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We introduce MCScript2.0, a machine comprehension corpus for the end-to-end evaluation of script knowledge.
Binary codes capable of correcting deletions, insertions, and reversals
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Long short-term memory
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Open Mind Common Sense: Knowledge Acquisition from the General Public
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Unsupervised Learning of Narrative Event Chains
Nathanael Chambers and Dan Jurafsky. 2008 · 2008
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The ICWSM 2009 Spinn3r Dataset
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Unsupervised Learning of Narrative Schemas and their Participants
Nathanael Chambers and Dan Jurafsky. 2009 · 2009
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Learning Script Knowledge with Web Experiments
Michaela Regneri, Alexander Koller, and Manfred Pinkal. 2010 · 2010
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Skip N-grams and Ranking Functions for Predicting Script Events
Bram Jans, Steven Bethard, Ivan Vulić, and Marie Francine Moens. 2012 · 2012
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Learning phrase representations using rnn encoder-decoder for statistical machine translation
Kyunghyun Cho, Bart Van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 · 2014
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The Stanford CoreNLP Natural Language Processing Toolkit
Christopher D. Manning, Mihai Surdeanu, John Bauer, Jenny Rose Finkel, Steven Bethard, and David McClosky. 2014 · 2014
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Inducing Neural Models of Script Knowledge
Ashutosh Modi and Ivan Titov. 2014 · 2014
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Statistical script learning with multi-argument events
Karl Pichotta and Raymond J. Mooney. 2014 · 2014
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Teaching machines to read and comprehend
Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, and Phil Blunsom. 2015 · 2015
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Script induction as language modeling
Rachel Rudinger, Pushpendre Rastogi, Francis Ferraro, and Benjamin Van Durme. 2015 · 2015
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A Thorough Examination of the CNN/Daily Mail Reading Comprehension Task
Danqi Chen, Jason Bolton, and Christopher D. Manning. 2016 · 2016
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InScript: Narrative texts annotated with script information
Ashutosh Modi, Tatjana Anikina, Simon Ostermann, and Manfred Pinkal. 2016 · 2016
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Conceptnet 5.5: An open multilingual graph of general knowledge
Robyn Speer, Joshua Chin, and Catherine Havasi. 2017 · 2017
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NewsQA: A Machine Comprehension Dataset
Adam Trischler, Tong Wang, Xingdi Yuan, Justin Harris, Alessandro Sordoni, Philip Bachman, and Kaheer Suleman. 2017 · 2017
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Inducing Script Structure from Crowdsourced Event Descriptions via Semi-Supervised Clustering
Lilian Wanzare, Alessandra Zarcone, Stefan Thater, and Manfred Pinkal. 2017 · 2017
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The NarrativeQA Reading Comprehension Challenge
Tomáš Kočiský, Jonathan Schwarz, Phil Blunsom, Chris Dyer, Karl Moritz Hermann, Gáabor Melis, and Edward Grefenstette. 2018 · 2018
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MITRE at SemEval-2018 Task 11: Commonsense Reasoning without Commonsense Knowledge
Elizabeth M. Merkhofer, John Henderson, David Bloom, Laura Strickhart, and Guido Zarrella. 2018 · 2018
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Learning Statistical Scripts with LSTM Recurrent Neural Networks
Karl Pichotta and Raymond J. Mooney. 2016 · 2016
Cited alongside, same era.
DeScript: A Crowdsourced Database for the Acquisition of High-quality Script Knowledge
Lilian Wanzare, Alessandra Zarcone, Stefan Thater, and Manfred Pinkal. 2016 · 2016
Cited alongside, same era.
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension
Mandar Joshi, Eunsol Choi, Daniel S. Weld, and Luke Zettlemoyer. 2017 · 2017
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RACE: Large-scale ReAding Comprehension Dataset From Examinations
Guokun Lai, Qizhe Xie, Hanxiao Liu, Yiming Yang, and Eduard Hovy. 2017 · 2017
Cited alongside, same era.
Aligning Script Events with Narrative Texts
Simon Ostermann, Michael Roth, Stefan Thater, and Manfred Pinkal. 2017 · 2017
Cited alongside, same era.
MCScript: A Novel Dataset for Assessing Machine Comprehension Using Script Knowledge
Simon Ostermann, Ashutosh Modi, Michael Roth, Stefan Thater, and Manfred Pinkal. 2018a · 2018
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SemEval-2018 Task 11: Machine Comprehension using Commonsense Knowledge
Simon Ostermann, Michael Roth, Ashutosh Modi, Stefan Thater, and Manfred Pinkal. 2018b · 2018
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CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge
Alon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant. 2018 · 2018
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Yuanfudao at SemEval-2018 Task 11: Three-way Attention and Relational Knowledge for Commonsense Machine Comprehension
Liang Wang, Meng Sun, Wei Zhao, Kewei Shen, and Jingming Liu. 2018 · 2018
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SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense Inference
Rowan Zellers, Yonatan Bisk, Roy Schwartz, and Yejin Choi. 2018 · 2018
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ReCoRD: Bridging the Gap between Human and Machine Commonsense Reading Comprehension
Sheng Zhang, Xiaodong Liu, Jingjing Liu, Jianfeng Gao, Kevin Duh, and Benjamin Van Durme. 2018 · 2018
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