Junhua Huang

Dependency Matters: Enhancing LLM Reasoning with Explicit Knowledge Grounding

Grounded Reasoning in Dependency (GRiD) is introduced, a novel dependency-aware reasoning framework that explicitly grounds reasoning steps in structured knowledge that substantially improves reasoning accuracy, consistency, and faithfulness compared to recent state-of-the-art structured reasoning methods.