DPFusion (DDM_PARSE_Fusion)

This repository continues our previous work titled "Towards Building an RDF-based Deep Document Model and Retrieval-Augmented Generation System for Enhanced Question Answering with Large Language Models".

The primary focus of this repository is:

• Integration of the PARSE+DDM pipelines to build a automated framework for Knowledge graph construction and information retrieval.
• Conducting experiments with StructRAG, a Structure-Aware Retrieval-Augmented Generation Framework, which leverages a Scholarly Knowledge Graph

To enable:

• Structurally-aware question answering by incorporating hierarchical document structures.
• Diverse and path-enhanced responses through enhanced retrieval mechanisms.
• Accurate and high-quality answers by leveraging structural metadata and scholarly knowledge graphs.