The Impacts of Unanswerable Questions on the Robustness of Machine Reading Comprehension Models

31 January 2023

Son Quoc Tran

Phong Nguyen-Thuan Do

Papers citing "The Impacts of Unanswerable Questions on the Robustness of Machine Reading Comprehension Models"

27 / 27 papers shown

Title
Can Rationalization Improve Robustness? Howard Chen Jacqueline He Karthik Narasimhan Danqi Chen AAML 73 40 0 25 Apr 2022
FQuAD2.0: French Question Answering and knowing that you know nothing Quentin Heinrich Gautier Viaud Wacim Belblidia 48 8 0 27 Sep 2021
Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU Models Mengnan Du Varun Manjunatha R. Jain Ruchi Deshpande Franck Dernoncourt Jiuxiang Gu Tong Sun Xia Hu 90 107 0 11 Mar 2021
Event Extraction by Answering (Almost) Natural Questions Xinya Du Claire Cardie 58 414 0 28 Apr 2020
DuReader_robust: A Chinese Dataset Towards Evaluating Robustness and Generalization of Machine Reading Comprehension in Real-World Applications Hongxuan Tang Hongyu Li Jing Liu Yu Hong Hua Wu Haifeng Wang 35 18 0 23 Apr 2020
TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages J. Clark Eunsol Choi Michael Collins Dan Garrette Tom Kwiatkowski Vitaly Nikolaev J. Palomaki 148 609 0 10 Mar 2020
Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering Sewon Min Danqi Chen Luke Zettlemoyer Hannaneh Hajishirzi RALM 78 108 0 10 Nov 2019
Coreference Resolution as Query-based Span Prediction Wei Wu Fei Wang Arianna Yuan Leilei Gan Jiwei Li LRM 84 180 0 05 Nov 2019
MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension Adam Fisch Alon Talmor Robin Jia Minjoon Seo Eunsol Choi Danqi Chen 68 306 0 22 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 653 24,464 0 26 Jul 2019
SpanBERT: Improving Pre-training by Representing and Predicting Spans Mandar Joshi Danqi Chen Yinhan Liu Daniel S. Weld Luke Zettlemoyer Omer Levy 145 1,965 0 24 Jul 2019
End-to-End Open-Domain Question Answering with BERTserini Wei Yang Yuqing Xie Aileen Lin Xingyu Li Luchen Tan Kun Xiong Ming Li Jimmy J. Lin RALM 112 495 0 05 Feb 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 171 2,655 0 25 Sep 2018
CoQA: A Conversational Question Answering Challenge Siva Reddy Danqi Chen Christopher D. Manning RALM HAI 98 1,205 0 21 Aug 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 279 2,845 0 11 Jun 2018
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 412 930 0 21 Apr 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 329 719 0 17 Apr 2018
Generating Natural Adversarial Examples Zhengli Zhao Dheeru Dua Sameer Singh GAN AAML 169 601 0 31 Oct 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 207 2,654 0 09 May 2017
SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine Matthew Dunn Levent Sagun Mike Higgins V. U. Güney Volkan Cirik Kyunghyun Cho RALM 92 456 0 18 Apr 2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard H. Hovy ELM 183 1,348 0 15 Apr 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 112 2,015 0 31 Mar 2017
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 100 893 0 29 Nov 2016
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 133 2,091 0 05 Nov 2016
Machine Comprehension Using Match-LSTM and Answer Pointer Shuohang Wang Jing Jiang 75 594 0 29 Aug 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 283 8,134 0 16 Jun 2016
Crafting Adversarial Input Sequences for Recurrent Neural Networks Nicolas Papernot Patrick McDaniel A. Swami Richard E. Harang AAML GAN SILM 51 456 0 28 Apr 2016