Learning to Generate Representations for Novel Words: Mimic the OOV Situation in Training. - Xiaoyu Xing; Minlong Peng; Qi Zhang 001; Qin Liu 010; Xuanjing Huang 001 (NLPCC (1), 2020)

TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing. - Xiao Wang 001; Qin Liu 010; Tao Gui; Qi Zhang 001; Yicheng Zou; Xin Zhou 012; Jiacheng Ye; Yongxin Zhang; Rui Zheng; Zexiong Pang; Qinzhuo Wu; Zhengyan Li; et al. (ACL (demo), 2021)

Overview of Argumentative Text Understanding for AI Debater Challenge. - Jian Yuan; Liying Cheng; Ruidan He; Yinzi Li; Lidong Bing; Zhongyu Wei; Qin Liu 010; Chenhui Shen; Shuonan Zhang; Changlong Sun; Luo Si; Changjian Jiang; et al. (NLPCC (2), 2021)

Flooding-X: Improving BERT's Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning. - Qin Liu 010; Rui Zheng; Bao Rong; Jingyi Liu; Zhihua Liu; Zhanzhan Cheng; Liang Qiao 001; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (ACL (1), 2022)

PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack. - Rui Zheng; Rong Bao; Qin Liu 010; Tao Gui; Qi Zhang 001; Xuanjing Huang 001; Rui Xie 005; Wei Wu 014 (COLING, 2022)

Detecting Adversarial Samples through Sharpness of Loss Landscape. - Rui Zheng; Shihan Dou; Yuhao Zhou; Qin Liu 010; Tao Gui; Qi Zhang 001; Zhongyu Wei; Xuanjing Huang 001; Menghan Zhang (ACL (Findings), 2023)

Characterizing the Impacts of Instances on Robustness. - Rui Zheng; Zhiheng Xi; Qin Liu 010; Wenbin Lai; Tao Gui; Qi Zhang 001; Xuanjing Huang 001; Jin Ma 003; Ying Shan; Weifeng Ge (ACL (Findings), 2023)

Secrets of RLHF in Large Language Models Part I: PPO. - Rui Zheng; Shihan Dou; Songyang Gao; Yuan Hua; Wei Shen; Binghai Wang; Yan Liu 002; Senjie Jin; Qin Liu 010; Yuhao Zhou; Limao Xiong; Lu Chen; et al. (CoRR, 2023)

Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations. - Wenjie Mo 001; Jiashu Xu; Qin Liu 010; Jiongxiao Wang; Jun Yan 012; Chaowei Xiao; Muhao Chen 001 (CoRR, 2023)

Mitigating Backdoor Threats to Large Language Models: Advancement and Challenges. - Qin Liu 010; Wenjie Mo 001; Terry Tong; Jiashu Xu; Fei Wang 060; Chaowei Xiao; Muhao Chen 001 (Allerton, 2024)

LLMs Assist NLP Researchers: Critique Paper (Meta-)Reviewing. - Jiangshu Du; Yibo Wang 001; Wenting Zhao 006; Zhongfen Deng; Shuaiqi Liu 002; Renze Lou; Henry Peng Zou; Pranav Narayanan Venkit; Nan Zhang; Mukund Srinath; Haoran Zhang 004; Vipul Gupta; et al. (EMNLP, 2024)

Monotonic Paraphrasing Improves Generalization of Language Model Prompting. - Qin Liu 010; Fei Wang 060; Nan Xu; Tianyi Yan; Tao Meng; Muhao Chen 001 (EMNLP (Findings), 2024)

Securing Multi-turn Conversational Language Models From Distributed Backdoor Attacks. - Terry Tong; Qin Liu 010; Jiashu Xu; Muhao Chen 001 (EMNLP (Findings), 2024)

Two Heads are Better than One: Nested PoE for Robust Defense Against Multi-Backdoors. - Victoria Graf; Qin Liu 010; Muhao Chen 001 (NAACL-HLT, 2024)

From Shortcuts to Triggers: Backdoor Defense with Denoised PoE. - Qin Liu 010; Fei Wang 060; Chaowei Xiao; Muhao Chen 001 (NAACL-HLT, 2024)

