Shu-Hao Zhang

LADDER: Graph-Guided Diffusion Language Models for Efficient Multi-Hop Reasoning

Graph Retrieval-Augmented Generation (GraphRAG) has remarkably enhanced large language models on complex reasoning by leveraging structured entity topologies. However, existing frameworks heavily rely on standard autoregressive language models where the nature of inherent sequential generation severely hinders overall...