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)

Template-free Prompt Tuning for Few-shot NER. - Ruotian Ma; Xin Zhou 012; Tao Gui; Yiding Tan; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2021)

Plug-Tagger: A Pluggable Sequence Labeling Framework Using Language Models. - Xin Zhou 012; Ruotian Ma; Tao Gui; Yiding Tan; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2021)

LFKQG: A Controlled Generation Framework with Local Fine-tuning for Question Generation over Knowledge Bases. - Zichu Fei; Xin Zhou 012; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (COLING, 2022)

Making Parameter-efficient Tuning More Efficient: A Unified Framework for Classification Tasks. - Xin Zhou 012; Ruotian Ma; Yicheng Zou; Xuanting Chen; Tao Gui; Qi Zhang 001; Xuanjing Huang 001; Rui Xie 005; Wei Wu 014 (COLING, 2022)

ProofInfer: Generating Proof via Iterative Hierarchical Inference. - Zichu Fei; Qi Zhang 001; Xin Zhou 012; Tao Gui; Xuanjing Huang 001 (EMNLP, 2022)

TextFusion: Privacy-Preserving Pre-trained Model Inference via Token Fusion. - Xin Zhou 012; Jinzhu Lu; Tao Gui; Ruotian Ma; Zichu Fei; Yuran Wang; Yong Ding; Yibo Cheung; Qi Zhang 001; Xuanjing Huang 001 (EMNLP, 2022)

Searching for Optimal Subword Tokenization in Cross-domain NER. - Ruotian Ma; Yiding Tan; Xin Zhou 012; Xuanting Chen; Di Liang; Sirui Wang; Wei Wu 014; Tao Gui (IJCAI, 2022)

Template-free Prompt Tuning for Few-shot NER. - Ruotian Ma; Xin Zhou 012; Tao Gui; Yiding Tan; Linyang Li; Qi Zhang 001; Xuanjing Huang 001 (NAACL-HLT, 2022)

Searching for Optimal Subword Tokenization in Cross-domain NER. - Ruotian Ma; Yiding Tan; Xin Zhou 012; Xuanting Chen; Di Liang; Sirui Wang; Wei Wu 014; Tao Gui; Qi Zhang 001 (CoRR, 2022)

Learning "O" Helps for Learning More: Handling the Unlabeled Entity Problem for Class-incremental NER. - Ruotian Ma; Xuanting Chen; Zhang Lin; Xin Zhou 012; Junzhe Wang; Tao Gui; Qi Zhang 001; Xiang Gao 017; Yun Wen Chen (ACL (1), 2023)

Coarse-to-fine Few-shot Learning for Named Entity Recognition. - Ruotian Ma; Zhang Lin; Xuanting Chen; Xin Zhou 012; Junzhe Wang; Tao Gui; Qi Zhang 001; Xiang Gao 017; Yun Wen Chen (ACL (Findings), 2023)

TextObfuscator: Making Pre-trained Language Model a Privacy Protector via Obfuscating Word Representations. - Xin Zhou 012; Yi Lu; Ruotian Ma; Tao Gui; Yuran Wang; Yong Ding; Yibo Zhang; Qi Zhang 001; Xuanjing Huang 001 (ACL (Findings), 2023)

Towards Building More Robust NER datasets: An Empirical Study on NER Dataset Bias from a Dataset Difficulty View. - Ruotian Ma; Xiaolei Wang; Xin Zhou 012; Qi Zhang 001; Xuanjing Huang 001 (EMNLP, 2023)

TextMixer: Mixing Multiple Inputs for Privacy-Preserving Inference. - Xin Zhou 012; Yi Lu; Ruotian Ma; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (EMNLP (Findings), 2023)

Making Harmful Behaviors Unlearnable for Large Language Models. - Xin Zhou 012; Yi Lu; Ruotian Ma; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2023)

Making Harmful Behaviors Unlearnable for Large Language Models. - Xin Zhou 012; Yi Lu; Ruotian Ma; Yujian Wei; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (ACL (Findings), 2024)

LongHeads: Multi-Head Attention is Secretly a Long Context Processor. - Yi Lu; Xin Zhou 012; Wei He 024; Jun Zhao 019; Tao Ji; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (EMNLP (Findings), 2024)

Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs. - Xin Zhou 012; Ping Nie; Yiwen Guo; Haojie Wei; Zhanqiu Zhang; Pasquale Minervini; Ruotian Ma; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (EMNLP, 2024)

Are Large Language Models Good Prompt Optimizers? - Ruotian Ma; Xiaolei Wang; Xin Zhou 012; Jian Li; Nan Du; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2024)

Self-Consistency of the Internal Reward Models Improves Self-Rewarding Language Models. - Xin Zhou 012; Yiwen Guo; Ruotian Ma; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2025)

Effective Length Extrapolation via Dimension-Wise Positional Embeddings Manipulation. - Yi Lu; Wanxu Zhao; Xin Zhou 012; Chenxin An; Chenglong Wang; Shuo Li; Yuming Yang; Jun Zhao 019; Tao Ji; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2025)

First Return, Entropy-Eliciting Explore. - Tianyu Zheng; Tianshun Xing; Qingshui Gu; Taoran Liang; Xingwei Qu; Xin Zhou 012; Yizhi Li; Zhoufutu Wen; Chenghua Lin; Wenhao Huang 001; Qian Liu; Ge Zhang 009; et al. (CoRR, 2025)

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction. - Zhiyuan Zeng 004; Jiashuo Liu; Siyuan Chen; Tianci He; Yali Liao; Jinpeng Wang; Zaiyuan Wang; Yang Yang; Lingyue Yin; Mingren Yin; Zhenwei Zhu; Tianle Cai; et al. (CoRR, 2025)