Gewen Liang

Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning

Large language models (LLMs) have achieved remarkable performance on knowledge graph question answering (KGQA) tasks by planning and interacting with knowledge graphs. However, existing methods often confuse tool utilization with knowledge reasoning, harming readability of model outputs and giving r…