Welcome to Jinxiang Meng Personal Homepage!
I am a second-year Master’s student in Computer Technology at University of Chinese Academy of Sciences（UCASNJ）, jointly trained with the Institute of Automation, Chinese Academy of Sciences, under the supervision of Professor Kang Liu.
My research interests include:
- LLM agents and data agents
- Benchmark construction and execution-based evaluation
- Data synthesis, supervised fine-tuning, and reinforcement learning
- Table reasoning and Text-to-SQL
- Tool-use environments and agent training at scale
🔥 News
- 2026.05: 🎉🎉 Our paper “DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios” was accepted to ICML 2026.
- 2026.04: 🎉🎉 Our paper “GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks” was accepted to ACL 2026.
- 2026.01: 🎉🎉 Our paper “DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle” was accepted to ICLR 2026.
- 2025.11: 🎉🎉 Our paper “TaREx: Reinforcement Learning for Code-Driven Table Reasoning” was accepted as an Oral at AAAI 2026.
- 2025.06: 📢📢 We have released the paper, code and datasets for “Reasoning-Table: Exploring Reinforcement Learning for Table Reasoning”.
- 2025.02: 📢📢 We have released the paper and code for “GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks”.
📝 Publications
DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios
Jinxiang Meng, Shaoping Huang, Fangyu Lei, Jingyu Guo, Haoxiang Liu, Jiahao Su, Sihan Wang, Yao Wang, Enrui Wang, Ye Yang, Hongze Chai, Jinming Lv, Anbang Yu, Huangjing Zhang, Yitong Zhang, Yiming Huang, Zeyao Ma, Shizhu He, Jun Zhao, Kang Liu
ICML 2026
[PDF] [Code] [Project Page] [Dataset]
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle
Fangyu Lei*, Jinxiang Meng*, Yiming Huang, Junjie Zhao, Yitong Zhang, Jianwen Luo, Xin Zou, Ruiyi Yang, Wenbo Shi, Yan Gao, Shizhu He, Zuo Wang, Qian Liu, Yang Wang, Ke Wang, Jun Zhao, Kang Liu
ICLR 2026
[PDF] [Code] [Project Page] [Dataset]
TaREx: Reinforcement Learning for Code-Driven Table Reasoning
Fangyu Lei*, Jinxiang Meng*, Yiming Huang, Shizhu He, Jun Zhao, Kang Liu
AAAI 2026 Oral
Reasoning-Table: Exploring Reinforcement Learning for Table Reasoning
Fangyu Lei*, Jinxiang Meng*, Yiming Huang, Tinghong Chen, Yun Zhang, Shizhu He, Jun Zhao, Kang Liu
GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks
Jianwen Luo*, Yiming Huang*, Jinxiang Meng, Fangyu Lei, Shizhu He, Xiao Liu, Shanshan Jiang, Bin Dong, Jun Zhao, Kang Liu
ACL 2026
📖 Educations
- 2024.09 - (now), Master in Computer Technology, Joint Training Program of UCAS Nanjing College and Nanjing University of Posts and Telecommunications – “Outstanding Graduate Student” Special Program.
- 2021.09 - 2022.07, Undergraduate Visiting Student, Information Management and Information Systems, Tianjin University, Tianjin.
🎖 Honors and Awards
💬 Invited Talks
💻 Internships
- 2025.08 - (now), Research Intern, Seed Application / Data AML Group, ByteDance Seed.