Scholar
Zihao Zhou
Google Scholar ID: 4P9trp4AAAAJ
University of Liverpool
Citations & Impact
Citations
114
H-index
4
i10-index
3
Publications
7
Co-authors
6
list available
Contact
Publications
Resume (English only)
Academic Achievements
- Published at NeurIPS 2025: 'Can MLLMs Absorb Math Reasoning Abilities from LLMs as Free Lunch?'
- Published at ICLR 2025: 'Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist'
- Published at AAAI 2025: 'GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs' (Oral Presentation, Top 5%)
- Published at AAAI 2024: 'MathAttack: Attacking Large Language Models Towards Math Solving Ability'
- Published at ACL 2023 Findings: 'Learning by Analogy: Diverse Questions Generation in Math Word Problem'
- Published at NLPCC 2023: 'Solving Math Word Problem with Problem Type Classification' (2nd place in Shared Task 3)
- Multiple preprints including F1-Reasoner and GeoSDF
Research Experience
- Collaborating with Wenda Li and Meng Fan on informal proving
- Working on multiple projects related to evaluating and improving mathematical reasoning in LLMs
- Developed F1-Reasoner, a framework for synthesizing verifiable reasoning data from formal math statements
- Proposed IP-Merging, a cross-modal model merging approach to transfer math reasoning from LLMs to MLLMs
- Built GeoSDF, an SDF-based tool for synthesizing plane geometry diagrams and verifiable signals
- Created MathCheck, a comprehensive evaluation framework for mathematical reasoning and robustness
- Developed GNS, a neural-symbolic reasoning system for multi-task plane geometry problem solving
