alexander Rush, Sebastian Gehrmann, Yuntian Deng, Alexander Rush, Chih-, Wen Goo, Yun-Nung Chen, Chin-Yew Lin, J Mccowan, W Carletta, S Kraaij, S Ashby, M Bourban, M Flynn, T Guillemot, J Hain, V Kadlec, M Karaiskos, G Kronenthal, M Lathoud, A Lincoln, W Lisowska, Dennis Post, P Reidsma, Wellner, Mary Mchugh, Yashar Mehdad, Giuseppe Carenini, Raymond Ng, Amita Misra, Pranav Anand, Jean Fox Tree, Marilyn Walker, Ramesh Nallapati, Bowen Zhou, Cicero Nogueira Dos Santos, Caglar Gulcehre, Bing Xiang, Nikola Nikolov, Michael Pfeiffer, Richard Hahnloser, Myle Ott, Sergey Edunov, Alexei Baevski, Angela Fan, Sam Gross, Nathan Ng, David Grangier, Michael Auli, Alexander Rush, Sumit Chopra, Jason Weston, Abigail See, Peter Liu, Christopher Manning, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, Lukasz Kaiser, Illia Polosukhin, Felix Wu, Angela Fan, Alexei Baevski, Yann Dauphin, Michael Auli, Devansh Arpit, Stanisaw Jastrzebski, Nicolas Ballas, David Krueger, Emmanuel Bengio, S Maxinder, Tegan Kanwal, Asja Maharaj, Aaron Fischer, Yoshua Courville, Bengio, Asli Celikyilmaz, Antoine Bosselut, Xiaodong He, Yejin Choi, Yen-Chun Chen, Mohit Bansal, Jianpeng Cheng, Mirella Lapata, Arman Cohan, Franck Dernoncourt, Soon Doo, Trung Kim, Seokhwan Bui, Walter Kim, Nazli Chang, Goharian, Sebastian Gehrmann, Yuntian Deng, Alexander Rush, Max Grusky, Mor Naaman, Yoav Artzi, Luheng He, Kenton Lee, Mike Lewis, Luke Zettlemoyer, Sepp Hochreiter, Jrgen Schmidhuber, Aishwarya Jadhav, Vaibhav Rajan, Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan, Kedar Dhamdhere, Ramesh Nallapati, Bowen Zhou, C Cicero Dos Santos, Bing a Glar Gulc ehre, Xiang, Shashi Narayan, Shay Cohen, Mirella Lapata, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Evan Sandhaus, Ludwig Schmidt, Shibani Santurkar, Kunal Tsipras, Aleksander Talwar, Madry, Abigail See, Peter Liu, Christopher Manning, Mukund Sundararajan, Ankur Taly, Qiqi Yan, Ashish Vaswani, Noam Shazeer, Jakob Parmar, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Yuxiang Wu, Baotian Hu, Ming Zhong, Pengfei Liu, Danqing Wang, Xipeng Qiu, Xuanjing Huang, Qingyu Zhou, Nan Yang, Furu Wei, Shaohan Huang, Ming Zhou, Tiejun Zhao, Mehdi Allahyari, Seyedamin Pouriyeh, Mehdi Assefi, Saeid Safaei, Elizabeth Trippe, Juan Gutierrez, Krys Kochut, Trang Hoa, Karolina Dang, Owczarzak, Trang Hoa, Karolina Dang, Owczarzak, Mahak Gambhir, Vishal Gupta, Sebastian Gehrmann, Yuntian Deng, Alexander Rush, Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, Guillaume Klein, Yoon Kim, Yuntian Deng, Jean Senellart, Alexander Rush, C Orsan, Oana Andreea Chiorean, Myle Ott, Sergey Edunov, Alexei Baevski, Angela Fan, Sam Gross, Nathan Ng, David Grangier, Michael Auli, Jessica Ouyang, Boya Song, Kathleen Mckeown, Paul Over, Hoa Dang, Donna Harman, Sumit Alexander M Rush, Jason Chopra, Weston, Evan Sandhaus, Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, ukasz Kaiser, Illia Polosukhin, Xiaojun Wan, Huiying