2025
GraphChain: Large Language Models for Large-scale Graph Analysis via Tool Chaining
NeurIPS 2025poster
Large Language Models (LLMs) face significant limitations when applied to large-scale graphs, struggling with context constraints and inflexible reasoning. We introduce GraphChain, a novel framework enabling LLMs to analyze large graphs by orchestrating dynamic sequences of specialized tools, mimick…