Xinnan Dai

Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG

How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension

Guided Structural Inference: Leveraging Priors with Soft Gating Mechanisms

From Sequence to Structure: Uncovering Substructure Reasoning in Transformers