Li, Jianguo Xiao, Taha Zerrouki, Sangwoo Cho, Logan Lebanoff, Hassan Foroosh, Fei Liu, Zihang Dai, Zhilin Yang, Yiming Yang, Jaime Carbonell, Quoc Le, Ruslan Salakhutdinov, Trang Hoa, Karolina Dang, Owczarzak, Gnes Erkan, Dragomir Radev, Kavita Ganesan, Chengxiang Zhai, Jiawei Han, Dan Gillick, Benoit Favre, Dan Gillick, Dilek Benoit Favre, Berndt Hakkani-Tur, Yang Bohnet, Shasha Liu, Xie, Boqing Gong, Wei-Lun Chao, Kristen Grauman, Fei Sha, Aria Haghighi, Lucy Vanderwende, Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, Kai Hong, John Conroy, Benoit Favre, Alex Kulesza, Hui Lin, Ani Nenkova, P Diederik, Jimmy Kingma, Ba, Alex Kulesza, Ben Taskar, Logan Lebanoff, Kaiqiang Song, Franck Dernoncourt, Soon Doo, Seokhwan Kim, Walter Kim, Fei Chang, Liu, Chin-Yew Lin, Hui Lin, Jeff Bilmes, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Abigail See, Peter Liu, Christopher Manning, Aidean Sharghi, Ali Borji, Chengtao Li, Tianbao Yang, Boqing Gong, Chao Shen, Tao Li, Kaiqiang Song, Lin Zhao, Fei Liu, Lucy Vanderwende, Hisami Suzuki, Chris Brockett, Ani Nenkova, Dani Yogatama, Fei Liu, Noah Smith, Ke Zhang, Wei-Lun Chao, Fei Sha, Kristen Grauman, Regina Barzilay, Kathleen Mckeown, Ziqiang Cao, Wenjie Li, Sujian Li, Furu Wei, Ziqiang Cao, Furu Wei, Wenjie Li, Sujian Li, Asli Celikyilmaz, Antoine Bosselut, Xiaodong He, Yejin Choi, Yen-Chun Chen, Mohit Bansal, Jackie Chi, Kit Cheung, Gerald Penn, Kevin Clark, Urvashi Khandelwal, Omer Levy, Christopher Manning, Trevor Cohn, Mirella Lapata, Tobias Falke, Leonardo Ribeiro, Ajie Prasetya, Ido Utama, Iryna Dagan, Gurevych, Katja Filippova, Enrique Alfonseca, Carlos Colmenares, Lukasz Kaiser, Oriol Vinyals, Katja Filippova, Michael Strube, Sebastian Gehrmann, Yuntian Deng, Alexander Rush, Shima Gerani, Yashar Mehdad, Giuseppe Carenini, Raymond Ng, Bita Nejat, Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, Wojciech Kryciski, Romain Paulus, Caiming Xiong, Richard Socher, Logan Lebanoff, Kaiqiang Song, Franck Dernoncourt, Soon Doo, Seokhwan Kim, Walter Kim, Fei Chang, Liu, Chen Li, Fei Liu, Fuliang Weng, Yang Liu, Chen Li, Yang Liu, Fei Liu, Lin Zhao, Fuliang Weng, Haoran Li, Junnan Zhu, Jiajun Zhang, Chengqing Zong, Chin-Yew Lin, Fei Liu, Jeffrey Flanigan, Sam Thomson, Norman Sadeh, Noah Smith, Yang Liu, Mirella Lapata, Erwin Marsi, Emiel Krahmer, Ryan Mcdonald, Kathleen Mckeown, Sara Rosenthal, Kapil Thadani, Coleman Moore, Tanvir Mir Tafseer Nayeem, Yllias Ahmed Fuad, Chali, Jekaterina Novikova, Ondej Duek, Amanda Curry, Verena Rieser, Ehud Reiter, Abigail See, Peter Liu, Christopher Manning, Kaiqiang Song, Lin Zhao, Fei Liu, Kapil Thadani, Kathleen Mckeown, Lu Wang, Hema Raghavan, Vittorio Castelli, Radu Florian, Claire Cardie, R Samuel, Gabor Bowman, Christopher Angeli, Christopher Potts, Manning, Matan Eyal, Tal Baumel, Michael Elhadad, Tobias Falke, Iryna Gurevych, Max Grusky, Mor Naaman, Yoav Artzi, Suchin Gururangan, Swabha Swayamdipta, Omer Levy, Roy