Undersensitivity in Neural Reading Comprehension

15 February 2020

Papers citing "Undersensitivity in Neural Reading Comprehension"

33 / 33 papers shown

Title
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 208 1,107 0 08 May 2020
Evaluating Models' Local Decision Boundaries via Contrast Sets Matt Gardner Yoav Artzi Victoria Basmova Jonathan Berant Ben Bogin ... Sanjay Subramanian Reut Tsarfaty Eric Wallace Ally Zhang Ben Zhou ELM 72 84 0 06 Apr 2020
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 91 569 0 26 Sep 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 665 24,528 0 26 Jul 2019
Learning to Ask Unanswerable Questions for Machine Reading Comprehension Haichao Zhu Li Dong Furu Wei Wenhui Wang Bing Qin Ting Liu RALM 57 31 0 14 Jun 2019
Synthetic QA Corpora Generation with Roundtrip Consistency Chris Alberti D. Andor Emily Pitler Jacob Devlin Michael Collins SyDa 70 249 0 12 Jun 2019
MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension Alon Talmor Jonathan Berant 84 173 0 31 May 2019
Adversarial Attacks on Deep Learning Models in Natural Language Processing: A Survey W. Zhang Quan Z. Sheng A. Alhazmi Chenliang Li AAML 83 57 0 21 Jan 2019
Excessive Invariance Causes Adversarial Vulnerability J. Jacobsen Jens Behrmann R. Zemel Matthias Bethge AAML 68 166 0 01 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Adversarial Over-Sensitivity and Over-Stability Strategies for Dialogue Models Tong Niu Joey Tianyi Zhou AAML 58 85 0 06 Sep 2018
What Makes Reading Comprehension Questions Easier? Saku Sugawara Kentaro Inui Satoshi Sekine Akiko Aizawa 56 119 0 28 Aug 2018
Adversarially Regularising Neural NLI Models to Integrate Logical Background Knowledge Pasquale Minervini Sebastian Riedel AAML NAI GAN 59 119 0 26 Aug 2018
Read + Verify: Machine Reading Comprehension with Unanswerable Questions Minghao Hu Furu Wei Yuxing Peng Zhen Huang Nan Yang Ming Zhou RALM FaML 49 156 0 17 Aug 2018
Gender Bias in Neural Natural Language Processing Kaiji Lu Piotr (Peter) Mardziel Fangjing Wu Preetam Amancharla Anupam Datta 117 356 0 31 Jul 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 284 2,845 0 11 Jun 2018
Robustness May Be at Odds with Accuracy Dimitris Tsipras Shibani Santurkar Logan Engstrom Alexander Turner Aleksander Madry AAML 104 1,781 0 30 May 2018
AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples Dongyeop Kang Tushar Khot Ashish Sabharwal Eduard H. Hovy GAN 48 85 0 12 May 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
Pathologies of Neural Models Make Interpretations Difficult Shi Feng Eric Wallace Alvin Grissom II Mohit Iyyer Pedro Rodriguez Jordan L. Boyd-Graber AAML FAtt 79 321 0 20 Apr 2018
Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang 122 941 0 18 Apr 2018
Robust Machine Comprehension Models via Adversarial Training Yicheng Wang Joey Tianyi Zhou AAML 75 117 0 17 Apr 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 341 719 0 17 Apr 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 150 1,180 0 06 Mar 2018
Synthetic and Natural Noise Both Break Neural Machine Translation Yonatan Belinkov Yonatan Bisk 111 743 0 06 Nov 2017
Towards Linguistically Generalizable NLP Systems: A Workshop and Shared Task Allyson Ettinger Sudha Rao Hal Daumé Emily M. Bender FedML 63 94 0 04 Nov 2017
Adversarial Examples for Evaluating Reading Comprehension Systems Robin Jia Percy Liang AAML ELM 201 1,608 0 23 Jul 2017
Deceiving Google's Cloud Video Intelligence API Built for Summarizing Videos Hossein Hosseini Baicen Xiao Radha Poovendran AAML 32 18 0 26 Mar 2017
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 103 893 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
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 543 5,897 0 08 Jul 2016
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 277 14,927 1 21 Dec 2013
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 397 33,550 0 16 Oct 2013