Adversarial Examples for Evaluating Reading Comprehension Systems

23 July 2017

Robin Jia

Papers citing "Adversarial Examples for Evaluating Reading Comprehension Systems"

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Title
CharBERT: Character-aware Pre-trained Language Model Wentao Ma Yiming Cui Chenglei Si Ting Liu Shijin Wang Guoping Hu 31 104 0 03 Nov 2020
Adversarial Examples in Constrained Domains Ryan Sheatsley Nicolas Papernot Mike Weisman Gunjan Verma Patrick McDaniel AAML 18 23 0 02 Nov 2020
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa RALM LRM 14 384 0 02 Nov 2020
Leveraging Extracted Model Adversaries for Improved Black Box Attacks Naveen Jafer Nizar Ari Kobren MIACV 9 0 0 30 Oct 2020
Commonsense knowledge adversarial dataset that challenges ELECTRA Gongqi Lin Yuan Miao Xiaoyong Yang Wenwu Ou Li-zhen Cui Wenting Guo Chunyan Miao AAML 15 3 0 25 Oct 2020
CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers Shiyang Li Semih Yavuz Kazuma Hashimoto Jia Li Tong Niu Nazneen Rajani Xifeng Yan Yingbo Zhou Caiming Xiong 44 62 0 24 Oct 2020
ANLIzing the Adversarial Natural Language Inference Dataset Adina Williams Tristan Thrush Douwe Kiela AAML 183 46 0 24 Oct 2020
Posterior Differential Regularization with f-divergence for Improving Model Robustness Hao Cheng Xiaodong Liu L. Pereira Yaoliang Yu Jianfeng Gao 248 31 0 23 Oct 2020
Concealed Data Poisoning Attacks on NLP Models Eric Wallace Tony Zhao Shi Feng Sameer Singh SILM 19 18 0 23 Oct 2020
Improving Robustness by Augmenting Training Sentences with Predicate-Argument Structures N. Moosavi M. Boer Prasetya Ajie Utama Iryna Gurevych 27 13 0 23 Oct 2020
RECONSIDER: Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering Srini Iyer Sewon Min Yashar Mehdad Wen-tau Yih LRM 192 14 0 21 Oct 2020
ConjNLI: Natural Language Inference Over Conjunctive Sentences Swarnadeep Saha Yixin Nie Joey Tianyi Zhou 17 35 0 20 Oct 2020
Towards Interpreting BERT for Reading Comprehension Based QA Sahana Ramnath Preksha Nema Deep Sahni Mitesh M. Khapra 42 30 0 18 Oct 2020
Mischief: A Simple Black-Box Attack Against Transformer Architectures Adrian de Wynter AAML 42 1 0 16 Oct 2020
Geometry matters: Exploring language examples at the decision boundary Debajyoti Datta Shashwat Kumar Laura E. Barnes Tom Fletcher AAML 20 3 0 14 Oct 2020
Interpreting Attention Models with Human Visual Attention in Machine Reading Comprehension Ekta Sood Simon Tannert Diego Frassinelli Andreas Bulling Ngoc Thang Vu HAI 32 54 0 13 Oct 2020
A Wrong Answer or a Wrong Question? An Intricate Relationship between Question Reformulation and Answer Selection in Conversational Question Answering Svitlana Vakulenko Shayne Longpre Zhucheng Tu R. Anantha 16 12 0 13 Oct 2020
Measuring and Reducing Gendered Correlations in Pre-trained Models Kellie Webster Xuezhi Wang Ian Tenney Alex Beutel Emily Pitler Ellie Pavlick Jilin Chen Ed Chi Slav Petrov FaML 18 249 0 12 Oct 2020
From Hero to Zéroe: A Benchmark of Low-Level Adversarial Attacks Steffen Eger Yannik Benz AAML 21 45 0 12 Oct 2020
Counterfactual Variable Control for Robust and Interpretable Question Answering S. Yu Yulei Niu Shuohang Wang Jing Jiang Qianru Sun AAML OOD 44 9 0 12 Oct 2020
Gradient-based Analysis of NLP Models is Manipulable Junlin Wang Jens Tuyls Eric Wallace Sameer Singh AAML FAtt 25 58 0 12 Oct 2020
Learning Which Features Matter: RoBERTa Acquires a Preference for Linguistic Generalizations (Eventually) Alex Warstadt Yian Zhang Haau-Sing Li Haokun Liu Samuel R. Bowman SSL AI4CE 37 21 0 11 Oct 2020
What Can We Do to Improve Peer Review in NLP? Anna Rogers Isabelle Augenstein 27 49 0 08 Oct 2020
MOCHA: A Dataset for Training and Evaluating Generative Reading Comprehension Metrics Anthony Chen Gabriel Stanovsky Sameer Singh Matt Gardner 19 50 0 07 Oct 2020
