Language model agents & reinforcement learning
About me
I am a System Engineer for Large Agent Model (LAM) Post-Training at Huawei, in the AI Competence Center, NAIE Platform Department, ICT BG. I joined Huawei in October 2024. I received my Ph.D. from the Department of Electronic Engineering at Shanghai Jiao Tong University in September 2024, supervised by Xinbing Wang and Zhouhan Lin. I received my bachelor’s degree from the School of Telecommunications Engineering at Xidian University in 2019.
My current research focuses on language model agents and agentic reinforcement learning, particularly the co-evolution of agent models and harnesses. My earlier work explored natural language processing and semantic parsing, including Text-to-SQL.
- Language model agents
- Agentic reinforcement learning
- Model–harness co-evolution
Selected publications
All publicationsVACE: Validation-Gated Alternating Co-Evolution of Agent Models and Harnesses
RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL
Text Classification in the Wild: A Large-Scale Long-Tailed Name Normalization Dataset
Enhancing SPARQL Query Generation for Knowledge Base Question Answering Systems by Learning to Correct Triplets
A Century of Knowledge Growth in Sedimentology
Enhancing SPARQL Generation by Triplet-Order-Sensitive Pre-Training
Adapting Knowledge for Few-Shot Table-to-Text Generation
Towards Controlled Table-to-Text Generation with Scientific Reasoning
Unsupervised Graph-Text Mutual Conversion with a Unified Pretrained Language Model
Asymmetric Polynomial Loss for Multi-Label Classification
Projects
NSFC Keywords Ranking
Keywords in National Natural Science Foundation of China projects.
Academic Impact Ranking
Author and paper rankings across CCF research fields.
Research Topic Trends
Hot keywords across CCF research fields.
Galaxy Album of Seminal Papers
An exploration of seminal academic papers.
Awards
- 2020
- Third Prize, 17th China Post-Graduate Mathematical Contest in Modeling
- 2019
- Outstanding Graduates of Xidian University (Top 1%)
- 2018
- Honorable Mention, Mathematical Contest in Modeling (MCM)
- 2017, 2018
- First Class Scholarship, Xidian University (Top 5%)
- 2017
- National Encouragement Scholarship
- 2016
- National Scholarship
- 2015, 2018
- Highest Honor Scholarship, Xidian University (Top 1%)
Service
Reviewer for COLING and EMNLP.
Patents
- 一种根据学术表格及其选中内容生成描述的方法及系统
- 实体名称归一化系统及其方法、计算机可读介质
- 机构命名实体归一化方法和系统
- 基于 LEAM 模型的机构命名实体归一化方法和系统
- 知识图谱架构的构建与应用方法、系统及介质
- 基于分割绘图法的网络布局方法、系统及介质