Mirror: A Universal Framework for Various Information Extraction Tasks. - Tong Zhu 002; Junfei Ren; Zijian Yu; Mengsong Wu; Guoliang Zhang; Xiaoye Qu; Wenliang Chen; Zhefeng Wang 001; Baoxing Huai; Min Zhang 005 (EMNLP, 2023)

CED: Catalog Extraction from Documents. - Tong Zhu 002; Guoliang Zhang; Zechang Li; Zijian Yu; Junfei Ren; Mengsong Wu; Zhefeng Wang 001; Baoxing Huai; Pingfu Chao; Wenliang Chen (ICDAR (3), 2023)

Seal-Tools: Self-instruct Tool Learning Dataset for Agent Tuning and Detailed Benchmark. - Mengsong Wu; Tong Zhu 002; Han Han; Chuanyuan Tan; Xiang Zhang; Wenliang Chen (NLPCC (2), 2024)

NesTools: A Dataset for Evaluating Nested Tool Learning Abilities of Large Language Models. - Han Han; Tong Zhu 002; Xiang Zhang; Mengsong Wu; Hao Xiong; Wenliang Chen (COLING, 2025)

Chain-of-Tools: Utilizing Massive Unseen Tools in the CoT Reasoning of Frozen Language Models. - Mengsong Wu; Tong Zhu 002; Han Han; Xiang Zhang; Wenbiao Shao; Wenliang Chen (CoRR, 2025)

Scaling Physical Reasoning with the PHYSICS Dataset. - Shenghe Zheng; Qianjia Cheng; Junchi Yao; Mengsong Wu; Haonan He; Ning Ding 002; Yu Cheng; Shuyue Hu; Lei Bai 001; Dongzhan Zhou; Ganqu Cui; Peng Ye 006 (CoRR, 2025)

CheMatAgent: Enhancing LLMs for Chemistry and Materials Science through Tree-Search Based Tool Learning. - Mengsong Wu; YaFei Wang; Yidong Ming; Yuqi An; Yuwei Wan; Wenliang Chen; Binbin Lin; Yuqiang Li; Tong Xie; Dongzhan Zhou (CoRR, 2025)

SELT: Self-Evaluation Tree Search for LLMs with Task Decomposition. - Mengsong Wu; Di Zhang; Yuqiang Li; Dongzhan Zhou; Wenliang Chen (CoRR, 2025)