Certified Robustness to Text Adversarial Attacks by Randomized [MASK] CL

Jiehang Zeng | Jianhan Xu | Xiaoqing Zheng | Xuanjing Huang |

Parameter Efficient Multi-task Fine-tuning by Learning to Transfer Token-wise Prompts F i n d i n g s - E M N L P

Muling Wu | Wenhao Liu | Jianhan Xu | Changze Lv | Zixuan Ling | Tianlong Li | Longtao Huang | Xiaoqing Zheng | Xuanjing Huang |

Watermarking PLMs on Classification Tasks by Combining Contrastive Learning with Weight Perturbation F i n d i n g s - E M N L P

Chenxi Gu | Xiaoqing Zheng | Jianhan Xu | Muling Wu | Cenyuan Zhang | Chengsong Huang | Hua Cai | Xuanjing Huang |

Hallucination Detection for Generative Large Language Models by Bayesian Sequential Estimation EMNLP

Xiaohua Wang | Yuliang Yan | Longtao Huang | Xiaoqing Zheng | Xuanjing Huang |

TableVLM: Multi-modal Pre-training for Table Structure Recognition ACL

Leiyuan Chen | Chengsong Huang | Xiaoqing Zheng | Jinshu Lin | Xuanjing Huang |

Enhancing Unsupervised Semantic Parsing with Distributed Contextual Representations F i n d i n g s - A C L

Zixuan Ling | Xiaoqing Zheng | Jianhan Xu | Jinshu Lin | Kai-Wei Chang | Cho-Jui Hsieh | Xuanjing Huang |

Measure Children’s Mindreading Ability with Machine Reading F i n d i n g s - E M N L P

Yuliang Yan | Xiaohua Wang | Xiang Zhou | Xiaoqing Zheng | Xuanjing Huang |

Improving Empathetic Dialogue Generation by Dynamically Infusing Commonsense Knowledge F i n d i n g s - A C L

Hua Cai | Xuli Shen | Qing Xu | Weilin Shen | Xiaomei Wang | Weifeng Ge | Xiaoqing Zheng | Xiangyang Xue |

Improving the Adversarial Robustness of NLP Models by Information Bottleneck ACL Findings

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

Towards Adversarially Robust Text Classifiers by Learning to Reweight Clean Examples ACL Findings

Jianhan Xu | Cenyuan Zhang | Xiaoqing Zheng | Linyang Li | Cho-Jui Hsieh | Kai-Wei Chang | Xuanjing Huang |

Weight Perturbation as Defense against Adversarial Word Substitutions F i n d i n g s - E M N L P

Jianhan Xu | Linyang Li | Jiping Zhang | Xiaoqing Zheng | Kai-Wei Chang | Cho-Jui Hsieh | Xuanjing Huang |

TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing ACL IJCNLP

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

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

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

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

Chong Li | Cenyuan Zhang | Xiaoqing Zheng | Xuanjing Huang |

Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble ACL IJCNLP

Yi Zhou | Xiaoqing Zheng | Cho-Jui Hsieh | Kai-Wei Chang | Xuanjing Huang |

On the Transferability of Adversarial Attacks against Neural Text Classifier EMNLP

Liping Yuan | Xiaoqing Zheng | Yi Zhou | Cho-Jui Hsieh | Kai-Wei Chang |

Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples ACL

Xiaoqing Zheng | Jiehang Zeng | Yi Zhou | Cho-Jui Hsieh | Minhao Cheng | Xuanjing Huang |

Cross-Lingual Dependency Parsing by POS-Guided Word Reordering EMNLP Findings

Lu Liu | Yi Zhou | Jianhan Xu | Xiaoqing Zheng | Kai-Wei Chang | Xuanjing Huang |

Improving Grammatical Error Correction Models with Purpose-Built Adversarial Examples EMNLP

Lihao Wang | Xiaoqing Zheng |

Generating Responses with a Specific Emotion in Dialog ACL

Zhenqiao Song | Xiaoqing Zheng | Lu Liu | Mu Xu | Xuanjing Huang |

Incremental Graph-based Neural Dependency Parsing EMNLP

Xiaoqing Zheng |

Deep Learning for Chinese Word Segmentation and POS Tagging EMNLP

Xiaoqing Zheng | Hanyang Chen | Tianyu Xu |