Hi, I am Yuechi Zhou (周月驰), a second-year graduate student supervised by Assoc. Prof. Juntao Li at Soochow University. In 2025.09, I will pursue a Ph.D. under Prof. Li Zhenghua at Soochow University (Master-PhD combined program).

Before this, I received my Bachelor’s degree (2019-2023, computer science) from Soochow University.

My research interest includes Natural Language Processing (NLP), Large Language Models (LLM). I am committed to constructing high-performance and efficient deployment algorithms for LLMs, exploring more economical and convenient applications of LLMs in various fields.

Exploration is limitless, innovation knows no boundaries.

🔥 News

2025.05: 🎉🎉 Two papers are accepted by ACL 2025!
2024.10: 🎉🎉 One paper is confirmed as Outstanding Paper by NLPCC 2024!
2024.08: 🎉🎉 One paper is accepted by NLPCC 2024!
2024.05: 🎉🎉 Releasing our new pretrained model: OpenBA-V2!

📝 Publications

ACL 2025 findings [ALW: Adaptive Layer-Wise contrastive decoding enhancing reasoning ability in Large Language Models]

Yuechi Zhou, Chuyue Zhou, Jianxin Zhang, Juntao Li, Min Zhang

ACL 2025 main [Accurate KV Cache Quantization with Outlier Tokens Tracing]

Yi Su*, Yuechi Zhou*, Quantong Qiu, Juntao Li, Qingrong Xia, Ping Li, Xinyu Duan, Zhefeng Wang, Min Zhang

NLPCC 2024 Outstanding The Benefits in Shallow: Merge Decoding Across Large Language Model Layers

Yuechi Zhou, Chuyue Zhou, Wenjing Xie, Xinrui Wang, Jiuchang Chen, Zhenghua Ni, Juntao Li

Arxiv 24.05 OpenBA-V2: Reaching 77.3% High Compression Ratio with Fast Multi-Stage Pruning

Dan Qiao*, Yi Su* , Pinzheng Wang*, Jing Ye, WenJing Xie, Yuechi Zhou, Yuyang Ding, Zecheng Tang, Jikai Wang, Yixin Ji, Yue Wang, Pei Guo, Zechen Sun, Zikang Zhang, Juntao Li, Pingfu Chao, Wenliang Chen, Guohong Fu, Guodong Zhou, Qiaoming Zhu, Min Zhang

Arxiv 25.03 Chinese grammatical error correction based on knowledge distillation

Peng Xia, Yuechi Zhou, Ziyan Zhang, Zecheng Tang, Juntao Li

🗞️ Projects

Participate in the pre-training of OpenBA-V2 in Soochow University (evaluation).
Participate in the SFT code development of LLaMA-2 and OpenBA-V2 in Chinese AI chips Tecorigin T100 (evaluation).
Develop prompt selection algorithms in model scheduling (Huawei Cloud).
Generation Acceleration of Large Language Models (Huawei Cloud).

🎖 Honors and Awards

Third Prize in Teco-RAG Large Model Development Challenge
Soochow University Outstanding Graduate Student
Soochow University First-Class Academic Scholarship
National Encouragement Scholarship
Soochow University Diligence and Encouragement Scholarship

📖 Educations

2019.09 - 2023.06, Bachelor, Institute of Computer Science and Technology, Soochow University, Suzhou.
2023.06 - current, Second-year Master, Artificial Intelligence Research Institute, Soochow University, Suzhou.

💻 Internships

2024.11 - 2025.02, Huawei Cloud System AI Innovation Lab, Hangzhou, China.