Jize Wang

I am a third-year PhD student at School of Automation and Intelligent Sensing at Shanghai Jiao Tong University (SJTU), under the supervision of Prof. Cailian Chen and Prof. Xinyi Le. I am also a joint PhD student at Generative AI Lab at Nanyang Technological University, under the supervision of Prof. Dacheng Tao and Prof. Yongcheng Jing. I received the B.Eng. degree from SJTU in 2022.

I previously conducted research at leading institutions including Tencent and Shanghai AI Laboratory.

My current research interest lies in world models and LLM-based agents. For further discussion or potential collaboration, please email me at: jizewang2000 [at] gmail [dot] com.

English CV | 中文简历

Selected Publications

* denotes equal contribution.

arXiv

GTA-2: Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows

Jize Wang*, Xuanxuan Liu* , Yining Li , Songyang Zhang , Yijun Wang , Zifei Shan , Xinyi Le , Cailian Chen , and 2 more authors

2026

Bib PDF Code

@misc{wang2026gta2,
  title = {GTA-2: Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows},
  author = {Wang*, Jize and Liu*, Xuanxuan and Li, Yining and Zhang, Songyang and Wang, Yijun and Shan, Zifei and Le, Xinyi and Chen, Cailian and Guan, Xinping and Tao, Dacheng},
  year = {2026},
}

ACL

RouteMoA: Dynamic Routing without Pre-Inference Boosts Efficient Mixture-of-Agents

Jize Wang, Han Wu , Zhiyuan You , Yiming Song , Yijun Wang , Zifei Shan , Yining Li , Songyang Zhang , and 4 more authors

The 64th Annual Meeting of the Association for Computational Linguistics, 2026

Bib PDF Code

@article{wang2026routemoa,
  title = {RouteMoA: Dynamic Routing without Pre-Inference Boosts Efficient Mixture-of-Agents},
  author = {Wang, Jize and Wu, Han and You, Zhiyuan and Song, Yiming and Wang, Yijun and Shan, Zifei and Li, Yining and Zhang, Songyang and Le, Xinyi and Chen, Cailian and Guan, Xinping and Tao, Dacheng},
  journal = {The 64th Annual Meeting of the Association for Computational Linguistics},
  year = {2026},
}

ACL

Data whisperer: Efficient data selection for task-specific llm fine-tuning via few-shot in-context learning

Shaobo Wang , Xiangqi Jin , Ziming Wang , Jize Wang, Jiajun Zhang , Kaixin Li , Zichen Wen , Zhong Li , and 3 more authors

The 63th Annual Meeting of the Association for Computational Linguistics, 2025

Bib PDF Code

@article{wang2025data,
  title = {Data whisperer: Efficient data selection for task-specific llm fine-tuning via few-shot in-context learning},
  author = {Wang, Shaobo and Jin, Xiangqi and Wang, Ziming and Wang, Jize and Zhang, Jiajun and Li, Kaixin and Wen, Zichen and Li, Zhong and He, Conghui and Hu, Xuming and Zhang, Linfeng},
  journal = {The 63th Annual Meeting of the Association for Computational Linguistics},
  year = {2025},
}

AAAI Oral

SAIL: Sample-Centric In-Context Learning for Document Information Extraction

Jinyu Zhang , Zhiyuan You , Jize Wang, and Xinyi Le

Proceedings of the AAAI Conference on Artificial Intelligence, 2025

Bib PDF Code

@article{zhang2024sailsamplecentricincontextlearning,
  title = {SAIL: Sample-Centric In-Context Learning for Document Information Extraction},
  author = {Zhang, Jinyu and You, Zhiyuan and Wang, Jize and Le, Xinyi},
  journal = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2025},
}

NeurIPS

GTA: A Benchmark for General Tool Agents

Jize Wang, Zerun Ma , Yining Li , Songyang Zhang , Cailian Chen , Kai Chen , and Xinyi Le

Advances in Neural Information Processing Systems, 2024

Bib PDF Code Website

@article{wang2024gta,
  title = {GTA: A Benchmark for General Tool Agents},
  author = {Wang, Jize and Ma, Zerun and Li, Yining and Zhang, Songyang and Chen, Cailian and Chen, Kai and Le, Xinyi},
  journal = {Advances in Neural Information Processing Systems},
  year = {2024},
}

EMNLP

Adaptive Hinge Balance Loss for Document-Level Relation Extraction

Jize Wang, Xinyi Le , Xiaodi Peng , and Cailian Chen

Findings of the Association for Computational Linguistics: EMNLP, 2023

Bib PDF Code

@article{wang2023adaptive,
  title = {Adaptive Hinge Balance Loss for Document-Level Relation Extraction},
  author = {Wang, Jize and Le, Xinyi and Peng, Xiaodi and Chen, Cailian},
  journal = {Findings of the Association for Computational Linguistics: EMNLP},
  pages = {3872--3878},
  year = {2023},
}