I am a fourth-year undergraduate student majoring in Artificial Intelligence at Sichuan University (SCU). I have been very fortunate to work with Prof. Colin TAN in 2022 through the NUS SOC summer workshop. I started my internship in April 2022 with Asst. Prof. Lu Chen in the language model group of the XLANCE lab at Shanghai Jiao Tong University. Currently, I'm doing a remote summer internship with Prof. Chaowei Xiao at University of Wisconsin–Madison.
I love playing basketball 🏀 and table tennis 🏓 in my free time. I am also open to collaborating with people to explore the possibilities of language models in various fields.
My research interests are 1️⃣Parameter-efficient fine-tuning (PEFT) of large-scale pre-trained language models (PLMs). 2️⃣Large language models~(LLMs) for Language Agents and Embodied AI. 3️⃣Multi-modal Large Language Models~(MLLMs).
Understanding the Multimodal Instruction Format for In-Context Learning
Yingzi Ma, Chunyuan Li and Chaowei Xiao†
In submission, ICLR 2024
SK-Adapter: Syntax Enhanced Pre-trained Language Models with Structured Knowledge Adapter
Yingzi Ma, Da Ma, Zichen Zhu, Yunyan Zhang, Ruihui Zhao, Huimin Wang, Yefeng Zheng and Lu Chen†
In submission, EMNLP 2023
Is ChatGPT a Terminator for Dialogue Tasks?
Senyu Han, Da Ma, Lu Chen, Yingzi Ma, Yichuan Ma, Kai Yu†
In submission, EMNLP 2023
CAM-GUI: A Conversational Assistant on Mobile GUI
Zichen Zhu, Liangtai Sun, Jingkai Yang, Yifan Peng, Wutao Li, Weilin Zou, Ziyuan Li, Lu Chen†, Yingzi Ma, Danyang Zhang and Kai Yu†
In submission, ACL 2023 (Demo track)
Projects
CBCT jaw region segmentation method based on context fusion mechanism
♠ National College Students' Innovation and Entrepreneurship Training Program, 2022.
♣ The project was rated as provincial level and I published a patent for an invention as the first inventor (CN115578406A).
Embedding system and deep learning topic, NUS SOC Summer Workshop 2022
♠ Course grade of A+, which was evaluated based on assignments, quizzes, and projects.
♣ First Prize in the course Embedded System and Deep Learning with the final project Baby Care.
Character dialogue system for complex scenarios based on instruction finetuning
♠ National College Students' Innovation and Entrepreneurship Training Program, 2023.
♣ Under the guidance of Prof. Wenqiang Lei, we prompt the language model to imitate a specific character (in this project the character is Sister Jiang, a famous Chinese revolutionary martyr) by instruction fine-tuning.
Experience
Sichuan University
♦ B.Eng. in Artificial Intelligence
♠ Sept. 2022 - Present
♣ Advisor: Prof. Wenqiang Lei
♥️ Participate in NUS SOC Summer Workshop 2022
♣ May. 2022 - Aug. 2022
♠ Advisor: Prof. Colin TAN
Honors & Awards
Honors:
♦ China National Scholarship, 2021
♥️ China National Scholarship, 2020
Awards:
♥️ Finalist, Mathematical Competition In Modeling (MCM)
♦ Honorable Mention, Interdisciplinary Contest In Modeling (ICM)
♣ 2rd Award, Contemporary Undergraduate Mathematical Contest in Modeling (CUMCM)
♠ 2rd Award, Chinese Mathematics Competitions (CMC)
Miscellaneous
I also love to play table tennis, Go (Weiqi), and clarinet.
I really like anime because it shows an ideal world that could not exist in reality.