AutoSchemaKG: Atlas-RAG
Atlas-RAG is the core package of the AutoSchemaKG framework. It enables autonomous knowledge graph (KG) construction by combining Knowledge Graph Triple Extraction with dynamic Schema Induction.
Unlike traditional pipelines that require predefined schemas, Atlas-RAG generates schemas automatically via conceptualization, allowing for the construction of high-quality KGs from unstructured text (PDFs, Markdown, etc.) and enabling zero-shot inferencing across domains.
Note
This package implements the research presented in the paper: AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora.
Quickstart
User Guide
Advanced Usage