Shengbin Yue

岳圣斌

Hi! 👀 I am a Ph.D. student at Fudan University, where I am a member of the Fudan NLP Group and DISC Lab, fortunate to be advised by Prof. Zhongyu Wei and Prof. Wei Lin. Before that, I received my M.S. degree from Kunming University of Science and Technology in 2023, advised by Prof. Zhengtao Yu. I was also honored to collaborate with Prof. Liang Li (ICT, CAS).

Email / CV / Scholar / ORCID / Github

I am always open to research collaborations on Generative AI & LLM Agents. Let's connect!

Research

My work spans Natural Language Processing and Multi-modal Learning. Before LLMs, I focused on visual-language captioning (i.e., Change Captioning). Now, I am dedicated to advancing agentic intelligence, with a particular focus on:

💻 Autonomous Agents: internalization–externalization in Agent Learning, including world model RL, capability self-awareness, tool-augmented reasoning, environment-agent evolving.
🌎 Social Modeling: Exploring collaboration and reasoning of language models within real-world social structures (e.g., legal systems), including multi-task scheduling, social simulation, and strategic planning, to enable agents that comprehend social norms and support trustworthy human-AI cooperation.

News

2026.08 I will join the SMU NLP Group as a visiting scholar, working with Prof. Yang Deng.
2026.04 A paper is accepted by ACL 2026 Main.
2025.05 A paper is accepted by ACL 2025 Main.
2025.01 A paper is accepted by NAACL 2025.
2024.12 A paper is accepted by AAAI 2025 (Oral, Top 4.6%).
2024.08 A paper is accepted by NLPCC 2024.
2024.07 A paper is accepted by VIS 2024 & IEEE TVCG.
2024.04 A paper is accepted by ACM TOMM.
2024.03 A paper is accepted by DASFAA 2024 (Oral).

Selected Publications

A full list of publications is here. (* indicates equal contribution.)

	From Knowing to Acting: Benchmarking Self-Awareness Capability of LLM Agents Yifan Li, Shengbin Yue, Boyu Feng, Jinhu Qi, Bo Ke, Zixing Song, Hongru Wang, Zhongyu Wei, Irwin King Preprint*, 2026 Github
	Ready Jurist One: Benchmarking Language Agents for Legal Intelligence in Dynamic Environments Zheng Jia, Shengbin Yue, Wei Chen, Siyuan Wang, Yidong Liu, Yun Song, Zhongyu Wei ACL, 2026 (Main) Homepage
	HAF-RM: A Hybrid Alignment Framework for Reward Model Training Shujun Liu, Xiaoyu Shen, Yuhang Lai, Siyuan Wang, Shengbin Yue, Zengfeng Huang, Xuanjing Huang, Zhongyu Wei ACL, 2025 (Main) Homepage
	Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue, Siyuan Wang, Wei Chen, Xuanjing Huang, Zhongyu Wei AAAI, 2025 (Oral, Top 4.6%) Github
	Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Shengbin Yue, Ting Huang, Zheng Jia, Siyuan Wang, Shujun Liu, Yun Song, Xuanjing Huang, Zhongyu Wei NAACL*, 2025 (Findings) Github
	LawLLM: Intelligent Legal System with Legal Reasoning and Verifiable Retrieval Shengbin Yue, Shujun Liu, Yuxuan Zhou, Chenchen Shen, Siyuan Wang, Yao Xiao, Bingxuan Li, Yun Song, Xiaoyu Shen, Wei Chen, Xuanjing Huang, Zhongyu Wei DASFAA, 2024 (Oral) Github (900+ ⭐ GitHub Stars)
	Multi-grained Representation Aggregating Transformer with Gating Cycle for Change Captioning Shengbin Yue, Yunbin Tu, Liang Li, Shengxiang Gao, Zhengtao Yu ACM TOMM, 2024 Paper
	I3N: Intra- and Inter-Representation Interaction Network for Change Captioning Shengbin Yue, Yunbin Tu, Liang Li, Ying Yang, Shengxiang Gao, Zhengtao Yu IEEE TMM, 2023 Github

Honors & Awards

QuantPi Scholarship, Fudan University, 2025
Tung Scholarship, Fudan University, 2024
Merit Student, Fudan University, 2024
Outstanding Student Scholarship, Fudan University, 2023 / 2024 / 2025
First-class Academic Scholarship, Fudan University, 2023 / 2024 / 2025
Outstanding Master's Thesis Award, Yunnan Province, 2024
Merit Student, Yunnan Province, 2023
Outstanding Graduate, Yunnan Province, 2020

Service

Area Chair, Lifelong Agent Workshop @ ICLR 2026 & COLM 2026

Organizer, Agent Court Arena Track, @ CAIL 2025

Program Committee & Reviewer

Conferences: ACL Rolling Review (2024–present), ICLR, NeurIPS, AAAI, ACL, EMNLP, NAACL, NLPCC, COLING
Journals: Transactions of the ACL (TACL), Knowledge-Based Systems, Neurocomputing

Teaching Assistant

IICS737021-Large Language Model, Fudan University (Fall 2024)
CS60004-Artificial Intelligence, Fudan University (Spring 2026)

Invited Talks

“Knowledge Retrieval Augmented Legal Large Language Models”, MLNLP 2024 Domain LLM Seminar (2024.08)
“Benchmarking Language Agents for Legal Intelligence in Dynamic Environments”, THUIR, Tsinghua University (2025.08)
“Toward Interactive Legal Intelligence: Multi-Agent Simulation for Synthetic Data Generation”, CJAI 2026 (2026.01)

💥 Where limits end, we begin!