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Improving the Adversarial Robustness of NLP Models by Information Bottleneck



Cenyuan Zhang , Xiang Zhou , Yixin Wan , Xiaoqing Zheng , Kai-Wei Chang , Cho-Jui Hsieh

* Findings of the Association for Computational Linguistics: ACL 2022, 3588-3598 

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Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution



Zongyi Li , Jianhan Xu , Jiehang Zeng , Linyang Li , Xiaoqing Zheng , Qi Zhang , Kai-Wei Chang , Cho-Jui Hsieh

* Accepted by EMNLP2021 main conference 

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Exploration and Exploitation: Two Ways to Improve Chinese Spelling Correction Models



Chong Li , Cenyuan Zhang , Xiaoqing Zheng , Xuanjing Huang

* Accepted by ACL 2021 

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Certified Robustness to Text Adversarial Attacks by Randomized [MASK]



Jiehang Zeng , Xiaoqing Zheng , Jianhan Xu , Linyang Li , Liping Yuan , Xuanjing Huang

* Accepted by Findings of ACL 2021, Long Paper 

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TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing



Tao Gui , Xiao Wang , Qi Zhang , Qin Liu , Yicheng Zou , Xin Zhou , Rui Zheng , Chong Zhang , Qinzhuo Wu , Jiacheng Ye , Zexiong Pang , Yongxin Zhang , Zhengyan Li , Ruotian Ma , Zichu Fei , Ruijian Cai , Jun Zhao , Xinwu Hu , Zhiheng Yan , Yiding Tan , Yuan Hu , Qiyuan Bian , Zhihua Liu , Bolin Zhu , Shan Qin , Xiaoyu Xing , Jinlan Fu , Yue Zhang , Minlong Peng , Xiaoqing Zheng , Yaqian Zhou , Zhongyu Wei , Xipeng Qiu , Xuanjing Huang


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Alleviate Exposure Bias in Sequence Prediction \\ with Recurrent Neural Networks



Liping Yuan , Jiangtao Feng , Xiaoqing Zheng , Xuanjing Huang


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SparseGAN: Sparse Generative Adversarial Network for Text Generation



Liping Yuan , Jiehang Zeng , Xiaoqing Zheng


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Unsupervised Word Segmentation with Bi-directional Neural Language Model



Lihao Wang , Zongyi Li , Xiaoqing Zheng


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Generating universal language adversarial examples by understanding and enhancing the transferability across neural models



Liping Yuan , Xiaoqing Zheng , Yi Zhou , Cho-Jui Hsieh , Kai-wei Chang , Xuanjing Huang


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