Improving Machine Reading Comprehension via Adversarial Training

9 November 2019

Papers citing "Improving Machine Reading Comprehension via Adversarial Training"

32 / 32 papers shown

Title
SG-Net: Syntax-Guided Machine Reading Comprehension Zhuosheng Zhang Yuwei Wu Junru Zhou Sufeng Duan Hai Zhao Rui Wang 64 188 0 14 Aug 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 589 24,422 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 133 1,964 0 24 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 227 8,424 0 19 Jun 2019
Option Comparison Network for Multiple-choice Reading Comprehension Qiu Ran Peng Li Weiwei Hu Jie Zhou 35 61 0 07 Mar 2019
Dual Co-Matching Network for Multi-choice Reading Comprehension Shuailiang Zhang Zhao Hai Yuwei Wu Zhuosheng Zhang Xi Zhou Xiaoping Zhou 65 131 0 27 Jan 2019
U-Net: Machine Reading Comprehension with Unanswerable Questions Fu Sun Linyang Li Xipeng Qiu Yang Liu 67 47 0 12 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018
Stochastic Answer Networks for SQuAD 2.0 Xiaodong Liu Wei Li Yuwei Fang Aerin Kim Kevin Duh Jianfeng Gao RALM 33 23 0 24 Sep 2018
Explicit Utilization of General Knowledge in Machine Reading Comprehension Chao Wang Hui Jiang 52 4 0 10 Sep 2018
A3Net: Adversarial-and-Attention Network for Machine Reading Comprehension Jiuniu Wang Xingyu Fu Guangluan Xu Yirong Wu Ziyan Chen Yang Wei Li Jin AIMat 38 2 0 03 Sep 2018
CoQA: A Conversational Question Answering Challenge Siva Reddy Danqi Chen Christopher D. Manning RALM HAI 98 1,201 0 21 Aug 2018
Adversarial training for multi-context joint entity and relation extraction Giannis Bekoulis Johannes Deleu T. Demeester Chris Develder GAN 63 176 0 21 Aug 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 268 2,837 0 11 Jun 2018
Interpretable Adversarial Perturbation in Input Embedding Space for Text Motoki Sato Jun Suzuki Hiroyuki Shindo Yuji Matsumoto 50 191 0 08 May 2018
Robust Machine Comprehension Models via Adversarial Training Yicheng Wang Joey Tianyi Zhou AAML 68 117 0 17 Apr 2018
Simple and Effective Semi-Supervised Question Answering Bhuwan Dhingra Danish Pruthi Dheeraj Rajagopal 53 66 0 02 Apr 2018
Robust Multilingual Part-of-Speech Tagging via Adversarial Training Michihiro Yasunaga Jungo Kasai Dragomir R. Radev 48 104 0 14 Nov 2017
DCN+: Mixed Objective and Deep Residual Coattention for Question Answering Caiming Xiong Victor Zhong R. Socher 63 109 0 31 Oct 2017
Adversarial Examples for Evaluating Reading Comprehension Systems Robin Jia Percy Liang AAML ELM 196 1,605 0 23 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 682 131,526 0 12 Jun 2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard H. Hovy ELM 177 1,346 0 15 Apr 2017
Semi-Supervised QA with Generative Domain-Adaptive Nets Zhilin Yang Junjie Hu Ruslan Salakhutdinov William W. Cohen OOD 64 152 0 07 Feb 2017
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 131 2,090 0 05 Nov 2016
Attention-over-Attention Neural Networks for Reading Comprehension Yiming Cui Zhongfu Chen Si Wei Shijin Wang Ting Liu Guoping Hu AIMat 66 439 0 15 Jul 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 266 8,127 0 16 Jun 2016
Adversarial Training Methods for Semi-Supervised Text Classification Takeru Miyato Andrew M. Dai Ian Goodfellow GAN 75 1,059 0 25 May 2016
Text Understanding with the Attention Sum Reader Network Rudolf Kadlec Martin Schmid Ondrej Bajgar Jan Kleindienst AIMat RALM 68 314 0 04 Mar 2016
The Goldilocks Principle: Reading Children's Books with Explicit Memory Representations Felix Hill Antoine Bordes S. Chopra Jason Weston RALM 102 636 0 07 Nov 2015
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 339 3,547 0 10 Jun 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 271 19,045 0 20 Dec 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 268 14,912 1 21 Dec 2013