Renshuo Yuan

VKG-QA: Visual Knowledge Graph-based Question Answer for Large Multimodal Models

Understanding and reasoning over structured knowledge is a fundamental capability for intelligent systems. While Large Language Models (LLMs) have leveraged textual knowledge graphs for relational reasoning, linearizing graph structures into text often leads to token inefficiency and loss of higher-