Improving QA Generalization by Concurrent Modeling of Multiple Biases Mingzhu Wu N. Moosavi Andreas Rucklé Iryna Gurevych AI4CE 21 17 0 07 Oct 2020
Not All Datasets Are Born Equal: On Heterogeneous Data and Adversarial Examples Yael Mathov Eden Levy Ziv Katzir A. Shabtai Yuval Elovici AAML 28 14 0 07 Oct 2020
Poison Attacks against Text Datasets with Conditional Adversarially Regularized Autoencoder Alvin Chan Yi Tay Yew-Soon Ong Aston Zhang SILM 23 56 0 06 Oct 2020
CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation Tianlu Wang Xuezhi Wang Yao Qin Ben Packer Kang Li Jilin Chen Alex Beutel Ed H. Chi SILM 35 82 0 05 Oct 2020
InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective Wei Ping Shuohang Wang Yu Cheng Zhe Gan R. Jia Bo-wen Li Jingjing Liu AAML 46 113 0 05 Oct 2020
Explaining The Efficacy of Counterfactually Augmented Data Divyansh Kaushik Amrith Rajagopal Setlur Eduard H. Hovy Zachary Chase Lipton CML 28 81 0 05 Oct 2020
GenAug: Data Augmentation for Finetuning Text Generators Steven Y. Feng Varun Gangal Dongyeop Kang Teruko Mitamura Eduard H. Hovy 16 73 0 05 Oct 2020
Adversarial Attack and Defense of Structured Prediction Models Wenjuan Han Liwen Zhang Yong-jia Jiang Kewei Tu AAML 12 37 0 04 Oct 2020
Explaining Deep Neural Networks Oana-Maria Camburu XAI FAtt 33 26 0 04 Oct 2020
A Geometry-Inspired Attack for Generating Natural Language Adversarial Examples Zhao Meng Roger Wattenhofer GAN AAML 35 32 0 03 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 43 35 0 01 Oct 2020
Assessing Robustness of Text Classification through Maximal Safe Radius Computation Emanuele La Malfa Min Wu Luca Laurenti Benjie Wang Anthony Hartshorn Marta Z. Kwiatkowska AAML 20 18 0 01 Oct 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards Kawin Ethayarajh Dan Jurafsky ELM 24 51 0 29 Sep 2020
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients Yifei Huang Yaodong Yu Hongyang R. Zhang Yi Ma Yuan Yao AAML 37 26 0 28 Sep 2020
Differentially Private Adversarial Robustness Through Randomized Perturbations Nan Xu Oluwaseyi Feyisetan Abhinav Aggarwal Zekun Xu Nathanael Teissier AAML OOD 6 3 0 27 Sep 2020
Towards Debiasing NLU Models from Unknown Biases Prasetya Ajie Utama N. Moosavi Iryna Gurevych 19 154 0 25 Sep 2020
Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics Swabha Swayamdipta Roy Schwartz Nicholas Lourie Yizhong Wang Hannaneh Hajishirzi Noah A. Smith Yejin Choi 46 429 0 22 Sep 2020
Improving Robustness and Generality of NLP Models Using Disentangled Representations Jiawei Wu Xiaoya Li Xiang Ao Yuxian Meng Fei Wu Jiwei Li OOD DRL 16 11 0 21 Sep 2020
Learning to Attack: Towards Textual Adversarial Attacking in Real-world Situations Yuan Zang Bairu Hou Fanchao Qi Zhiyuan Liu Xiaojun Meng Maosong Sun 22 11 0 19 Sep 2020
OpenAttack: An Open-source Textual Adversarial Attack Toolkit Guoyang Zeng Fanchao Qi Qianrui Zhou Ting Zhang Zixian Ma Bairu Hou Yuan Zang Zhiyuan Liu Maosong Sun AAML 29 118 0 19 Sep 2020
Contextualized Perturbation for Textual Adversarial Attack Dianqi Li Yizhe Zhang Hao Peng Liqun Chen Chris Brockett Ming-Ting Sun Bill Dolan AAML SILM 21 229 0 16 Sep 2020
Systematic Generalization on gSCAN with Language Conditioned Embedding Tong Gao Qi Huang Raymond J. Mooney 24 22 0 11 Sep 2020
A black-box adversarial attack for poisoning clustering Antonio Emanuele Cinà Alessandro Torcinovich Marcello Pelillo AAML 24 40 0 09 Sep 2020
SRQA: Synthetic Reader for Factoid Question Answering Jiuniu Wang Wenjia Xu Xingyu Fu Yang Wei Li Jin Ziyan Chen Guangluan Xu Yirong Wu RALM 22 7 0 02 Sep 2020
Rethinking the Objectives of Extractive Question Answering Martin Fajcik Josef Jon Pavel Smrz 15 12 0 28 Aug 2020
Neural Generation Meets Real People: Towards Emotionally Engaging Mixed-Initiative Conversations Ashwin Paranjape A. See Kathleen Kenealy Haojun Li Amelia Hardy Peng Qi Kaushik Ram Sadagopan Nguyet Minh Phu Dilara Soylu Christopher D. Manning 33 42 0 27 Aug 2020