Divide and Conquer: Text Semantic Matching with Disentangled Keywords and Intents. - Yicheng Zou; Hongwei Liu; Tao Gui; Junzhe Wang 001; Qi Zhang 001; Meng Tang; Haixiang Li; Daniel Wang 003 (ACL (Findings), 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 001; 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 001; Tao Gui; Qi Zhang 001; Xiang Gao 017; Yun Wen Chen (ACL (Findings), 2023)

Farewell to Aimless Large-scale Pretraining: Influential Subset Selection for Language Model. - Xiao Wang 001; Weikang Zhou; Qi Zhang 001; Jie Zhou; Songyang Gao; Junzhe Wang 001; Menghan Zhang; Xiang Gao 017; Yunwen Chen; Tao Gui (ACL (Findings), 2023)

RE-Matching: A Fine-Grained Semantic Matching Method for Zero-Shot Relation Extraction. - Jun Zhao 019; WenYu Zhan; Xin Zhao; Qi Zhang 001; Tao Gui; Zhongyu Wei; Junzhe Wang 001; Minlong Peng; Mingming Sun 001 (ACL (1), 2023)

The Rise and Potential of Large Language Model Based Agents: A Survey. - Zhiheng Xi; Wenxiang Chen; Xin Guo; Wei He 024; Yiwen Ding; Boyang Hong; Ming Zhang 030; Junzhe Wang 001; Senjie Jin; Enyu Zhou; Rui Zheng; Xiaoran Fan; et al. (CoRR, 2023)

Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning. - Zhiheng Xi; Wenxiang Chen; Boyang Hong; Senjie Jin; Rui Zheng; Wei He 024; Yiwen Ding; Shichun Liu; Xin Guo; Junzhe Wang 001; Honglin Guo; Wei Shen; et al. (ICML, 2024)

AgentGym: Evolving Large Language Model-based Agents across Diverse Environments. - Zhiheng Xi; Yiwen Ding; Wenxiang Chen; Boyang Hong; Honglin Guo; Junzhe Wang 001; Dingwen Yang; Chenyang Liao; Xin Guo; Wei He 024; Songyang Gao; Lu Chen; et al. (CoRR, 2024)

AgentGym: Evaluating and Training Large Language Model-based Agents across Diverse Environments. - Zhiheng Xi; Yiwen Ding; Wenxiang Chen; Boyang Hong; Honglin Guo; Junzhe Wang 001; Xin Guo; Dingwen Yang; Chenyang Liao; Wei He 024; Songyang Gao; Lu Chen; et al. (ACL (1), 2025)

The rise and potential of large language model based agents: a survey. - Zhiheng Xi; Wenxiang Chen; Xin Guo; Wei He 024; Yiwen Ding; Boyang Hong; Ming Zhang 030; Junzhe Wang 001; Senjie Jin; Enyu Zhou; Rui Zheng; Xiaoran Fan; et al. (Sci. China Inf. Sci., 2025)

LLMEval-3: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models. - Ming Zhang 030; Yujiong Shen; Jingyi Deng; Yuhui Wang; Yue Zhang 004; Junzhe Wang 001; Shichun Liu; Shihan Dou; Huayu Sha; Qiyuan Peng; Changhao Jiang; Jingqi Tong; et al. (CoRR, 2025)