Zihao Zhou

Zihao Zhou 周梓浩 @ Premilab
Google Scholar / Github / Twitter
zihao.zhou@liverpool.ac.uk

My research interests lie in:

Large Language Models Reasoning: Evaluating and improving the reasoning ability of LLMs, particularly in math solving ability.
Mathmatical Question Answering : Math word problem, Geometry problem, etc.
Dialog tutoring System: Exploring how to build tutoring system like real teacher.

Publications

[Preprint] Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist. [website] [paper] [code]
- Zihao Zhou*, Shudong Liu*, Maizhen Ning, Wei Liu, Jingdong Wang, Derek F. Wong, Xiaowei Huang, Qiufeng Wang and Kaizhu Huang
- MathCheck includes multiple mathematical reasoning tasks and robustness test types to facilitate a comprehensive evaluation of both mathematical reasoning ability and behavior testing.
[AAAI 2024] MathAttack: Attacking Large Language Models Towards Math Solving Ability. [paper] [code]
- Zihao Zhou, Qiufeng Wang, Mingyu Jin, Jie Yao, Jianan Ye, Wei Liu, Wei Wang, Xiaowei Huang and Kaizhu Huang
- Examining the robustness of LLMs in math reasoning ability.
[ACL 2023 Findings] Learning by Analogy: Diverse Questions Generation in Math Word Problem. [paper] [code]
- Zihao Zhou*, Maizhen Ning*, Qiufeng Wang, Jie Yao, Wei Wang, Xiaowei Huang and Kaizhu Huang
- A framework to generate diverse questions with labels for a given math word problems.
[NLPCC 2023] Solving Math Word Problem with Problem Type Classification. [paper][code]
- Jie Yao*, Zihao Zhou*, Qiufeng Wang
- A problem type classifier to combine the abilities of LLM solver and traditional math solver.
- Ranked 2nd in NLPCC 2023 Share Task 3.
[ICASSP 2021] Knowledge-Based Chat Detection with False Mention Discrimination. [paper]
- Wei Liu, Peijie Huang, Dongzhu Liang, Zihao Zhou
- A two-stage pipeline for chat detection.

2022.09 - Present. Ph.D. University of Liverpool, Xi’an Jiaotong-liverpool University
2018.09 - 2022.06 B.S. South China Agricultural University