PUBLICATIONS

Research publications and preprints. For the most up-to-date record, see my Google Scholar profile.

PREPRINTS

arXiv 2025

Verifying Large Language Models' Reasoning Paths via Correlation Matrix Rank

Jiayu Liu, Wei Dai, Zhenya Huang, Ning Miao, and Enhong Chen

A model’s internal correlation structure as a signal for the credibility of its reasoning paths.

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CONFERENCE PAPERS

ICML 2025

CogMath: Assessing LLMs' Authentic Mathematical Ability from a Human Cognitive Perspective

Jiayu Liu, Zhenya Huang, Wei Dai, Cheng Cheng, Jinze Wu, Jing Sha, Song Li, Qi Liu, Shijin Wang, and Enhong Chen

A cognitive perspective on mathematical reasoning: comprehension, solving, and summarization.

PaperarXivBibTeX