Li, Zhongzhi (李忠志)
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Phd Student |
About me
I received the B.S. degree from the Northeastern University, in 2018.
I am currently a Phd Student, supervised by Professor Cheng-Lin Liu(IEEE/IAPR/CAAI Fellow) in the AI Institute, Chinese Academy of Sciences.
I focus on using AI to solve practical problems. My main research interests include Large Language Model of NLP and Mathematical Reasoning. Also, I do some research of CV, such as MLLM/Neural-Symbolic Learning.
Research
My research interests include:
Large Language Model of NLP
Mathematical Reasoning
Multi-modal Learning
Neural-Symbolic Learning
Current Work
Z. Li* , M. Zhang, F. Yin, C. Liu et al. "CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models". COLING2024(CCF-B) https://arxiv.org/abs/2311.16476. Pending Paper.
Z. Li* , M. Zhang, F. Yin, C. Liu. "LANS: A Layout-Aware Neural Solver for Plane Geometry Problem". ACL2024(CCF-A) https://arxiv.org/abs/2311.16476.
J. Zhang*, Z. Li*, M. Zhang, F. Yin, C. Liu. "GeoEval: A Diverse and Scalable Benchmark for Large Language Models in Geometric Problem Understanding". ACL2024(CCF-A). https://arxiv.org/abs/2402.10104.
R. Zhang, J. Hu, Z. L, C. Liu et al. "FGPR: A Large-Scale Dataset for Fine-Grained Product Retrieval."NeurIPS2024(CCF-A) Pending Paper .
M. Zhang, Z. Li, F. Yin, C. Liu. "Fusion, Reason and Verifiy: Solving Geometry Problem with Parsed Clause from Diagram." Artificial Intelligence(CCF-A)
Note: * indicates the first author.
Academic service
Reviewer
IEEE Conference on Computer Vision and Pattern Recognition
Education
Ph.D., Pattern Recognition and Intelligent Systems, Institute of Automation, Chinese Academy of Sciences, 06.2022
Awards: Principal Level Scholarship (1st in admission)
Main Courses: Machine Learning, Neural Networks, Digital Image Processing, Pattern Recognition, Advanced Artificial Intelligent.
B.E., Math, Northeastern University, 06.2018
GPA: 91.6/100, Rank: 1/160
Awards: Northeastern University Comprehensive First Prize Scholarship(top1.5%), Innovation and Entrepreneurship Scholarship(top5%), National College Student Computer Design Competition Third Prize, International College Student Mathematical Modeling Competition Second Prize
Main Courses: C Programming, Computer Network and Communication, Real Variable Functions, Mathematical Analysis, Mathematical Modeling, Machine Learning
Work experience
Research Intern, AGI Group, RED Inc., 06.2024-Present
Hallucination detection in multi-modal large models, model alignment, and efficient reasoning.
Unified generation and understanding in multi-modal large models.
Research Intern, AI Research Lab, TAL, 01.2024-05.2024
Development of a General Multimodal Multilingual Mathematical Reasoning Benchmark and Multimodal Mathematical Base Model.
Constructing the Multimodal Mathematical Benchmark-CMMaTH.
Research Intern, WPS-AI, Kingsoft, 11.2023-01.2024
Development of Document Multimodal Large-scale Models and WPS-AI Question-Answering Models.
Research and development of WPS-AI reading and parsing middleware based on LayoutReader, improving WPS-AI performance by 3.7% on the TAT-DQA Benchmark; Fine-tuning Qwen-VL performance on complex form images based on rendering synthesis strategy.
Research Intern, AI Research Institute, MEGVII, 06.2019-Present
Video Structural Analysis and Multi-Object Tracking Algorithm Research.
Constructing a motion pattern anomaly detector based on multimodal information using pedestrian motion characteristics, achieving a 2.3-point improvement on MOT17.
Academic Activities.
Presentation
CGIS Academic Salon Presenter on 'Geometric Models and Inference in Document Images', China Society of Image and Graphics(CSIG)
Presenter of Frontiers Workshop on Document and Multimodal Intelligence, China Society of Image and Graphics(CSIG)
Scholarship
Outstanding PhD Student Program of Institute of Automation, Chinese Academy of Sciences.
Academic Scholarship of the University of Chinese Academy of Sciences.
First-Class Scholarship of Northeastern University.
Innovation and Entrepreneurship Scholarship of Northeastern University.