Muhan Gao

About Me

I am a first-year PhD student at Texas A&M University, advised by Kuan-Hao Huang in FLAIR Lab.

Before coming to Texas A&M, I finished my master degree at Johns Hopkins University, where I was fortunately advised by Prof. Daniel Khashabi in the Center for Language and Speech Processing.

Research Interests

• LCLMs Evaluation: LLM’s long-context ability is more than simple retrieval, but how can we better evaluate and understand it?
• Mechanistic Methods to Improve LLMs: Can we understand long-context sequence processing internally, and how to improve it?

News

• [Aug. 2025] Our paper about In-context learning: ICL CIPHERS: Quantifying “Learning” in In-Context Learning via Substitution Ciphers is accepted to EMNLP 2025.
• [Apr. 2025] Science Hierarchography: Hierarchical Organization of Science Literature is released on Arxiv!
• [Aug. 2024] Our paper about long-context problem: Insights into LLM Long-Context Failures: When Transformers Know but Don’t Tell is accepted to EMNLP 2024.

Publications

Services

Reviewers: ARR since Feb 2025, NeurIPS 2025

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