Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models

In three linesNovel LGPT (Learnable Graph Pooling Token) method to integrate graphs into LLMs. Uses learnable tokens to represent graphs without information loss. 4.13% improvement on GraphQA benchmark without LLM fine-tuning.

Summary generated by Claude — human-verified