AI RESEARCH

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning

arXiv CS.LG

ArXi:2605.10247v1 Announce Type: new Using Large Language Models (LLMs) to process graph-structured data is an active research area, yet current state-of-the-art approaches typically rely on multi-step pipelines with Graph Neural Network (GNN) encoders that compress rich textual attributes into solitary tokens, creating a significant semantic bottleneck. In this paper, we