JINYANG LI

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Hi, My name is Jinyang Li who is a junior PhD student a Department of Computer Science in Hong Kong University, advised by Prof.Prof. Reynold CK Cheng. My research is under support of HKU Presidential PhD Scholar Programme. Additionally, I also work with Prof. Kevin C.C.Chang and Dr.Chenhao Ma closely. I'm enthusiastic about Natural Language Processing (semantic parsing), Large Language Model, especially the interactive projects of them.

I had a great research experience in Conversational AI Team of Alibaba DAMO Academy advised by Dr. Fei Huang, Yongbin Li and Binyuan Hui who are very insightful and patient mentors. Also, I knew and cooperated with many young talent research students there: Bowen Qin, Yunshui Li, Jiaxi Yang, Liang Li, and Yingxiu Zhao. All these friends, advisors, and academic experiences make me grow up quickly in NLP! Thanks!

EDUCATION

Ph.D.          Department of Computer Science, Hong Kong University, HK
                   Ph.D in Department of Computer Science
                   Research interests: LLM, Data Analysis Agents, Text-to-SQL
                   Advisor: Prof. Reynold CK Cheng
                   Date: Jan. 2022 - Now.

M.S.            School of Fu Foundation of Engineering & Applied Science, Columbia University, U.S.
                   M.S. in Department of Electrical Engineering
                   Track: Data-Driven Analysis and Computing, Data Science Institute
                   Research interests: Natural Language Processing, Computer Vision in Health Care
                   Date: Aug. 2018 - Feb. 2020.


B.E.            School of Electrical Engineering and Automation, Harbin Institute of Tech, China
                   B.E. in Department of Electrical Engineering
                   Research Intern: The University of Nottingham, advised by Prof. Chris Gerada
                   Advisor: Prof. Shiyan Yang & Prof.Ping Zheng
                   Date: Aug. 2013 - June. 2017.

RECENT NEWS

  15-05-2024     ------------     I will join Microsoft Research Cambridge, UK, as a Research Internship! 

  15-05-2024     ------------     Our paper has been accepted to ACL 2024 Findings.

  20-12-2023     ------------     Give a Research Talk to Google Cloud.

  21-09-2023     ------------     Our paper has been accepted to NeurIPS 2023 as a Spotlight! Additionally, we released a cleaner version of dev set, please download it again at Bird-SQL benchmark.

ACADEMIC EXPERIENCES
Microsoft Research, Cambridge, UK
Researcher Summer Intern
Date: May. 2024 - Sept. 2024
ConvAI, Alibaba DAMO Academy, Beijing, China
Advisor: Binyuan Hui & Yongbin Li & Fei Huang & Prof.Reynold C.K. Cheng
Project I: Graphix-T5: Enhancing T5's Database Schema Comprehension through Efficient Multi-Hop Reasoning
Project II: BIRD: The Most Comprehensive Cross-domain Text-to-SQL benchmark for Realistic Database Contents Grounding
Date: Jun. 2022 - Mar. 2023
IBM Massachusetts Institute of Technology Waston (MIT-IBM), Boston, U.S.
Advisor: Researcher Fan Zhang
Project: The Research, Design, and Implement of AI Dialog System Based on Goal Planning and Deep Learning
Date: Aug. 2019 - Jan. 2020
State Key Laboratory of Intelligent Technology and Systems, TSAIL Group, Tsinghua University, Beijing, China
Advisor: Prof. Jun Zhu
Project: Shapelet Based Time Series Regularized Decision Tree & Adversarial Attack for ML models
Date: Apr. 2019 - Aug. 2019

Google Ai & Data Science Institute, DSI, Columbia University, New York, U.S.
Advisor: Researcher Joshua Gordon & Prof. Kathy McKeown
Project: Cancer Metastases on Gigapixel Pathology Images in Low Devices
Date: Jan. 2019 - April. 2019
   PUBLICATIONS
Ge Qu, Jinyang Li, Bowen Li, Bowen Qin, Nan Huo, Chenhao Ma, Reynold Cheng
Accepted to 62nd Annual Meeting of the Association for Computational Linguistics (ACL Findings), 2024.
Xiaohan Xu, Ming Li, Chongyang Tao, Tao Shen, Reynold Cheng, Jinyang Li, Can Xu, Dacheng Tao, Tianyi Zhou
Arxiv Preprint 2024.
Jinyang Li*, Nan Huo*, Yan Gao, Jiayi Shi, Yingxiu Zhao, Ge Qu, Yurong Wu, Chenhao Ma, Jian-Guang Lou, Reynold Cheng
Arxiv Preprint 2024.
Bowen Li*, Wenhan Wu*, Ziwei Tang*, Lin Shi*, John Yang, Jinyang Li, Shunyu Yao, Chen Qian, Binyuan Hui, Qicheng Zhang, Zhiyin Yu, He Du, Ping Yang, Dahua Lin, Chao Peng, Kai Chen
Arxiv Preprint 2024.
Chengwen Qi*, Bowen Li*, Binyuan Hui, Bailin Wang, Jinyang Li, Jinwang Wu, Yuanjun Laili
Accepted to The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP Main), 2023.
Yingxiu Zhao, Bowen Yu, Haiyang Yu, Bowen Li, Jinyang Li, Cao Wang, Fei Huang, Yongbin Li, Nevin L. Zhang
Accepted to The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP Main), 2023.
Jinyang Li*, Binyuan Hui*, Ge Qu*, Binhua Li, Jiaxi Yang, Bowen Li, Bailin Wang, Bowen Qin, Rongyu Cao, Ruiying Geng, Nan Huo, Chenhao Ma, Kevin C.C. Chang, Fei Huang, Reynold Cheng, Yongbin Li
Accepted to The Thirty-Seventh Annual Conference on Neural Information Processing Systems (NeurIPS Spotlight), 2023.
Mengtian Yin, Llewellyn Tang, Chris Webster, Jinyang Li, Haotian Li, Zhuoquan Wu, Reynold C.K. Cheng
Published in Automation in Construction 2023.
Bowen Qin, Binyuan Hui, Lihan Wang, Min Yang, Jinyang Li, Binhua Li, Ruiying Geng, Rongyu Cao, Jian Sun, Luo Si, Fei Huang, Yongbin Li
Arxiv Preprint 2023.
Jinyang Li, Binyuan Hui, Reynold C.K.Cheng, Bowen Qin, Chenhao Ma, Nan Huo, Fei Huang, Wenyu Du, Luo Si, Yongbin Li
Accepted to The 37th AAAI Conference on Artificial Intelligence (AAAI Oral) 2023.
Awards & Scholarships
 
  • Distinguished Reviewers, NeurIPS TRL, 2023
  • HKU Presidential PhD Scholar Programme (~ US $51,712/year), 2022-2025
  • Excellent Graduation Thesis in the Department of Electrical Engineering (Top 5%), 2017
  • Chinese Delegate in Youth Assembly at United Nations, 2014
  • National People's Scholarship, 2015, 2016, 2017
  • Excellent Presentation "Application of Quantitative Trading by Stop-Loss Strategy and Machine Learning" in Youth Leadership Training and Exchange Programs at the International Monetary Fund, 2014
  • Member of Harbin Institute of Technology Robotic Team, 2016, 2017
  • Excellent Design Award of 2016 Industrial Practice in Harbin Institute of Technology, 2016