I am a Ph.D. student in the Interdisciplinary Graduate Programme at Nanyang Technological University (NTU), advised by Prof. Miao Chun Yan. Before joining NTU, I worked as a Research Engineer at Singapore Management University (SMU) with Prof. Lizi Liao. I received my master’s degree in Electronic Information (Artificial Intelligence) from Peking University (PKU), advised by Prof. Houfeng Wang, and my bachelor’s degree in Computer Science from Wuhan University (WHU).

My research focuses on building reliable and adaptive large language model systems for real-world interaction. I am particularly interested in:

• LLM evaluation and reliability, including calibration, robustness, and iterative stability;
• efficient model adaptation and post-training, including parameter-efficient fine-tuning and post-hoc model refinement; and
• reasoning in structured and interactive environments, such as spreadsheets, coding workflows, and multi-agent systems.

My work has appeared at NeurIPS, COLM, COLING, and NLPCC. Our work Sheetpedia was selected as a NeurIPS 2025 Datasets and Benchmarks Spotlight.