Yixue Huang

Large Language Models as Topological Thinkers: A Benchmark on Graph Persistent Homology

Large language models (LLMs) are increasingly used in scientific discovery, system modeling, and decision-making, prompting interest in their ability to reason over complex structured data. Existing benchmarks primarily focus on static or local graph reasoning, overlooking the high-order structures …