A Segment-Based Layout Aware Model for Information Extraction on Document Images. - Maizhen Ning; Qiu-Feng Wang 001; Kaizhu Huang; Xiaowei Huang 001 (ICONIP (5), 2021)

Learning by Analogy: Diverse Questions Generation in Math Word Problem. - Zihao Zhou; Maizhen Ning; Qiufeng Wang 001; Jie Yao; Wei Wang 042; Xiaowei Huang 001; Kaizhu Huang (ACL (Findings), 2023)

A Symbolic Characters Aware Model for Solving Geometry Problems. - Maizhen Ning; Qiu-Feng Wang 001; Kaizhu Huang; Xiaowei Huang 001 (ACM Multimedia, 2023)

A Symbolic Character-Aware Model for Solving Geometry Problems. - Maizhen Ning; Qiu-Feng Wang 001; Kaizhu Huang; Xiaowei Huang 001 (CoRR, 2023)

GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs. - Maizhen Ning; Zihao Zhou; Qiufeng Wang 001; Xiaowei Huang 001; Kaizhu Huang (AAAI, 2025)

Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist. - Zihao Zhou; Shudong Liu 004; Maizhen Ning; Wei Liu 131; Jindong Wang 001; Derek F. Wong; Xiaowei Huang 001; Qiufeng Wang 001; Kaizhu Huang (ICLR, 2025)

DvD: Unleashing a Generative Paradigm for Document Dewarping via Coordinates-based Diffusion Model. - Weiguang Zhang; Huangcheng Lu; Maizhen Ning; Xiaowei Huang 001; Wei Wang 042; Kaizhu Huang; Qiufeng Wang 001 (CoRR, 2025)

GeoSDF: Plane Geometry Diagram Synthesis via Signed Distance Field. - Chengrui Zhang; Maizhen Ning; Zihao Zhou; Jie Sun 024; Kaizhu Huang; Qiu-Feng Wang 001 (CoRR, 2025)