Xingrui Li

A Systematic Exploration of Knowledge Graph Alignment with Large Language Models in Retrieval Augmented Generation

Retrieval Augmented Generation (RAG) with Knowledge Graphs (KGs) is an effective way to enhance Large Language Models (LLMs). Due to the natural discrepancy between structured KGs and sequential LLMs, KGs must be linearized to text before being inputted into LLMs, leading to the problem of KG Alignm…