Zhilin Wang.

I

First-year Ph.D. Student at USTC.
Focusing on AI & Music , and Generative AI .

I am a first-year Ph.D. student at the University of Science and Technology of China (USTC), fortunate to be advised by Prof. Yu Cheng (CUHK).

My research interests center on AI and Music. I am passionate about exploring the intersection of creative arts and artificial intelligence.

Latest News

  • Now Building DAW Cursor, an AI assistant for music production.
  • Now Working on an Automatic Music Theory Question Generator for RLVR.
Zhilin Wang

Code

Publications

ACL 2025 LLM Dynamics Theory

Unveiling Attractor Cycles in Large Language Models: A Dynamical Systems View of Successive Paraphrasing

Zhilin Wang, Yafu Li, Jianhao Yan, Yu Cheng, Yue Zhang.

Findings of ACL 2025 Continual Learning PEFT

SEE: Continual Fine-tuning with Sequential Ensemble of Experts

Zhilin Wang, Yafu Li, Xiaoye Qu, Yu Cheng.

ACL 2025 Machine Translation LLM Analysis

Lost in Literalism: How Supervised Training Shapes Translationese in LLMs

Yafu Li, Ronghao Zhang, Zhilin Wang, Huajian Zhang, Leyang Cui, Yongjing Yin, Tong Xiao, Yue Zhang.

arXiv 2025 Fine-tuning Aggregation

From Drafts to Answers: Unlocking LLM Potential via Aggregation Fine-Tuning

Yafu Li*, Zhilin Wang*, Tingchen Fu, Ganqu Cui, Sen Yang, Yu Cheng. (* Equal Contribution)

arXiv 2025 Alignment Reasoning

Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation

Haoran Zhang, Yafu Li, Xuyang Hu, Dongrui Liu, Zhilin Wang, Bo Li, Yu Cheng.

Findings of ACL 2024 Detection Security

Spotting AI's Touch: Identifying LLM-Paraphrased Spans in Text

Yafu Li*, Zhilin Wang*, Leyang Cui, Wei Bi, Shuming Shi, Yue Zhang. (* Equal Contribution)

ACL 2024 Detection Benchmark

Mage: Machine-generated text detection in the wild

Yafu Li, Qintong Li, Leyang Cui, Wei Bi, Zhilin Wang, Longyue Wang, Linyi Yang, Shuming Shi, Yue Zhang.

ACL 2023 Sentiment Analysis NLP

Just Like a Human Would, Direct Access to Sarcasm Augmented with Potential Result and Reaction

Changrong Min, Ximing Li, Liang Yang, Zhilin Wang, Bo Xu, Hongfei Lin.

arXiv 2025 Music AI Reasoning

Towards an AI Musician: Synthesizing Sheet Music Problems for Musical Reasoning

Zhilin Wang, Zhe Yang, Yun Luo, Yafu Li, Xiaoye Qu, Ziqian Qiao, Haoran Zhang, Runzhe Zhan, Derek F Wong, Jizhe Zhou, et al.

Experience

Shanghai AI Laboratory

2024.09 - Present
Research Intern

Conducting research on Large Language Models and Musical Reasoning.

Westlake University (WestlakeNLP)

2023.07 - 2023.09 & 2024.06 - 2024.08
Visiting Student

Mentored by Prof. Yue Zhang. Focused on NLP research.

Jilin University

2021.08 - 2025.06
Undergraduate Student

Major in Computer Science.

Awards

2023

Huawei ICT Competition

Global Grand Prize

2023

Computer Games Competition

First Prize

2022

CCF BDCI Contest

Third Prize

2025

Nanrui Jibao Scholarship

Scholarship

Service

Conference Reviewer

ACL EMNLP NAACL

Life & Music

When not researching, I'm usually playing music.

Visit Channel
Jane Doe

Jane Doe

Performance Bilibili
编曲Demo,最近很Emo

编曲Demo,最近很Emo

Guitar Composition Demo Bilibili
回学校,第一次上台演出

回学校,第一次上台演出

Performance Bilibili