Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement F i n d i n g s - E M N L P

Zhiheng Xi | Senjie Jin | Yuhao Zhou | Rui Zheng | Songyang Gao | Jia Liu | Tao Gui | Qi Zhang | Xuanjing Huang |

Detecting Adversarial Samples through Sharpness of Loss Landscape F i n d i n g s - A C L

Rui Zheng | Shihan Dou | Yuhao Zhou | Qin Liu | Tao Gui | Qi Zhang | Zhongyu Wei | Xuanjing Huang | Menghan Zhang |

CASN:Class-Aware Score Network for Textual Adversarial Detection ACL

Rong Bao | Rui Zheng | Liang Ding | Qi Zhang | Dacheng Tao |

Modeling the Q-Diversity in a Min-max Play Game for Robust Optimization F i n d i n g s - A C L

Ting Wu | Rui Zheng | Tao Gui | Qi Zhang | Xuanjing Huang |

Orthogonal Subspace Learning for Language Model Continual Learning F i n d i n g s - E M N L P

Xiao Wang | Tianze Chen | Qiming Ge | Han Xia | Rong Bao | Rui Zheng | Qi Zhang | Tao Gui | Xuanjing Huang |

RealBehavior: A Framework for Faithfully Characterizing Foundation Models’ Human-like Behavior Mechanisms F i n d i n g s - E M N L P

Enyu Zhou | Rui Zheng | Zhiheng Xi | Songyang Gao | Xiaoran Fan | Zichu Fei | Jingting Ye | Tao Gui | Qi Zhang | Xuanjing Huang |

Loose lips sink ships: Mitigating Length Bias in Reinforcement Learning from Human Feedback F i n d i n g s - E M N L P

Wei Shen | Rui Zheng | Wenyu Zhan | Jun Zhao | Shihan Dou | Tao Gui | Qi Zhang | Xuanjing Huang |

Characterizing the Impacts of Instances on Robustness F i n d i n g s - A C L

Rui Zheng | Zhiheng Xi | Qin Liu | Wenbin Lai | Tao Gui | Qi Zhang | Xuanjing Huang | Jin Ma | Ying Shan | Weifeng Ge |

Connectivity Patterns are Task Embeddings F i n d i n g s - A C L

Zhiheng Xi | Rui Zheng | Yuansen Zhang | Xuanjing Huang | Zhongyu Wei | Minlong Peng | Mingming Sun | Qi Zhang | Tao Gui |

Robust Lottery Tickets for Pre-trained Language Models ACL

Rui Zheng | Bao Rong | Yuhao Zhou | Di Liang | Sirui Wang | Wei Wu | Tao Gui | Qi Zhang | Xuanjing Huang |

Flooding-X: Improving BERT’s Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning ACL

Qin Liu | Rui Zheng | Bao Rong | Jingyi Liu | ZhiHua Liu | Zhanzhan Cheng | Liang Qiao | Tao Gui | Qi Zhang | Xuanjing Huang |

PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack COLING

Rui Zheng | Rong Bao | Qin Liu | Tao Gui | Qi Zhang | Xuanjing Huang | Rui Xie | Wei Wu |

Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective COLING

Shihan Dou | Rui Zheng | Ting Wu | SongYang Gao | Junjie Shan | Qi Zhang | Yueming Wu | Xuanjing Huang |

Efficient Adversarial Training with Robust Early-Bird Tickets EMNLP

Zhiheng Xi | Rui Zheng | Tao Gui | Qi Zhang | 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 |