LLMs Assist NLP Researchers: Critique Paper (Meta-)Reviewing. - Jiangshu Du; Yibo Wang 001; Wenting Zhao 006; Zhongfen Deng; Shuaiqi Liu 002; Renze Lou; Henry Peng Zou; Pranav Narayanan Venkit; Nan Zhang; Mukund Srinath; Haoran Ranran Zhang; Vipul Gupta; et al. (CoRR, 2024)

Securing Multi-turn Conversational Language Models Against Distributed Backdoor Triggers. - Terry Tong; Jiashu Xu; Qin Liu 010; Muhao Chen 001 (CoRR, 2024)

Familiarity-aware Evidence Compression for Retrieval Augmented Generation. - Dongwon Jung; Qin Liu 010; Tenghao Huang; Ben Zhou; Muhao Chen 001 (CoRR, 2024)

Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models. - Tinghui Zhu; Qin Liu 010; Fei Wang 060; Zhengzhong Tu; Muhao Chen 001 (CoRR, 2024)

MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design. - Jingyuan Qi; Zian Jia; Minqian Liu; Wangzhi Zhan; Junkai Zhang; Xiaofei Wen; Jingru Gan; Jianpeng Chen; Qin Liu 010; Mingyu Derek Ma; Bangzheng Li; Haohui Wang; et al. (CoRR, 2024)

SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment. - Qin Liu 010; Fei Wang 060; Chaowei Xiao; Muhao Chen 001 (ACL (1), 2025)

Unraveling and Mitigating Safety Alignment Degradation of Vision-Language Models. - Qin Liu 010; Chao Shang; Ling Liu; Nikolaos Pappas 004; Jie Ma 005; Neha Anna John; Srikanth Doss; Lluís Màrquez; Miguel Ballesteros; Yassine Benajiba (ACL (Findings), 2025)

MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding. - Fei Wang 060; Xingyu Fu; James Y. Huang; Zekun Li 007; Qin Liu 010; Xiaogeng Liu; Mingyu Derek Ma; Nan Xu; Wenxuan Zhou; Kai Zhang 008; Tianyi Lorena Yan; Wenjie Jacky Mo; et al. (ICLR, 2025)

Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations. - Wenjie Jacky Mo; Jiashu Xu; Qin Liu 010; Jiongxiao Wang; Jun Yan 012; Hadi Askari; Chaowei Xiao; Muhao Chen 001 (NAACL (Findings), 2025)

VLM-Guard: Safeguarding Vision-Language Models via Fulfilling Safety Alignment Gap. - Qin Liu 010; Fei Wang 060; Chaowei Xiao; Muhao Chen 001 (CoRR, 2025)

A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models. - Zihao Lin 003; Samyadeep Basu; Mohammad Beigi; Varun Manjunatha; Ryan A. Rossi; Zichao Wang 001; Yufan Zhou 001; Sriram Balasubramanian; Arman Zarei; Keivan Rezaei; Ying Shen 006; Barry Menglong Yao; et al. (CoRR, 2025)

MetaScale: Test-Time Scaling with Evolving Meta-Thoughts. - Qin Liu 010; Wenxuan Zhou; Nan Xu; James Y. Huang; Fei Wang 060; Sheng Zhang 012; Hoifung Poon; Muhao Chen 001 (CoRR, 2025)

Exploring Scaling Laws for EHR Foundation Models. - Sheng Zhang 012; Qin Liu 010; Naoto Usuyama; Cliff Wong; Tristan Naumann; Hoifung Poon (CoRR, 2025)

QA-LIGN: Aligning LLMs through Constitutionally Decomposed QA. - Jacob Dineen; Aswin RRV; Qin Liu 010; Zhikun Xu; Xiao Ye; Ming Shen; Zhaonan Li; Shijie Lu; Chitta Baral; Muhao Chen 001; Ben Zhou (CoRR, 2025)

Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination. - Mingqi Wu; Zhihao Zhang 002; Qiaole Dong; Zhiheng Xi; Jun Zhao 019; Senjie Jin; Xiaoran Fan; Yuhao Zhou; Yanwei Fu 001; Qin Liu 010; Songyang Zhang; Qi Zhang 001 (CoRR, 2025)

RedCoder: Automated Multi-Turn Red Teaming for Code LLMs. - Wenjie Jacky Mo; Qin Liu 010; Xiaofei Wen; Dongwon Jung; Hadi Askari; Wenxuan Zhou; Zhe Zhao; Muhao Chen 001 (CoRR, 2025)