Schwartz, Samuel Bowman, Noah Smith, Abram Handler, Matthew Denny, Hanna Wallach, Brendan O' Connor, Abram Handler, Brendan O' Connor, Karl Moritz Hermann, Toms Kocisk, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, Hongyan Jing, Regina Barzilay, Kathleen Mckeown, Michael Elhadad, Svetlana Kiritchenko, Saif Mohammad, Bill Maccartney, Christopher Manning, Evan Sandhaus, Deborah Philip A Schrodt, Rajaa Gerner, Oemeur Abu-Jabr, Erin Yilmaz, Simpson, Lynn Carlson, Daniel Marcu, Mary Okurovsky, Jianpeng Cheng, Mirella Lapata, Alexis Conneau, Germn Kruszewski, Guillaume Lample, Loc Barrault, Marco Baroni, Sebastian Gehrmann, Yuntian Deng, Alexander Rush, Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, Phil Blunsom, John Hewitt, Christopher Manning, Tsutomu Hirao, Masaaki Nishino, Yasuhisa Yoshida, Jun Suzuki, Norihito Yasuda, Masaaki Nagata, Wan-Ting Hsu, Chieh-Kai Lin, Ming-Ying Lee, Kerui Min, Jing Tang, Min Sun, Karen Sprck, Jones, Shafiq Joty, Giuseppe Carenini, Raymond Ng, Yashar Mehdad, Nal Kalchbrenner, Edward Grefenstette, Phil Blunsom, Chris Kedzie, Kathleen Mckeown, Hal Daume, Iii, P Diederik, Jimmy Kingma, Ba, Jessy Junyi, Kapil Li, Amanda Thadani, Stent, Chin-Yew Lin, Matt Nelson F Liu, Yonatan Gardner, Matthew Belinkov, Noah Peters, Smith, Annie Louis, Aravind Joshi, Ani Nenkova, C William, Sandra Mann, Thompson, Mitchell Marcus, Beatrice Santorini, Mary Marcinkiewicz, Ramesh Nallapati, Feifei Zhai, Bowen Zhou, Jeffrey Pennington, Richard Socher, Christopher Manning, Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Mike Schuster, Kuldip K Paliwal, Dou Shen, Jian-Tao Sun, Hua Li, Qiang Yang, Zheng Chen, 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, Qingyu Zhou, Nan Yang, Furu Wei, Shaohan Huang, Ming Zhou, Tiejun Zhao - 2019 被引用: 22

In recent years, the task of Question Answering over passages, also pitched as a reading comprehension, has evolved into a very active research area. A reading comprehension system extracts a span of text, comprising of named entities, dates, small phrases, etc., which serve as the answer to a given question. However, these spans of text would result in an unnatural reading experience in a conversational system. Usually, dialogue systems solve this issue by using template-based language generation. These systems, though adequate for a domain specific task, are too restrictive and predefined for a domain independent system. In order to present the user with a more conversational experience, we propose a pointer generator based full-length answer generator which can be used with most QA systems. Our system generates a full-length answer given a question and the extracted factoid/span answer without relying on the passage from where the answer was extracted. We also present a dataset of 315,000 question, factoid answer and full-length answer triples. We have evaluated our system using ROUGE-1,2,L and BLEU and achieved 74.05 BLEU score and 86.25 Rogue-L score.