Is One Token All It Takes? Graph Pooling Tokens for LLM-based GraphQA

Is One Token All It Takes? Graph Pooling Tokens for LLM-based GraphQA explores This research enhances Graph Question Answering by improving how graph structures are encoded into LLMs, achieving competitive results with a novel multi-token pooling approach and LoRA stabilization.. Commercial viability score: 7/10 in Graph Neural Networks.