Conference
Open access
2026
SMART: Evaluating LLMs' Mathematical Reasoning via a Human Cognitive Process-Inspired Benchmark
This work proposes SMART, a benchmark that decomposes mathematical problem-solving into four cognitive dimensions: S emantic Understanding, M athematical Reasoning, A rithmetic Computation, and R eflection & Refinemen t, and introduces dimension-specific tasks to measure the corresponding cognitive processes of LLMs.
Yu-Heng Hou, Mei Wang, Yaoyao Zhong et al.
· Annual Meeting of the Associ... · 0 citations